From 7712ad52885012569e8ff267a117dfa75e16f6b8 Mon Sep 17 00:00:00 2001 From: Induwara Senadheera Date: Thu, 23 Jul 2026 15:25:53 +0530 Subject: [PATCH 1/9] feat: Implement per-run framework context/state support in Session for all adapters --- .../526-framework-runtime-context/design.md | 93 +++++++ .../526-framework-runtime-context/spec.md | 260 ++++++++++++++++++ 2 files changed, 353 insertions(+) create mode 100644 docs/specs/526-framework-runtime-context/design.md create mode 100644 docs/specs/526-framework-runtime-context/spec.md diff --git a/docs/specs/526-framework-runtime-context/design.md b/docs/specs/526-framework-runtime-context/design.md new file mode 100644 index 000000000..2fabbe236 --- /dev/null +++ b/docs/specs/526-framework-runtime-context/design.md @@ -0,0 +1,93 @@ +# #526: Pass a per-run framework context/state through the Session to every framework adapter + +Give application code a framework-agnostic way to carry a **context/state object** across turns of a conversation: persist it in the `Session` under a reserved key, inject it into the underlying framework when the agent runs, and write the (possibly mutated) object back to the same key after the run. Each of the five framework adapters maps this one AK-level object onto its own native context/state mechanism. + +## Motivation + +- Every framework accepts caller-supplied context/state, but AK threads none of it through today — each runner sets up only the AK-internal `ToolContext` contextvar and never passes a native context object into the framework call: + - OpenAI: `Runner.run(agent.agent, input_data, session=session_to_use)` — no `context=` argument (`ak-py/src/agentkernel/framework/openai/openai.py:183`). + - LangGraph: `agent.agent.ainvoke(input={"messages": messages}, config=config)` — `config` only carries `thread_id`; no caller state merged in (`ak-py/src/agentkernel/framework/langgraph/langgraph.py:390`, config built at `:353`). + - CrewAI: `crew.kickoff_async(inputs={})` — inputs are hard-coded empty (`ak-py/src/agentkernel/framework/crewai/crewai.py:378`). + - Google ADK: session state is seeded only with the internal `ak_tool_context` id (`ak-py/src/agentkernel/framework/adk/adk.py:162`). + - Smolagents: `agent.agent.run(prompt, reset=False)` — no `additional_args` (`ak-py/src/agentkernel/framework/smolagents/smolagents.py:157`). +- The `Session` already stores per-framework state under a framework-name key (`session.get(FRAMEWORK) or session.set(FRAMEWORK, ...)`) — e.g. `openai.py:95`, `langgraph.py:326`, `crewai.py:316`, so a caller-facing context key fits the existing key/value model on `Session` (`get`/`set`, `ak-py/src/agentkernel/core/base.py:124`, `:160`). +- Durable session keys already survive across turns: `Runtime.run()` calls `self.sessions().store(session)` after post-hooks (`ak-py/src/agentkernel/core/runtime.py:218`), and `store()` persists every non-volatile top-level key (`Session.get_all`, `base.py:135`). A new top-level key is persisted with no extra plumbing. +- Session values are serialized with `pickle` (`BinarySerde.dumps/loads`, `ak-py/src/agentkernel/core/session/serde.py:24`,`:36`), so any context object must be picklable — this constrains what a caller may put in it. +- Hooks can already read and mutate the session (`PreHook.on_run(session, ...)` / `PostHook.on_run(session, ...)`, `ak-py/src/agentkernel/core/hooks.py:21`,`:51`), but a hook **cannot** inject the object into the native framework call — only the runner, which owns the `Runner.run`/`ainvoke`/`kickoff_async` invocation, can. So injection must live in each runner. + +## Requirements + +### Core + +- Reserve a **single** session key `framework_context` shared by all frameworks. Add it to the `Session.Keys` enum (`base.py:35`), alongside `v_cache`/`nv_cache`, rather than a bare module constant — same discoverability and one obvious home for the reserved name. *(Decision: open question 1.)* + - **Absent key** (`session.get(...)` returns `None`) ⇒ inject nothing / framework default ⇒ **no behavior change** for existing apps. + - A caller-set **empty dict `{}`** is treated as "present but empty": it is injected (a no-op for every framework) and round-tripped, so a caller can seed an empty context on turn 1 and have tools populate it. Only `None`/absent means "no context". + - The value is a **`dict`**. *(Decision: open question 4.)* +- **Caller API surface**: no new surface — callers seed/read the context via the existing `session.set(...)` / `session.get(...)`, using `Session.Keys.FRAMEWORK_CONTEXT.value` as the key (the enum member is the canonical name; callers reference it rather than hardcoding the bare `"framework_context"` literal, avoiding string drift); inside a tool it is reachable via `ToolContext.get().session`. *(Decision: open question 2 — "no" extra surface.)* +- Provide the load/write-back plumbing once, in the base `Runner` (`base.py:192`), so each adapter only implements the native mapping: + - `_load_framework_context(session) -> dict | None` — read the reserved key. **Returns a deep copy**, not the live stored object (see "Load semantics" below). + - `_store_framework_context(session, ctx) -> None` — merge `ctx` over the loaded context per the merge rule and write it back to the same key. +- Runners call load before invoking the framework and write-back after the native call completes, for both `run()` and `stream()`. Placement is per-adapter, not a uniform `try`/`finally` shape: OpenAI/LangGraph/CrewAI/smolagents wrap the call in `try/except … finally: context.reset()`, but **ADK's `run()` uses `with ctx:` (`adk.py:213`) rather than a `finally: context.reset()`** — it has a `try/except` (`adk.py:206,224`) but no `finally`, so its write-back goes after the `with ctx:` block, inside the `try`. Each adapter places the `_load_/_store_` calls around its own native invocation; do not assume a shared try-body across all five. + +### Load semantics — return a deep copy + +- `_load_framework_context` returns a **deep copy** of the stored dict, and write-back stores the merge result. Its main purpose is **crash-isolation**: OpenAI tools mutate the injected object **in place** (they write through `RunContextWrapper.context`), so if load handed out the live stored reference, the session key would already reflect partial tool mutations *before* write-back — and a mid-run crash (write-back skipped, see "Write-back") would leave the stored context half-mutated. Copying on load keeps the stored object untouched until a successful write-back replaces it wholesale. + - Note: for OpenAI specifically the "incoming" copy and the "post-run" object are the **same reference** (tools mutate the copy), so the shallow-merge there is effectively identity. The merge rule does real work only for frameworks whose write-back source is a *different* object than the injected one — smolagents `agent.state`, ADK session `state`, LangGraph `result` — where untouched caller keys must be preserved. + +### Write-back — always reflect the latest context + +- After the run, the key is **updated with the latest context** — any mutations the framework surfaced during the run, shallow-merged over the incoming (copied) context per the merge rule in the per-framework table. *(Decision: open question 3.)* +- **On framework error, do not write back.** *(Decision.)* Every runner catches its own exceptions and returns an error reply (`openai.py:191`, `langgraph.py:399`, `crewai.py:397`, `smolagents.py:167`, `adk.py:224`), so `store()` still runs afterward (`runtime.py:218`) and persists the session — but the write-back must sit **after a successful native call, inside the `try` and before the `except`**, so a crashed or partial run is skipped and the **previously stored context is left intact** (the deep copy loaded this turn is simply never written back). A turn's context update is therefore atomic: it either fully reflects a completed run or is unchanged. +- Fidelity is per-framework (see the table), not uniform: OpenAI round-trips fully; smolagents/ADK round-trip the caller's keys after filtering internal entries; LangGraph round-trips only keys its state schema declares; CrewAI does not support it — a set `framework_context` is refused with a warning and never injected or written back. +- **Merge rule**: the framework's post-run state is **shallow-merged over** the incoming context — top-level keys the framework touched win (last-write-wins), keys the caller seeded but the framework never touched are preserved, and nested structures are replaced wholesale by the winning side (no deep/recursive merge). *(Decision.)* +- Never overwrite the key with an empty/`None` value when no context was present or produced (a caller-set `{}` is "present" and is preserved — see Core). + +### Per-framework mapping + +The `framework_context` dict is **merged into** the native mechanism on input (added to, not replacing, existing native state) and the produced state is read back on output. **The five frameworks differ in how faithfully they can round-trip a caller dict** — the mapping is graded honestly below rather than presented as uniform, because the write-back fidelity is not the same everywhere and callers need to know where mutations actually survive. + +| Framework | Fidelity | Inject on input (merge) | Write-back source | +|---|---|---|---| +| OpenAI | **Full round-trip** | `Runner.run(..., context=ctx)` / `Runner.run_streamed(..., context=ctx)` — tools read/write via `RunContextWrapper.context` (`openai.py:183,214`) | the same object, mutated in place by tools | +| Smolagents | **Round-trips (filtered)** | `agent.run(prompt, additional_args=ctx, reset=False)` (`smolagents.py:157`) | `agent.state` read after the run, **restricted to the keys the caller seeded** — `agent.state` also holds framework-internal entries that must not leak into `framework_context` | +| Google ADK | **Round-trips (filtered)** | merge into the ADK session `state` delta alongside `ak_tool_context` (`adk.py:162`) | ADK session `state` read after the run, **with the AK-internal `ak_tool_context` key stripped** (see ADK note) | +| LangGraph | **Round-trips only for declared state channels** | **spread** the dict's top-level keys into the `ainvoke`/`astream_events` `input` alongside `messages` — `input={"messages": messages, **framework_context}` (`langgraph.py:391,427`). The keys sit at the **top level** of the input state (so they map onto the graph's state channels), **not** nested under a `framework_context` key, and never replace `messages` | keys read back only if the graph's state schema declares them as channels (see LangGraph note) | +| CrewAI | **Unsupported — warn and skip** | not injected; a set `framework_context` is refused with a warning (see CrewAI note) | none; the stored key is left untouched | + +On write-back the produced state is shallow-merged over the incoming (copied) context per the **Merge rule** above (framework value wins per touched top-level key; untouched caller keys preserved; no deep merge). + +- **CrewAI note (unsupported — warn and skip)**: CrewAI's `kickoff(inputs=...)` are **template-interpolation variables**, not a context/state object — they `.format()`-substitute `{placeholder}` tokens in the task `description`/`expected_output` and the agent `role`/`goal`/`backstory`. Today `inputs={}` is passed (`crewai.py:378`), so interpolation is effectively skipped; passing a non-empty `inputs=ctx` would **turn interpolation on** and raise `KeyError` on any literal `{`/`}` in the (user-derived) task description built by `_describe(...)` (`crewai.py:305`). CrewAI therefore exposes **no safe caller-state slot**. **Behavior:** when a session carries a non-empty `framework_context`, the CrewAI runner does **not** inject it and logs a **single warning** (once per run) — e.g. `"framework_context is set but CrewAI does not support per-run caller context/state; ignoring it."` — via the runner's `self._log.warning(...)`. `kickoff_async(inputs={})` stays as-is, and the stored key is left untouched (no write-back). This makes the limitation explicit at runtime rather than silently dropping the context. (A tool that still needs the dict can reach it via `ToolContext.get().session`.) +- **ADK note**: `GoogleADKSession` uses an `InMemorySessionService` (`adk.py:53`), so ADK's native state is **not** part of the pickled AK session — write-back is what gives the context cross-turn durability (via AK's `framework_context` key), not ADK itself. The read-back scope is the state accumulated by the run; the runner seeds `{"ak_tool_context": ctx.id}` with a **fresh id every turn** (`adk.py:162`), so write-back **must strip `ak_tool_context`** (and any future AK-internal keys) before merging — otherwise the caller's dict accumulates a stale internal id. +- **LangGraph note**: this `framework_context` is distinct from the graph's own checkpointed state. LangGraph already persists its conversational state via a pickle-serializable `CheckPointer` held in `LangGraphSession` under the `"langgraph"` key (`langgraph.py:264/273`, wired at `:355`). Merged caller keys **only round-trip if the graph's state schema declares them as channels** — a prebuilt `create_react_agent` uses `AgentState` (`messages`, `remaining_steps`, `structured_response`), which silently drops unknown keys, so nothing extra comes back off `result`. Read-back is meaningful only for custom graphs whose state schema includes the caller's keys; for the prebuilt case the value is the uniform cross-framework API, not new persistence. +- **Smolagents note (new keys don't round-trip)**: write-back reads `agent.state` after the run but **restricts it to the keys the caller seeded** — `agent.state` also holds framework-internal entries with no clean prefix to filter on, so the only safe read-back scope is "keys already present in the incoming context". Consequence: a tool that **mutates a seeded key** round-trips, but a tool that **adds a brand-new key** to the context has it **silently dropped** on smolagents (that same new key survives on OpenAI — full round-trip — and on ADK, which strips only AK-internal keys). This is a genuine cross-framework divergence: tool authors who want a context write to be portable across all frameworks must **pre-seed every key they intend to write** into `framework_context` before the run. + +### Behavior / compatibility + +- Optional throughout: existing sessions and apps that never set the key are unaffected. +- Persistence: the key is a normal durable session key — persisted by `store()` and reloaded on the next turn (already covered by `Runtime.run`/`SessionStore`). +- Streaming parity: `stream()` performs the same load (before the token loop) and write-back (once, after it) as `run()` — the per-token yielding is unchanged. **Write-back happens only when the stream *completes normally*, not on every stop.** *(Decision.)* A stream can end three ways, and only one writes back: + - **Drained normally** (all tokens yielded, loop exits) ⇒ read back the produced state and merge into the session key. + - **Client disconnected mid-stream** (`GeneratorExit` raised at a `yield`) ⇒ **no write-back**; the previously stored context is left intact. + - **Framework raised mid-stream** ⇒ **no write-back** (same rule as the `run()` error path above). + - Mechanically: place the write-back **after the `async for` loop but still inside the `try`**, so a disconnect or exception unwinds before reaching it and the write-back is naturally skipped — do **not** move it into a `finally` (that would persist a partial, half-produced context). This keeps streaming atomic and consistent with `run()`: a turn's context either fully reflects a completed stream or is unchanged. Consequence to state plainly: if a user disconnects after most of a long stream, that turn's context mutations are **discarded**, not partially saved — last-known-good is preferred over partial state. +- **The read-back source differs on the streaming path** and must be specified per adapter — the streaming APIs do not all hand back a state object the way `run()` does. The read-back read itself must also sit inside the guarded region, so a failed read skips write-back rather than persisting a partial merge: + - OpenAI: `Runner.run_streamed(..., context=ctx)` — same in-place-mutation model as `run()`, the injected `ctx` object is the source; no extra fetch. + - LangGraph: `astream_events` yields events, not a final `result` dict (`langgraph.py:426`); read state back via an explicit `agent.agent.aget_state(config)` after the stream completes, then merge. + - ADK: read the ADK session `state` after the event stream drains (same source as `run()`), with `ak_tool_context` stripped. + - smolagents/CrewAI: no native token streaming (`stream()` raises `NotImplementedError`), so no streaming write-back applies. + +### Serialization + +- `framework_context` must be picklable — sessions are serialized with `pickle` via `BinarySerde` (`serde.py:24/36`), so a non-picklable value would otherwise crash the whole session `store()`. +- **Policy (Decision):** fail fast. At write-back, run a targeted picklability check on the `framework_context` value alone and, on failure, raise a descriptive error naming the key and the offending type. This surfaces an actionable message during development instead of an opaque store-level pickle error, and never silently drops the context between turns. +- **Scope of the check — diagnostic, not preventive:** on frameworks where tools mutate the injected object in place (OpenAI), the non-picklable value is already present in the session before write-back runs, so the check improves the *error message* but cannot prevent the bad state from having been produced. The check runs on the merge result before `store()` either way, so the descriptive error still fires ahead of the opaque `store()` pickle failure. + +## Non-goals + +- Not changing how each framework stores its own internal state (the framework-name keys, and LangGraph's `CheckPointer`, stay as they are). +- Not injecting context into agent-to-agent / sub-agent calls within a workflow — hooks and this mechanism cover only the top-level run (same limitation noted in `hooks.py:15`). +- Not defining a schema/validation model for the context contents (free-form `dict`). + +## Open questions + +- None outstanding — all prior open questions are resolved above. diff --git a/docs/specs/526-framework-runtime-context/spec.md b/docs/specs/526-framework-runtime-context/spec.md new file mode 100644 index 000000000..b2c995003 --- /dev/null +++ b/docs/specs/526-framework-runtime-context/spec.md @@ -0,0 +1,260 @@ +# #526: Pass a per-run framework context/state through the Session to every framework adapter — Implementation Spec + +This spec details how the reviewed `design.md` is built. A single reserved session key, `framework_context`, carries a picklable `dict` across turns: the base `Runner` provides load / write-back plumbing, and each of the five framework adapters maps that one AK-level dict onto its native context/state mechanism (or, for CrewAI, declines it with a warning). No new caller API surface is added — callers use the existing `session.get(...)` / `session.set(...)` with `Session.Keys.FRAMEWORK_CONTEXT.value`. `design.md` in this directory is the requirements source; every requirement there is traced to a section below. + +## Design + +### 1. `Session.Keys` — reserve the key (`core/base.py`) + +Add one enum member alongside the existing cache keys (`base.py:35-41`): + +```python +class Keys(Enum): + VOLATILE_CACHE = "v_cache" + NON_VOLATILE_CACHE = "nv_cache" + FRAMEWORK_CONTEXT = "framework_context" +``` + +Rules: +1. `framework_context` is a **normal durable top-level key** — no change to `Session.get_all()` (`base.py:135-144`) is needed. `get_all()` treats every key except `v_cache` as durable, so `store()` (`runtime.py:218`) already persists and reloads it. It is **not** pre-initialized in `Session.__init__` (unlike the two caches at `base.py:65-66`): an unset key must read back as `None` so "absent ⇒ no injection ⇒ no behaviour change" holds. +2. Callers reference `Session.Keys.FRAMEWORK_CONTEXT.value` (the canonical name) rather than the bare `"framework_context"` literal. + +### 2. Base `Runner` plumbing (`core/base.py`, class `Runner` at `base.py:192`) + +Provide the load / merge / write-back logic once so each adapter only supplies the native mapping. Add `import copy` and `import pickle` to `base.py`. + +```python +class Runner(ABC): + ... + def _load_framework_context(self, session: Session) -> dict | None: + """Return a DEEP COPY of the stored framework_context, or None if the key is absent. + A deep copy isolates the stored object from in-run mutation (crash-isolation): + the stored key is untouched until a successful write-back replaces it wholesale.""" + if session is None: + return None + stored = session.get(Session.Keys.FRAMEWORK_CONTEXT.value) + if stored is None: + return None # absent → caller injects nothing / framework default + return copy.deepcopy(stored) # present (incl. {}) → injected and round-tripped + + def _store_framework_context( + self, session: Session, incoming: dict | None, produced: Mapping[str, Any] | None + ) -> None: + """Shallow-merge `produced` over `incoming` and write the result back to the key. + `incoming` is the deep copy returned by _load_framework_context this turn. + No-op when the key was absent this turn (incoming is None) — the previously + stored context is left intact.""" + if session is None or incoming is None: + return # absent key → never overwrite + merged = dict(incoming) # caller-seeded keys the framework never touched are preserved + if produced: + merged.update(produced) # framework-touched top-level keys win (last-write-wins, shallow) + self._ensure_framework_context_picklable(session, merged) + session.set(Session.Keys.FRAMEWORK_CONTEXT.value, merged) + + @staticmethod + def _ensure_framework_context_picklable(session: Session, ctx: Mapping[str, Any]) -> None: + """Fail fast with an actionable message if the merged context can't be pickled, + instead of the opaque store()-level pickle failure that would abort the whole + session store().""" + try: + pickle.dumps(ctx) + except Exception as exc: + offender = next( + (f"{k!r} ({type(v).__name__})" for k, v in ctx.items() + if _not_picklable(v)), + "", + ) + raise TypeError( + f"Session '{session.id}' framework_context is not picklable; " + f"offending entry: {offender}. framework_context values must be " + f"pickle-serializable so the session can be persisted." + ) from exc +``` + +Governing rules (numbered so review can check each): + +1. **Deep copy on load.** `_load_framework_context` never hands out the live stored object. For OpenAI, tools mutate the injected object in place; without the copy a mid-run crash would leave the stored key half-mutated. Copying keeps the turn atomic. +2. **Merge is shallow, produced-over-incoming.** Top-level keys the framework touched win; untouched caller keys survive; nested structures are replaced wholesale (no recursive merge). This lives in the base helper because the merge *rule* is uniform across frameworks — only the *`produced` extraction* differs per adapter (see §3). +3. **Absent vs present-empty.** `incoming is None` (key absent) ⇒ never write. `incoming == {}` (caller-set empty) ⇒ present ⇒ write back the merge (a no-op-shaped `{}` or whatever tools produced). This is why the key must not be pre-initialized (rule 1 of §1). +4. **Picklability is a diagnostic, not preventive, check.** It runs on the merge result *before* `session.set(...)` so it fires ahead of the `store()`-level pickle error. On OpenAI the offending value already exists in the injected copy the tool mutated; the check cannot un-create it, but it converts an opaque store crash into a named error and leaves the previously stored context intact. + +> **Clarification vs design.md** (behaviour unchanged, surfaced per the write-spec process): `design.md` sketches `_store_framework_context(session, ctx)` and describes it as "merge `ctx` over the loaded context". Because the base `Runner` is stateless across a run, the loaded context can't be recovered inside the helper — so the signature takes **both** operands explicitly: `incoming` (the deep copy from `_load`) and `produced` (the framework's post-run delta). The merge semantics are exactly as `design.md` specifies. `_not_picklable(v)` is a tiny module-level helper doing a per-value `pickle.dumps` in a `try/except` to name the offender. + +### 3. Per-adapter injection and write-back + +Each runner: (a) calls `_load_framework_context(session)` before the native call; (b) injects the returned `incoming` (when not `None`) via its native mechanism; (c) after a **successful** native call, extracts `produced` and calls `_store_framework_context(session, incoming, produced)` **inside the `try`, before the `except`**, so a crashed/partial run skips write-back. Placement is per-adapter (not a uniform shape) because the try/except/finally structures differ. + +| Framework | `incoming` injection | `produced` extraction (write-back source) | +|---|---|---| +| OpenAI | `Runner.run(..., context=incoming)` / `Runner.run_streamed(..., context=incoming)` | `produced = incoming` (tools mutate it in place; merge is identity) | +| Smolagents | `agent.run(prompt, additional_args=incoming, reset=False)` — only when `incoming is not None` | `agent.state`, **filtered to `incoming`'s keys**: `{k: agent.state[k] for k in incoming if k in agent.state}` | +| Google ADK | seed state delta: `{"ak_tool_context": ctx.id, **(incoming or {})}` | ADK session `state` read back, **`ak_tool_context` (and any AK-internal key) stripped** — **not** restricted to `incoming`'s keys, so tool-added keys round-trip (see note) | +| LangGraph | spread top-level keys into input: `input={"messages": messages, **(incoming or {})}` | `{k: result[k] for k in incoming if k in result}` (only keys the graph's state schema declared as channels come back) | +| CrewAI | **not injected**; `kickoff_async(inputs={})` unchanged | none — write-back skipped entirely (warn once when a non-empty context is set) | + +#### 3.1 OpenAI (`framework/openai/openai.py`) + +- `run()` (`openai.py:166`): after `_get_run_input(...)`, load `incoming = self._load_framework_context(session)`; pass `context=incoming` to `Runner.run(agent.agent, input_data, session=session_to_use, context=incoming)` (`:183`). After the call succeeds and before returning, `self._store_framework_context(session, incoming, incoming)`. The existing `try/except Exception/finally: context.reset()` shape (`:175-195`) is kept; the load sits at the top of the `try`, the store just before `return` inside the `try`. +- `stream()` (`openai.py:197`): load before `Runner.run_streamed(..., context=incoming)` (`:214`); place `_store_framework_context(session, incoming, incoming)` **after the `async for` loop, still inside the `try`** (`:216-219`) so `GeneratorExit` (client disconnect) or an exception unwinds before it. Do **not** move it into the `finally`. +- Injecting `context=None` when the key is absent is a no-op and matches today's implicit behaviour (no `context=` passed today). + +#### 3.2 Smolagents (`framework/smolagents/smolagents.py`) + +- `run()` (`smolagents.py:126`): load `incoming` after `_hydrate_memory` (`:154`). Build the thread call so `additional_args` is passed **only when `incoming is not None`** — preserving today's exact `asyncio.to_thread(agent.agent.run, prompt, reset=False)` call when no context is set (so the existing test assertion at `test_smolagents_runner.py:62` still holds for the no-context path): + ```python + run_kwargs = {"reset": False} + if incoming is not None: + run_kwargs["additional_args"] = incoming + reply = await asyncio.to_thread(agent.agent.run, prompt, **run_kwargs) + ``` +- After the run and `_sync_memory`, extract from `agent.agent.state` restricted to `incoming`'s keys and write back: + ```python + produced = None + if incoming is not None and hasattr(agent.agent, "state") and isinstance(agent.agent.state, dict): + produced = {k: agent.agent.state[k] for k in incoming if k in agent.agent.state} + self._store_framework_context(session, incoming, produced) + ``` + This is inside the `try` before `return`, so the existing `except`/`finally: context.reset()` (`:167-171`) is unchanged. +- Consequence (already stated in `design.md`): a tool that adds a **brand-new** key is silently dropped on smolagents because the filter is `incoming`'s keys only; a tool that mutates a **pre-seeded** key round-trips. `stream()` raises `NotImplementedError` (`:173-179`) — no streaming write-back. +- `agent.state` / `additional_args` are the smolagents `MultiStepAgent.run` surface; guarded by `hasattr`/`isinstance` so a version without `state` degrades to "no round-trip" rather than raising. + +#### 3.3 Google ADK (`framework/adk/adk.py`) + +ADK's native state lives in an `InMemorySessionService` (`adk.py:53`) and is **not** part of the pickled AK session, so write-back is what gives cross-turn durability. + +- `_setup_session_context()` (`adk.py:146`) currently seeds `{"ak_tool_context": ctx.id}` (`:162`). Change it to accept the injected context and seed it alongside: + ```python + async def _setup_session_context(self, agent, session, requests, injected: dict | None): + ... + state = {"ak_tool_context": ctx.id} + if injected: + state.update(injected) + await adk_session.update_session_state(ctx.id, agent.name, state) + return user_id, runner, ctx, adk_session + ``` + Return `adk_session` too, so the caller can read state back without re-fetching. +- Add a read-back helper on `GoogleADKSession` that returns the current state with AK-internal keys stripped: + ```python + async def get_state(self) -> dict: + if self._session is None: + return {} + refreshed = await self._session_service.get_session( + app_name="AgentKernel", user_id="AgentKernel", session_id=self._session.id + ) + state = dict(getattr(refreshed, "state", {}) or {}) + state.pop("ak_tool_context", None) # strip AK-internal key(s) — fresh id every turn + return state + ``` +- `run()` (`adk.py:198`): load `incoming` at the top of the `try` (`:206`); pass it into `_setup_session_context(...)`. After the `with ctx:` block (`:213-214`) and before returning, when `incoming` is not `None` read `produced = await adk_session.get_state()` — the full accumulated state with AK-internal keys already stripped by `get_state()`, **not** filtered to `incoming`'s keys — and `self._store_framework_context(session, incoming, produced)`. Because `produced` is the whole (stripped) state, keys a tool **added** during the run round-trip (they appear in `produced` and win the shallow merge), matching `design.md:60,62`; this is the deliberate divergence from smolagents (§3.2), where the read-back is restricted to seeded keys. ADK's `run()` has a `try/except` (`:206,224`) but **no `finally`** — the write-back goes at the end of the `try`, before the `except`. +- `stream()` (`adk.py:227`): load before `_setup_session_context`; after the `async for` loop inside the `with ctx:` block completes normally, read state and write back — inside the guarded region, so a disconnect/exception skips it. + +#### 3.4 LangGraph (`framework/langgraph/langgraph.py`) + +`framework_context` is distinct from the graph's own checkpointed state (`CheckPointer`, `langgraph.py:273`, wired at `:355`). Caller keys round-trip **only** when the graph's state schema declares them as channels (a prebuilt `create_react_agent` uses `AgentState` and silently drops unknown keys). + +- `run()` (`langgraph.py:366`): load `incoming` after `_prepare_session_and_messages(...)` (`:388`). Spread its top-level keys into the input at `:390-393`: + ```python + input_state = {"messages": messages} + if incoming: + input_state.update(incoming) # top-level channels, never replacing `messages` + result = await agent.agent.ainvoke(input=input_state, config=config) + ``` + After success, `produced = {k: result[k] for k in incoming if k in result}` (when `incoming` not `None`), then `_store_framework_context(session, incoming, produced)` — inside the existing `try` before the `except` (`:399`); the `finally: context.reset()` (`:401-403`) is unchanged. +- `stream()` (`langgraph.py:405`): spread `incoming` into the `astream_events` input the same way (`:426-430`). `astream_events` yields events, not a final state dict, so read state back with `state = await agent.agent.aget_state(config)` **after** the `async for` loop, inside the `try`; `produced = {k: state.values[k] for k in incoming if k in state.values}`, then write back. Skipped on disconnect/exception by placement. + +#### 3.5 CrewAI (`framework/crewai/crewai.py`) — unsupported, warn and skip + +CrewAI's `kickoff(inputs=...)` are `.format()` template-interpolation variables, not a state object; a non-empty `inputs` would turn interpolation on and raise `KeyError` on literal braces in the `_describe(...)` task description (`crewai.py:294-305`). There is no safe caller-state slot. + +- In `run()` (`crewai.py:324`), after building the prompt and before `kickoff_async` (`:378`), check the key **once per run** and warn, without loading/injecting: + ```python + if session is not None and session.get(Session.Keys.FRAMEWORK_CONTEXT.value): + self._log.warning( + "framework_context is set but CrewAI does not support per-run caller " + "context/state; ignoring it." + ) + ``` + `session.get(...)` truthiness means a caller-set `{}` (falsy) does **not** warn; only a non-empty dict does. +- `kickoff_async(inputs={})` stays as-is. No `_load_/_store_framework_context` calls — the stored key is left untouched (a set `{}` is preserved; a non-empty dict is preserved unchanged). Tools that need the dict still reach it via `ToolContext.get().session`. +- `stream()` raises `NotImplementedError` (`:403-409`) — no streaming path. + +### Consumer changes + +- **`core/base.py`**: add `FRAMEWORK_CONTEXT` enum member; add `_load_framework_context`, `_store_framework_context`, `_ensure_framework_context_picklable` to `Runner`; add `import copy`, `import pickle`, and `_not_picklable` helper. `Session`, `Agent`, `Runtime` classes unchanged. +- **`framework/openai/openai.py`**: `OpenAIRunner.run` / `.stream` inject `context=` and write back. `OpenAIAgent`/`OpenAIModule`/`OpenAIToolBuilder` unchanged. +- **`framework/smolagents/smolagents.py`**: `SmolagentsRunner.run` injects `additional_args=` (conditionally) and writes back filtered `agent.state`. Everything else unchanged. +- **`framework/adk/adk.py`**: `GoogleADKRunner._setup_session_context` gains an `injected` param and returns `adk_session`; `GoogleADKSession` gains `get_state()`; `run`/`stream` load, seed, and write back. `get_response` signature unchanged. +- **`framework/langgraph/langgraph.py`**: `LangGraphRunner.run`/`.stream` spread `incoming` into the input state and write back declared channels. `_prepare_session_and_messages` unchanged. +- **`framework/crewai/crewai.py`**: `CrewAIRunner.run` adds a one-shot warning; no injection, no write-back. +- **No changes** to `core/runtime.py`, `core/hooks.py`, `core/session/*`, guardrails, multimodal, sandbox, deployment, or API layers — the key rides the existing `store()`/reload path. + +### Config changes + +**None.** `framework_context` is a runtime session value, not configuration — no new `AKConfig` field, no YAML block, no `AK_*` env var. Existing config files and env vars are unaffected. This matches `design.md` ("no new surface"). + +### Behavioural changes + +Each is intentional and justified: + +1. **OpenAI now passes `context=` to `Runner.run`/`run_streamed`.** Previously no context object was passed (`openai.py:183`). When the key is absent, `context=None` is passed — functionally identical to today. Justified: this is the feature. +2. **Smolagents passes `additional_args=` only when the key is present.** When absent, the call is byte-for-byte today's `asyncio.to_thread(agent.agent.run, prompt, reset=False)`. Justified: preserves the no-context path exactly and its existing test. +3. **ADK seeds caller keys into the state delta alongside `ak_tool_context`, and now reads state back after the run.** Previously only `ak_tool_context` was seeded and state was never read back. `ak_tool_context` is stripped on read-back. Justified: ADK's native state isn't pickled, so write-back is the only durability path. +4. **LangGraph spreads caller keys into the `ainvoke`/`astream_events` input.** Previously `input={"messages": messages}` only. Keys sit at the top level (state channels), never replacing `messages`. Unknown keys are dropped by prebuilt agents (no error). Justified: uniform cross-framework API; real round-trip for custom graphs. +5. **CrewAI logs a single warning when a non-empty `framework_context` is set.** Previously nothing was logged. Justified: makes the unsupported-status explicit at runtime rather than silently dropping. +6. **A new durable session key `framework_context` is persisted and reloaded** for every framework once a caller sets it. Justified: cross-turn carry is the feature; absent key ⇒ nothing persisted ⇒ no change for existing sessions. +7. **Write-back is atomic per turn.** On framework error or mid-stream disconnect (`GeneratorExit`) the previously stored context is left intact (write-back is skipped by placement inside the `try`, after the native call/loop, before `except`, never in `finally`). + +**Non-changes** (fixed by this spec): +- No change to how each framework stores its own internal state (the framework-name keys, LangGraph's `CheckPointer`). +- No change to `Runner.run`/`Runner.stream` abstract signatures, `PreHook`/`PostHook`, or `Runtime.run`/`Runtime.stream`. +- No injection into agent-to-agent / sub-agent calls (same limitation as `hooks.py:15`). +- No schema/validation on context contents (free-form `dict`). +- `AgentReply`/`AgentRequest` models, public exports, and the caller API are unchanged. + +## Error handling + +- **Framework raises during the native call.** Each runner's existing `except Exception` returns a user-facing error reply (`openai.py:191`, `langgraph.py:399`, `crewai.py:397`, `smolagents.py:167`, `adk.py:224`). Because write-back sits before the `except`, it is skipped — the previously stored context is untouched. `store()` still runs (`runtime.py:218`) and persists the rest of the session. +- **Client disconnects mid-stream** (`GeneratorExit` at a `yield`) or **framework raises mid-stream.** Write-back is after the `async for` loop but inside the `try`, so it never runs — last-known-good context is kept, partial state is discarded. +- **Non-picklable context.** `_ensure_framework_context_picklable` raises a `TypeError` naming the session id and the offending key/type before `session.set(...)`. Raised inside the runner's `try`, it is caught by `except Exception` and surfaced through `user_facing_error_message` (unknown category ⇒ `"Error: "`, `error_util.py:69-71`), so the actionable text reaches the caller/logs instead of an opaque `store()` pickle crash aborting the whole session store. The stored context is left intact. +- **`session is None`** (runner invoked without a session, e.g. some unit paths): `_load_framework_context` returns `None`, `_store_framework_context` no-ops — no injection, no write-back, no error. +- **Absent optional attributes** (`agent.state` on an older smolagents; ADK `get_session` returning no `state`): guarded with `hasattr`/`isinstance`/`getattr(..., {})`; degrade to "no round-trip", never raise. + +## Testing + +Run: `cd ak-py && uv run pytest`. New/changed tests follow existing patterns (`@pytest.mark.asyncio`, `MagicMock`/`AsyncMock`, `patch` at the module import site, `Session("id")` fixtures). + +### New test file — `ak-py/tests/test_framework_context.py` + +Base-`Runner` plumbing, framework-agnostic (uses `DummyRunner`-style subclass): +- **Absent key ⇒ no injection, no write-back**: `_load_framework_context` returns `None`; after `_store_framework_context(session, None, {"a": 1})` the key stays absent. +- **Deep-copy isolation**: seed `{"a": {"n": 1}}`, mutate the object returned by `_load_framework_context`, assert the stored object is unchanged. +- **Present-empty `{}` is preserved**: `_store_framework_context(session, {}, None)` writes `{}` back (not `None`). +- **Shallow merge / last-write-wins**: `incoming={"a": 1, "b": 2}`, `produced={"b": 9, "c": 3}` ⇒ stored `{"a": 1, "b": 9, "c": 3}`; nested dict replaced wholesale, not deep-merged. +- **Round-trip across turns**: `session.set(FRAMEWORK_CONTEXT, {"count": 0})`, run twice through a dummy runner that increments and writes back via the helpers, assert persistence. +- **Picklability failure**: merged context containing a `lambda`/open socket ⇒ `TypeError` naming the offending key/type; assert `session.set` was not called for the key (previous value intact). + +### Changed / added runner tests + +- **`ak-py/tests/test_openai_runner.py`**: add cases asserting (a) `MockRunner.run` is called with `context=` when the session has `framework_context`; (b) a tool-style in-place mutation of the injected context is written back to the session key after `run()`; (c) on `MockRunner.run` raising, the pre-existing `framework_context` is unchanged. Existing error/structured-output cases unchanged (they pass `context=None`). +- **`ak-py/tests/test_smolagents_runner.py`**: the existing assertion `mock_to_thread.assert_called_once_with(mock_agent.agent.run, "Hello smolagents", reset=False)` (`:62`) is the **no-context** path — keep it, and set no `framework_context`. Add a **with-context** case: seed the key, give `mock_agent.agent.state` a dict, assert `to_thread` is called with `additional_args=` and that only seeded keys are written back (a brand-new state key is dropped). +- **`ak-py/tests/test_adk_runner.py`**: `_run_with_response` mocks `_setup_session_context` to a 3-tuple (`:25`) — update to the new 4-tuple `("user", runner_mock, ctx_mock, adk_session_mock)` and give `adk_session_mock.get_state` an `AsyncMock`. Add cases: seeded context is passed into `_setup_session_context`; the `get_state` result minus `ak_tool_context` is written back in full — a seeded key mutated by a tool round-trips **and** a brand-new key a tool added round-trips (asserting the ADK-vs-smolagents divergence); error path leaves the key intact. +- **`ak-py/tests/test_langgraph_runner.py`**: `_mock_agent` (`:16`) — add `agent.agent.aget_state` for the stream case. Add cases: `ainvoke` receives `input` containing the spread caller keys plus `messages`; keys present in `result` round-trip, absent ones are dropped; `messages` is never overwritten. +- **`ak-py/tests/test_crewai_runner.py`**: add a case asserting that setting a non-empty `framework_context` logs exactly one warning (via `caplog` on `ak.crewai.runner`) and that `kickoff_async` is still called with `inputs={}`; and that a caller-set `{}` logs nothing and is preserved. + +### Streaming coverage + +Add streaming write-back cases for OpenAI and LangGraph (and ADK) in the respective runner test files (or `test_framework_context.py`): normal drain writes back; a `GeneratorExit` raised at the consumer (simulating disconnect) leaves the stored context intact. + +## Documentation updates + +- **`docs/docs/core-concepts/session.md`** — under "How Sessions Work" / "Session Data Storage" (`session.md:358-399`), add a "Framework context / per-run state" subsection: what `framework_context` is, how to seed/read it via `session.set(Session.Keys.FRAMEWORK_CONTEXT.value, {...})` and from a tool via `ToolContext.get().session`, the picklable-`dict` constraint, and the atomic write-back-on-success rule. +- **`docs/docs/core-concepts/runner.md`** — note that runners inject this context into the native framework call and write the produced state back, with the per-framework fidelity table (full / filtered / declared-channels-only / unsupported). +- **`docs/docs/frameworks/*.md`** — add a short "Per-run context/state" note to `openai.md`, `smolagents.md`, `google-adk.md`, `langgraph.md`, and `crewai.md`, each stating that framework's fidelity: OpenAI full round-trip; ADK round-trips all keys except AK-internal ones (so tool-added keys survive); smolagents round-trips filtered to pre-seeded keys (new keys dropped); LangGraph only for declared state channels; **CrewAI unsupported (warn and skip)** with the `ToolContext` fallback. +- **`docs/docs/frameworks/multi-framework.md`** — call out the cross-framework divergence: to write portably, pre-seed every key you intend to write; new keys survive only on OpenAI/ADK, not smolagents/LangGraph-prebuilt/CrewAI. +- **Dev skills** — `.agents/skills/ak-dev-architecture/SKILL.md` (Session key list / Runner responsibilities) mentions the reserved `framework_context` key and the load/write-back responsibility; `.agents/skills/ak-dev-new-framework-integration/SKILL.md` gains a step: a new adapter's `run`/`stream` must call `_load_framework_context`/`_store_framework_context` and declare its round-trip fidelity. Confirm via the `ak-dev-sync-docs-from-branch` / `ak-dev-sync-skills-from-branch` flows before merge. +- **No update needed**: deployment READMEs, example projects (unless an example is added to demonstrate the feature — optional), and config docs (no config surface). + +## Self-review — requirements traceability + +Every `design.md` requirement maps to a section: reserved single key → §1; no new caller surface → §1 rule 2 + Config changes; base load/write-back helpers → §2; deep-copy load semantics → §2 rule 1; write-back-on-success-only / atomicity → §3 (per-adapter placement) + Error handling; merge rule → §2 rule 2; per-framework mapping table + notes → §3.1–3.5; streaming parity and per-adapter read-back source → §3.1/§3.3/§3.4 stream paragraphs; serialization fail-fast → §2 rule 4 + Error handling; non-goals preserved → Behavioural changes / Non-changes. From f6049419a5a56f2f0f65a30d3472c08bf07237cd Mon Sep 17 00:00:00 2001 From: Induwara Senadheera Date: Fri, 24 Jul 2026 14:19:35 +0530 Subject: [PATCH 2/9] feat: Add support for per-run framework context/state across multiple frameworks --- .agents/skills/ak-dev-architecture/SKILL.md | 2 + .../ak-dev-new-framework-integration/SKILL.md | 36 + .github/test-config.yaml | 4 + ak-py/src/agentkernel/core/base.py | 93 +- ak-py/src/agentkernel/framework/adk/adk.py | 58 +- .../agentkernel/framework/crewai/crewai.py | 7 + .../framework/langgraph/langgraph.py | 34 +- .../agentkernel/framework/openai/openai.py | 17 +- .../framework/smolagents/smolagents.py | 17 +- .../agentkernel/trace/langfuse/langgraph.py | 67 +- ak-py/tests/test_adk_runner.py | 80 +- ak-py/tests/test_crewai_runner.py | 48 + ak-py/tests/test_framework_context.py | 142 + ak-py/tests/test_langgraph_runner.py | 125 + ak-py/tests/test_openai_runner.py | 164 + ak-py/tests/test_smolagents_runner.py | 71 + ak-py/tests/test_tool_adk.py | 8 +- ak-py/tests/test_trace_langfuse_langgraph.py | 98 + docs/docs/core-concepts/runner.md | 29 + docs/docs/core-concepts/session.md | 46 + docs/docs/frameworks/crewai.md | 4 + docs/docs/frameworks/google-adk.md | 4 + docs/docs/frameworks/langgraph.md | 4 + docs/docs/frameworks/multi-framework.md | 17 + docs/docs/frameworks/openai.md | 6 + docs/docs/frameworks/smolagents.md | 4 + examples/cli/langgraph_context/.gitignore | 3 + examples/cli/langgraph_context/README.md | 126 + examples/cli/langgraph_context/build.sh | 16 + examples/cli/langgraph_context/demo.py | 129 + examples/cli/langgraph_context/demo_test.py | 40 + examples/cli/langgraph_context/pyproject.toml | 39 + examples/cli/langgraph_context/uv.lock | 3479 +++++++++++++ examples/cli/openai_context/.gitignore | 3 + examples/cli/openai_context/README.md | 106 + examples/cli/openai_context/build.sh | 16 + examples/cli/openai_context/demo.py | 102 + examples/cli/openai_context/demo_test.py | 39 + examples/cli/openai_context/pyproject.toml | 37 + examples/cli/openai_context/uv.lock | 4320 +++++++++++++++++ 40 files changed, 9580 insertions(+), 60 deletions(-) create mode 100644 ak-py/tests/test_framework_context.py create mode 100644 ak-py/tests/test_trace_langfuse_langgraph.py create mode 100644 examples/cli/langgraph_context/.gitignore create mode 100644 examples/cli/langgraph_context/README.md create mode 100755 examples/cli/langgraph_context/build.sh create mode 100644 examples/cli/langgraph_context/demo.py create mode 100644 examples/cli/langgraph_context/demo_test.py create mode 100644 examples/cli/langgraph_context/pyproject.toml create mode 100644 examples/cli/langgraph_context/uv.lock create mode 100644 examples/cli/openai_context/.gitignore create mode 100644 examples/cli/openai_context/README.md create mode 100755 examples/cli/openai_context/build.sh create mode 100644 examples/cli/openai_context/demo.py create mode 100644 examples/cli/openai_context/demo_test.py create mode 100644 examples/cli/openai_context/pyproject.toml create mode 100644 examples/cli/openai_context/uv.lock diff --git a/.agents/skills/ak-dev-architecture/SKILL.md b/.agents/skills/ak-dev-architecture/SKILL.md index 089ec2eb2..c44d3ee35 100644 --- a/.agents/skills/ak-dev-architecture/SKILL.md +++ b/.agents/skills/ak-dev-architecture/SKILL.md @@ -34,6 +34,7 @@ Tracks state across related interactions. Key properties: - **Framework-specific data**: Stored via `get(key)` / `set(key, value)` — each framework stores its own state under a unique key (e.g., `"openai"`, `"langgraph"`) - **Volatile cache** (`v_cache`): Cleared after every `Runtime.run()` invocation — use for transient per-request data - **Non-volatile cache** (`nv_cache`): Persisted across requests within the session — use for data that should survive multiple interactions +- **Reserved keys** (`Session.Keys` enum): `VOLATILE_CACHE`/`NON_VOLATILE_CACHE` back the two caches; `FRAMEWORK_CONTEXT` (`"framework_context"`) holds a per-run, framework-agnostic caller context/state **dict** (must be picklable) that runners inject into the native framework call and write back on success. Unlike the caches it is **not** pre-initialized — an unset key reads back as `None` (absent ⇒ no injection, no behaviour change). Callers seed/read it via `session.set/get(Session.Keys.FRAMEWORK_CONTEXT.value, ...)` - **Async context manager**: `async with session:` acquires a lock and sets the session as the current context via `contextvars` - **`Session.current()`**: Class method to retrieve the active session from any code running within the session context @@ -55,6 +56,7 @@ Encapsulates framework-specific execution logic: - **`stream(agent, session, requests) -> AsyncGenerator[str, None]`**: Abstract async generator that yields token deltas for streaming execution (`execution.mode: stream`). Frameworks without native token streaming (CrewAI, smolagents) implement it by raising `NotImplementedError` - Each framework implements its own Runner (e.g., `OpenAIRunner`, `LangGraphRunner`, `CrewAIRunner`, `GoogleADKRunner`, `SmolagentsRunner`) - Runners handle: creating `ToolContext`, converting request models to framework-native formats, invoking the framework's execution API, converting responses back to `AgentReply` +- **Per-run framework context**: the base `Runner` provides `_load_framework_context(session)` (returns a **deep copy** of the reserved `framework_context` key, or `None` when absent) and `_store_framework_context(session, incoming, produced)` (shallow-merges `produced` over `incoming` — framework-touched top-level keys win, untouched caller keys preserved — with a fail-fast picklability check). Each adapter's `run`/`stream` calls load before the native call, injects `incoming` via its native mechanism, and calls store **only after a successful native call** (inside the `try`, before the `except`; after the `async for` loop for streams, never in `finally`) so a crash/disconnect leaves the stored context intact. Round-trip fidelity is per-framework (OpenAI full; ADK all-but-internal-keys; smolagents pre-seeded keys only; LangGraph declared channels only; CrewAI unsupported — warns and skips) ### Module (`ak-py/src/agentkernel/core/module.py`) diff --git a/.agents/skills/ak-dev-new-framework-integration/SKILL.md b/.agents/skills/ak-dev-new-framework-integration/SKILL.md index 837c1f2fc..430419439 100644 --- a/.agents/skills/ak-dev-new-framework-integration/SKILL.md +++ b/.agents/skills/ak-dev-new-framework-integration/SKILL.md @@ -157,6 +157,42 @@ async def stream(self, agent: Any, session: Session, requests: list[AgentRequest `Runtime.stream()` wraps each yielded token in a `StreamChunk`, runs it through `PostHook.on_stream_chunk()`, and forwards it to the caller (REST SSE endpoint or AWS Lambda WebSocket/SQS pipeline). No other core changes are needed to support a new framework's streaming — just implement `Runner.stream()`. +### 3c. Wire up the per-run framework context + +The base `Runner` provides two helpers so a caller-supplied, framework-agnostic context/state dict +(the reserved `Session.Keys.FRAMEWORK_CONTEXT` key) rides across turns. **Your `run()` and +`stream()` must call them and map the one AK-level dict onto your framework's native +context/state mechanism** (or decline it explicitly, as CrewAI does): + +- `incoming = self._load_framework_context(session)` — call **before** the native invocation. + Returns a **deep copy** of the stored dict, or `None` when the key is absent. When `None`, inject + nothing (framework default) — this keeps the no-context path unchanged for existing apps. +- Inject `incoming` (when not `None`) via the framework's native mechanism (a run `context=`, an + input state channel, a session-state delta, `additional_args=`, …). +- After a **successful** native call, extract the framework's post-run state as `produced` and call + `self._store_framework_context(session, incoming, produced)`. This shallow-merges `produced` over + `incoming` (framework-touched top-level keys win; untouched caller keys preserved) and fail-fast + checks picklability before writing back. + +```python +# In run(), inside the existing try, around the native call: +incoming = self._load_framework_context(session) +result = await self._execute(agent, fw_session, prompt, context=incoming) # inject natively +produced = self._extract_state(result, incoming) # framework-specific; may be a subset of keys +self._store_framework_context(session, incoming, produced) # only after a successful call +``` + +**Placement matters (atomicity):** put the write-back **inside the `try`, after the native call, +before the `except`** — and for `stream()`, **after the `async for` loop but still inside the +`try`**, never in `finally`. A framework error or a client disconnect (`GeneratorExit`) then unwinds +before it, leaving the previously stored context intact rather than persisting partial state. + +**Declare your round-trip fidelity honestly** in the framework's docs and the fidelity table in +`docs/docs/core-concepts/runner.md` — how much of a caller dict actually survives depends on the +framework (full round-trip, filtered to seeded keys, declared-channels-only, or unsupported). If the +framework has no safe caller-state slot, do **not** inject; instead log a single warning per run and +skip both load and write-back (see the CrewAI adapter for the pattern). + ### 4. Implement the Agent Wrapper Subclass `Agent` from `agentkernel.core.base`: diff --git a/.github/test-config.yaml b/.github/test-config.yaml index 1b881f1a0..1dd461840 100644 --- a/.github/test-config.yaml +++ b/.github/test-config.yaml @@ -12,12 +12,16 @@ e2e: path: examples/cli/openai-dynamic - type: cli path: examples/cli/openai_structured + - type: cli + path: examples/cli/openai_context - type: cli path: examples/cli/adk - type: cli path: examples/cli/crewai - type: cli path: examples/cli/langgraph + - type: cli + path: examples/cli/langgraph_context - type: cli path: examples/cli/multi - type: cli diff --git a/ak-py/src/agentkernel/core/base.py b/ak-py/src/agentkernel/core/base.py index 8549f21b3..f93ba2f3d 100644 --- a/ak-py/src/agentkernel/core/base.py +++ b/ak-py/src/agentkernel/core/base.py @@ -1,8 +1,10 @@ import asyncio import contextvars +import copy import logging +import pickle from abc import ABC, abstractmethod -from collections.abc import AsyncGenerator, Iterator +from collections.abc import AsyncGenerator, Iterator, Mapping from enum import Enum from typing import Any, ClassVar, Self, cast @@ -11,6 +13,22 @@ from .util.key_value_cache import KeyValueCache +def _not_picklable(value: Any) -> bool: + """ + Returns True when the given value cannot be pickled. + + Used by Runner._ensure_framework_context_picklable to name the offending + framework_context entry in a descriptive error. + :param value: The value to test for picklability. + :return: True if the value cannot be pickled, otherwise False. + """ + try: + pickle.dumps(value) + return False + except Exception: + return True + + class Session: """ Session is the base class for a tracking state across related interactions with agents. @@ -39,6 +57,7 @@ class Keys(Enum): VOLATILE_CACHE = "v_cache" NON_VOLATILE_CACHE = "nv_cache" + FRAMEWORK_CONTEXT = "framework_context" current_session: ClassVar[contextvars.ContextVar[Self | None]] = contextvars.ContextVar("current_session", default=None) @@ -220,6 +239,78 @@ def name(self) -> str: """ return self._name + def _load_framework_context(self, session: Session) -> dict | None: + """ + Returns a DEEP COPY of the stored framework_context, or None if the key is absent. + + The reserved ``framework_context`` session key carries a per-run, framework-agnostic + context/state dict across turns. A deep copy isolates the stored object from in-run + mutation (crash-isolation): the stored key is left untouched until a successful + write-back replaces it wholesale, so a mid-run crash cannot leave it half-mutated. + + :param session: The session to read the reserved framework_context key from. + :return: A deep copy of the stored dict (including an empty ``{}``), or None when the + key is absent — absent means "no injection / framework default". + """ + if session is None: + return None + stored = session.get(Session.Keys.FRAMEWORK_CONTEXT.value) + if stored is None: + return None + return copy.deepcopy(stored) + + def _store_framework_context(self, session: Session, incoming: dict | None, produced: Mapping[str, Any] | None) -> None: + """ + Shallow-merges ``produced`` over ``incoming`` and writes the result back to the reserved key. + + ``incoming`` is the deep copy returned by :meth:`_load_framework_context` this turn. + Top-level keys the framework touched (``produced``) win over the caller-seeded ones + (last-write-wins); caller keys the framework never touched are preserved; nested + structures are replaced wholesale (no recursive merge). No-op when the key was absent + this turn (``incoming`` is None) — the previously stored context is left intact. + + Runners call this only after a successful native invocation, so a crashed/partial run + never overwrites the last-known-good context. + + :param session: The session to write the merged framework_context back to. + :param incoming: The deep copy loaded this turn, or None when the key was absent. + :param produced: The framework's post-run state delta, or None. + """ + if session is None or incoming is None: + return + merged = dict(incoming) + if produced: + merged.update(produced) + self._ensure_framework_context_picklable(session, merged) + session.set(Session.Keys.FRAMEWORK_CONTEXT.value, merged) + + @staticmethod + def _ensure_framework_context_picklable(session: Session, ctx: Mapping[str, Any]) -> None: + """ + Fails fast with an actionable message if the merged context cannot be pickled. + + Sessions are serialized with pickle, so a non-picklable framework_context value would + otherwise abort the whole session store() with an opaque error. This diagnostic check + runs on the merge result before it is written back, naming the session and the offending + key/type so the failure is actionable during development. + + :param session: The session whose id is named in the error. + :param ctx: The merged framework_context to validate. + :raises TypeError: If any value in ctx is not pickle-serializable. + """ + try: + pickle.dumps(ctx) + except Exception as exc: + offender = next( + (f"{k!r} ({type(v).__name__})" for k, v in ctx.items() if _not_picklable(v)), + "", + ) + raise TypeError( + f"Session '{session.id}' framework_context is not picklable; " + f"offending entry: {offender}. framework_context values must be " + f"pickle-serializable so the session can be persisted." + ) from exc + @abstractmethod async def run(self, agent: Any, session: Session, requests: list[AgentRequest]) -> AgentReply: """ diff --git a/ak-py/src/agentkernel/framework/adk/adk.py b/ak-py/src/agentkernel/framework/adk/adk.py index fc8b32e8e..599982290 100644 --- a/ak-py/src/agentkernel/framework/adk/adk.py +++ b/ak-py/src/agentkernel/framework/adk/adk.py @@ -76,6 +76,23 @@ async def update_session_state(self, invocation_id: str, author: str, state: dic ) await self._session_service.append_event(self._session, event) + async def get_state(self) -> dict: + """ + Returns the current ADK session state with AK-internal keys stripped. + + ADK's native state lives in an InMemorySessionService and is not part of the pickled AK + session, so the runner reads it back here to give the framework_context cross-turn + durability. The AK-internal ``ak_tool_context`` key (seeded fresh every turn) is removed so + the caller's context never accumulates a stale internal id. + :return: The accumulated ADK session state, or an empty dict when no session exists. + """ + if self._session is None: + return {} + refreshed = await self._session_service.get_session(app_name="AgentKernel", user_id="AgentKernel", session_id=self._session.id) + state = dict(getattr(refreshed, "state", {}) or {}) + state.pop("ak_tool_context", None) + return state + class GoogleADKRunner(BaseRunner): def __init__(self): @@ -143,15 +160,20 @@ def _process_requests(requests: list[AgentRequest]) -> tuple[str, list[types.Par return prompt, parts - async def _setup_session_context(self, agent: Any, session: Session, requests: list[AgentRequest]) -> tuple[str, Runner, AKToolContext]: + async def _setup_session_context( + self, agent: Any, session: Session, requests: list[AgentRequest], injected: dict | None = None + ) -> tuple[str, Runner, AKToolContext, GoogleADKSession]: """ Setup ADK session and tool context. :param agent: The ADK agent. :param session: The AgentKernel session. :param requests: The requests. - :return: Tuple of (user_id, runner, tool_context). The caller is responsible for entering/exiting - the returned tool_context around the runner's actual execution, since tools invoked by - the agent look up this context by id from the cache while the agent is running. + :param injected: The per-run framework context to seed into the ADK session state alongside + the AK-internal ``ak_tool_context`` id, or None to seed nothing extra. + :return: Tuple of (user_id, runner, tool_context, adk_session). The caller is responsible for + entering/exiting the returned tool_context around the runner's actual execution, since + tools invoked by the agent look up this context by id from the cache while the agent is + running; the returned adk_session lets the caller read state back without re-fetching. """ app_name = "AgentKernel" user_id = "AgentKernel" @@ -159,10 +181,13 @@ async def _setup_session_context(self, agent: Any, session: Session, requests: l ctx: AKToolContext = AKToolContext(Runtime.current(), agent, session, requests) await adk_session.create_session(app_name=app_name, user_id=user_id, session_id=session.id) - await adk_session.update_session_state(ctx.id, agent.name, {"ak_tool_context": ctx.id}) + state = {"ak_tool_context": ctx.id} + if injected: + state.update(injected) + await adk_session.update_session_state(ctx.id, agent.name, state) runner = Runner(agent=agent.agent, app_name=app_name, session_service=adk_session.session_service) - return user_id, runner, ctx + return user_id, runner, ctx, adk_session @staticmethod async def get_response(runner: Runner, user_id: str, session_id: str, parts: list[types.Part]) -> str: @@ -209,10 +234,19 @@ async def run(self, agent: Any, session: Session, requests: list[AgentRequest]) if not parts: return AgentReplyText(response="Sorry. No valid content found in the requests") - user_id, runner, ctx = await self._setup_session_context(agent, session, requests) + incoming = self._load_framework_context(session) + user_id, runner, ctx, adk_session = await self._setup_session_context(agent, session, requests, incoming) with ctx: reply = await self.get_response(runner=runner, session_id=session.id, parts=parts, user_id=user_id) + # Read ADK's accumulated state back (ak_tool_context already stripped by get_state) and + # write it back in FULL — keys a tool ADDED during the run round-trip here (the deliberate + # divergence from smolagents). Inside the try, after the run, so a framework error skips + # write-back and leaves the previously stored context intact. + if incoming is not None: + produced = await adk_session.get_state() + self._store_framework_context(session, incoming, produced) + output_schema = getattr(agent.agent, "output_schema", None) if output_schema is not None: try: @@ -237,7 +271,8 @@ async def stream(self, agent: Any, session: Session, requests: list[AgentRequest if not parts: return - user_id, runner, ctx = await self._setup_session_context(agent, session, requests) + incoming = self._load_framework_context(session) + user_id, runner, ctx, adk_session = await self._setup_session_context(agent, session, requests, incoming) new_message = types.Content(role="user", parts=parts) run_config = RunConfig(streaming_mode=StreamingMode.SSE) @@ -257,6 +292,13 @@ async def stream(self, agent: Any, session: Session, requests: list[AgentRequest if chunk: yield chunk + # Write back only after the event stream drains normally. A disconnect + # (GeneratorExit at a yield) or a mid-stream error unwinds before this line, so the + # stored context is left intact — never moved into a finally. + if incoming is not None: + produced = await adk_session.get_state() + self._store_framework_context(session, incoming, produced) + class GoogleADKAgent(AKBaseAgent): """ diff --git a/ak-py/src/agentkernel/framework/crewai/crewai.py b/ak-py/src/agentkernel/framework/crewai/crewai.py index 6819e3e58..7f5bd8eed 100644 --- a/ak-py/src/agentkernel/framework/crewai/crewai.py +++ b/ak-py/src/agentkernel/framework/crewai/crewai.py @@ -375,6 +375,13 @@ async def run(self, agent: Any, session: Session, requests: list[AgentRequest]) verbose=False, memory=memory, ) + # CrewAI's kickoff(inputs=...) are .format() template-interpolation variables, not a + # context/state object, so there is no safe per-run caller-state slot. Warn once when a + # non-empty framework_context is set (a caller-set {} is falsy and does not warn) and + # leave the stored key untouched — no injection, no write-back. Tools that need the dict + # can still reach it via ToolContext.get().session. + if session is not None and session.get(Session.Keys.FRAMEWORK_CONTEXT.value): + self._log.warning("framework_context is set but CrewAI does not support per-run caller context/state; ignoring it.") reply = await crew.kickoff_async(inputs={}) if isinstance(getattr(reply, "pydantic", None), BaseModel): agent_reply: AgentReply = AgentReplyAny(content=reply.pydantic.model_dump(mode="json"), prompt=prompt) diff --git a/ak-py/src/agentkernel/framework/langgraph/langgraph.py b/ak-py/src/agentkernel/framework/langgraph/langgraph.py index aaad120b8..1ced2ea7c 100644 --- a/ak-py/src/agentkernel/framework/langgraph/langgraph.py +++ b/ak-py/src/agentkernel/framework/langgraph/langgraph.py @@ -387,10 +387,26 @@ async def run(self, agent: Any, session: Session, requests: list[AgentRequest]) config, messages = self._prepare_session_and_messages(agent, session, prompt) + # Spread the per-run framework context's top-level keys into the input state so they map + # onto the graph's state channels. `messages` is written last, so a caller key can never + # replace it. Unknown keys are silently dropped by prebuilt agents (no error). + incoming = self._load_framework_context(session) + input_state: dict[str, Any] = {} + if incoming: + input_state.update(incoming) + input_state["messages"] = messages + result = await agent.agent.ainvoke( - input={"messages": messages}, + input=input_state, config=config, ) + + # Only keys the graph's state schema declares as channels come back on `result`; the + # rest are dropped. Written back after a successful invoke, before returning. + if incoming is not None: + produced = {k: result[k] for k in incoming if k in result} + self._store_framework_context(session, incoming, produced) + structured = AgentReplyAny.from_output(result.get("structured_response"), prompt) if structured is not None: return structured @@ -423,8 +439,14 @@ async def stream(self, agent: Any, session: Session, requests: list[AgentRequest config, messages = self._prepare_session_and_messages(agent, session, prompt) + incoming = self._load_framework_context(session) + input_state: dict[str, Any] = {} + if incoming: + input_state.update(incoming) + input_state["messages"] = messages + async for event in agent.agent.astream_events( - input={"messages": messages}, + input=input_state, config=config, version="v2", ): @@ -436,6 +458,14 @@ async def stream(self, agent: Any, session: Session, requests: list[AgentRequest for item in content: if isinstance(item, dict) and item.get("text"): yield item["text"] + + # astream_events yields events, not a final state dict, so read the produced state back + # explicitly once the stream drains normally. Inside the try, after the loop — a + # disconnect (GeneratorExit) or a mid-stream error unwinds before this line. + if incoming is not None: + state = await agent.agent.aget_state(config) + produced = {k: state.values[k] for k in incoming if k in state.values} + self._store_framework_context(session, incoming, produced) finally: if context is not None: context.reset() diff --git a/ak-py/src/agentkernel/framework/openai/openai.py b/ak-py/src/agentkernel/framework/openai/openai.py index 1c5726a5f..0e90af3bf 100644 --- a/ak-py/src/agentkernel/framework/openai/openai.py +++ b/ak-py/src/agentkernel/framework/openai/openai.py @@ -180,7 +180,14 @@ async def run(self, agent: Any, session: Session, requests: list[AgentRequest]) return AgentReplyText(response="Sorry. No valid content found in the requests") input_data, session_to_use = self._get_run_input(agent, session, prompt, message_content) - reply = (await Runner.run(agent.agent, input_data, session=session_to_use)).final_output + # Load the per-run framework context (deep copy) and inject it so tools can read/write + # it via RunContextWrapper.context. context=None (absent key) matches prior behaviour. + incoming = self._load_framework_context(session) + reply = (await Runner.run(agent.agent, input_data, session=session_to_use, context=incoming)).final_output + + # OpenAI tools mutate the injected object in place, so the produced state is the same + # object. Write back only after a successful native call, before returning. + self._store_framework_context(session, incoming, incoming) structured = AgentReplyAny.from_output(reply, prompt) if structured is not None: @@ -211,12 +218,18 @@ async def stream(self, agent: Any, session: Session, requests: list[AgentRequest return input_data, session_to_use = self._get_run_input(agent, session, prompt, message_content) - result = Runner.run_streamed(agent.agent, input_data, session=session_to_use) + incoming = self._load_framework_context(session) + result = Runner.run_streamed(agent.agent, input_data, session=session_to_use, context=incoming) async for event in result.stream_events(): if event.type == "raw_response_event" and isinstance(event.data, ResponseTextDeltaEvent): if event.data.delta: yield event.data.delta + + # Write back only when the stream drains normally. A client disconnect (GeneratorExit + # at a yield) or a framework error unwinds before this line, leaving the stored context + # intact. Kept out of `finally` so partial state is never persisted. + self._store_framework_context(session, incoming, incoming) finally: if context is not None: context.reset() diff --git a/ak-py/src/agentkernel/framework/smolagents/smolagents.py b/ak-py/src/agentkernel/framework/smolagents/smolagents.py index dd0c3613c..37f66d716 100644 --- a/ak-py/src/agentkernel/framework/smolagents/smolagents.py +++ b/ak-py/src/agentkernel/framework/smolagents/smolagents.py @@ -153,12 +153,27 @@ async def run(self, agent: Any, session: Session, requests: list[AgentRequest]) # Rehydrate framework memory from the AgentKernel session before execution. self._hydrate_memory(agent, session) + # Load the per-run framework context and inject it as smolagents additional_args, but + # only when a context is present — this keeps the no-context call byte-for-byte as before. + incoming = self._load_framework_context(session) + run_kwargs: dict[str, Any] = {"reset": False} + if incoming is not None: + run_kwargs["additional_args"] = incoming + # Preserve conversational continuity across requests without blocking the async event loop. - reply = await asyncio.to_thread(agent.agent.run, prompt, reset=False) + reply = await asyncio.to_thread(agent.agent.run, prompt, **run_kwargs) # Persist updated framework memory back to the AgentKernel session. self._sync_memory(agent, session) + # Write back the context restricted to the keys the caller seeded — agent.state also + # holds framework-internal entries with no clean prefix to filter on, so a brand-new + # key a tool adds is not round-tripped (documented smolagents divergence). + produced: dict[str, Any] | None = None + if incoming is not None and hasattr(agent.agent, "state") and isinstance(agent.agent.state, dict): + produced = {k: agent.agent.state[k] for k in incoming if k in agent.agent.state} + self._store_framework_context(session, incoming, produced) + structured = AgentReplyAny.from_output(reply, prompt) if structured is not None: return structured diff --git a/ak-py/src/agentkernel/trace/langfuse/langgraph.py b/ak-py/src/agentkernel/trace/langfuse/langgraph.py index 988caeb0a..f714400d7 100644 --- a/ak-py/src/agentkernel/trace/langfuse/langgraph.py +++ b/ak-py/src/agentkernel/trace/langfuse/langgraph.py @@ -1,14 +1,12 @@ import logging from typing import Any -from langchain_core.messages import HumanMessage from langfuse import Langfuse, propagate_attributes from langfuse.langchain import CallbackHandler from ...core import Session -from ...core.model import AgentReply, AgentReplyAny, AgentReplyText, AgentRequest, AgentRequestAny, AgentRequestText -from ...core.util.error_util import user_facing_error_message -from ...framework.langgraph.langgraph import LangGraphRunner, LangGraphSessionConfigModel, LangGraphSessionConfigurable +from ...core.model import AgentReply, AgentRequest +from ...framework.langgraph.langgraph import LangGraphRunner class LangFuseLangGraph(LangGraphRunner): @@ -23,48 +21,33 @@ def __init__(self, client: Langfuse): self._log = logging.getLogger("ak.trace.langfuse.langgraph") self._callback_handler = CallbackHandler() + def _prepare_session_and_messages(self, agent: Any, session: Session, prompt: str) -> tuple[dict, list]: + """ + Wires the Langfuse callback handler into the base runner's session config so LangGraph emits + traces, without re-implementing the run/stream bodies. + + Overriding this single seam (rather than the whole ``run``/``stream``) keeps the base runner + in charge of message building AND the per-run ``framework_context`` injection/write-back — + both of which ``run`` and ``stream`` share — so tracing never silently bypasses that plumbing. + :param agent: The LangGraph agent. + :param session: The AgentKernel session. + :param prompt: The prompt text. + :return: Tuple of (session_config with Langfuse callbacks wired in, messages). + """ + config, messages = super()._prepare_session_and_messages(agent, session, prompt) + config["callbacks"] = [self._callback_handler] + return config, messages + async def run(self, agent: Any, session: Session, requests: list[AgentRequest]) -> AgentReply: """ - Runs the LangGraph agent with provided multi modal inputs. + Runs the LangGraph agent inside a Langfuse span, delegating execution to the base runner. :param agent: The LangGraph agent to run. :param session: The session to use for the agent. :param requests: The requests to the agent. :return: The result of the agent's execution. """ - prompt = "" - try: - for req in requests: - if isinstance(req, AgentRequestAny): # AgentRequestAny is handled only by pre-hooks, not by the agent itself - continue - if isinstance(req, AgentRequestText): - prompt = prompt + "\n" + req.prompt if prompt else req.prompt - else: - return AgentReplyText( - response="Sorry. Agent kernel LangGraph runner is unable to handle content other than text at the moment", - prompt=prompt, - ) - - if prompt.strip() == "": - return AgentReplyText(response="Sorry. No valid text prompt found in the requests") - - with propagate_attributes(session_id=session.id, tags=["agentkernel"]): - with self._client.start_as_current_observation(name="Agent Kernel LangGraph", as_type="span") as span: - session_config = LangGraphSessionConfigModel(configurable=LangGraphSessionConfigurable(thread_id=session.id)) - config = session_config.model_dump() - config["callbacks"] = [self._callback_handler] - agent.agent.checkpointer = self._session(session).checkpointer - - result = await agent.agent.ainvoke( - input={"messages": [HumanMessage(content=prompt)]}, - config=config, - ) - structured = AgentReplyAny.from_output(result.get("structured_response"), prompt) - if structured is not None: - span.update(input=prompt, output=str(structured)) - return structured - last_message = result["messages"][-1] - - span.update(input=prompt, output=last_message.content) - return AgentReplyText(response=last_message.content, prompt=prompt) - except Exception as e: - return AgentReplyText(response=user_facing_error_message(e), prompt=prompt) + with propagate_attributes(session_id=session.id, tags=["agentkernel"]): + with self._client.start_as_current_observation(name="Agent Kernel LangGraph", as_type="span") as span: + result = await super().run(agent, session, requests) + span.update(input=result.prompt, output=str(result)) + return result diff --git a/ak-py/tests/test_adk_runner.py b/ak-py/tests/test_adk_runner.py index 30056f9a9..d68c64369 100644 --- a/ak-py/tests/test_adk_runner.py +++ b/ak-py/tests/test_adk_runner.py @@ -7,6 +7,8 @@ from agentkernel.core.model import AgentReplyAny, AgentReplyText, AgentRequestText from agentkernel.framework.adk.adk import GoogleADKRunner +FRAMEWORK_CONTEXT = Session.Keys.FRAMEWORK_CONTEXT.value + class CapitalOutput(BaseModel): country: str @@ -21,12 +23,86 @@ def _mock_agent(output_schema=None): return agent -def _run_with_response(runner, agent, session, requests, response_text): - setup = AsyncMock(return_value=("user", MagicMock(), MagicMock())) +def _ctx_mock(): + """A tool-context mock usable as a `with ctx:` block whose __exit__ does not suppress errors.""" + ctx = MagicMock() + ctx.__enter__ = MagicMock(return_value=ctx) + ctx.__exit__ = MagicMock(return_value=False) + return ctx + + +def _run_with_response(runner, agent, session, requests, response_text, adk_session=None): + if adk_session is None: + adk_session = MagicMock() + adk_session.get_state = AsyncMock(return_value={}) + setup = AsyncMock(return_value=("user", MagicMock(), _ctx_mock(), adk_session)) get_response = AsyncMock(return_value=response_text) return patch.object(runner, "_setup_session_context", setup), patch.object(GoogleADKRunner, "get_response", get_response) +class TestGoogleADKRunnerFrameworkContext: + """framework_context injection into ADK state and full (stripped) write-back.""" + + @pytest.mark.asyncio + async def test_seeded_context_injected_and_full_state_written_back(self): + runner = GoogleADKRunner() + session = Session("s") + session.set(FRAMEWORK_CONTEXT, {"seeded": 1}) + requests = [AgentRequestText(prompt="hi")] + agent = _mock_agent(output_schema=None) + + adk_session = MagicMock() + # get_state returns the accumulated state with ak_tool_context already stripped. + adk_session.get_state = AsyncMock(return_value={"seeded": 9, "added": "new"}) + setup = AsyncMock(return_value=("user", MagicMock(), _ctx_mock(), adk_session)) + + with patch.object(runner, "_setup_session_context", setup), patch.object(GoogleADKRunner, "get_response", AsyncMock(return_value="hello")): + reply = await runner.run(agent, session, requests) + + # The loaded context is injected into _setup_session_context. + assert setup.await_args.args[3] == {"seeded": 1} + # Full stripped state is written back: a mutated seeded key AND a brand-new key both survive. + assert session.get(FRAMEWORK_CONTEXT) == {"seeded": 9, "added": "new"} + assert reply.response == "hello" + + @pytest.mark.asyncio + async def test_absent_key_skips_write_back(self): + runner = GoogleADKRunner() + session = Session("s") + requests = [AgentRequestText(prompt="hi")] + agent = _mock_agent(output_schema=None) + + adk_session = MagicMock() + adk_session.get_state = AsyncMock(return_value={"leak": 1}) + setup_patch, response_patch = _run_with_response(runner, agent, session, requests, "hi", adk_session) + with setup_patch, response_patch: + await runner.run(agent, session, requests) + + adk_session.get_state.assert_not_called() + assert session.get(FRAMEWORK_CONTEXT) is None + + @pytest.mark.asyncio + async def test_error_leaves_stored_context_intact(self): + runner = GoogleADKRunner() + session = Session("s") + session.set(FRAMEWORK_CONTEXT, {"seeded": 1}) + requests = [AgentRequestText(prompt="hi")] + agent = _mock_agent(output_schema=None) + + adk_session = MagicMock() + adk_session.get_state = AsyncMock(return_value={"seeded": 9}) + setup = AsyncMock(return_value=("user", MagicMock(), _ctx_mock(), adk_session)) + + with ( + patch.object(runner, "_setup_session_context", setup), + patch.object(GoogleADKRunner, "get_response", AsyncMock(side_effect=Exception("boom"))), + ): + reply = await runner.run(agent, session, requests) + + assert reply.response.startswith("Error") + assert session.get(FRAMEWORK_CONTEXT) == {"seeded": 1} + + class TestGoogleADKRunnerStructuredOutput: """Test structured output detection via LlmAgent output_schema""" diff --git a/ak-py/tests/test_crewai_runner.py b/ak-py/tests/test_crewai_runner.py index fa031af18..1c3d6bb37 100644 --- a/ak-py/tests/test_crewai_runner.py +++ b/ak-py/tests/test_crewai_runner.py @@ -1,3 +1,4 @@ +import logging from unittest.mock import AsyncMock, MagicMock, patch import pytest @@ -10,6 +11,8 @@ from agentkernel.core.runtime import Runtime from agentkernel.framework.crewai.crewai import CrewAIModule, CrewAIRunner +FRAMEWORK_CONTEXT = Session.Keys.FRAMEWORK_CONTEXT.value + class ResearchReport(BaseModel): topic: str @@ -208,6 +211,51 @@ def test_creates_and_reuses_transcript(self): assert runner._transcript(session) is transcript +class TestCrewAIRunnerFrameworkContext: + """CrewAI declines per-run caller context: warn once, never inject, never write back.""" + + @pytest.mark.asyncio + async def test_non_empty_context_warns_once_and_is_preserved(self, caplog): + runner = CrewAIRunner() + session = Session("test-session") + session.set(FRAMEWORK_CONTEXT, {"user_id": "42"}) + mock_agent = _mock_agent() + + with ( + patch("agentkernel.framework.crewai.crewai.Crew", _mock_crew("ok")) as crew_cls, + patch("agentkernel.framework.crewai.crewai.Task"), + patch.object(runner, "_memory", return_value=None), + caplog.at_level(logging.WARNING, logger="ak.crewai.runner"), + ): + await runner.run(mock_agent, session, [AgentRequestText(prompt="hi")]) + + warnings = [record for record in caplog.records if "framework_context" in record.getMessage()] + assert len(warnings) == 1 + # kickoff_async is still called with the unchanged empty inputs. + crew_cls.return_value.kickoff_async.assert_awaited_once_with(inputs={}) + # The stored key is left untouched (no injection, no write-back). + assert session.get(FRAMEWORK_CONTEXT) == {"user_id": "42"} + + @pytest.mark.asyncio + async def test_empty_context_logs_nothing_and_is_preserved(self, caplog): + runner = CrewAIRunner() + session = Session("test-session") + session.set(FRAMEWORK_CONTEXT, {}) + mock_agent = _mock_agent() + + with ( + patch("agentkernel.framework.crewai.crewai.Crew", _mock_crew("ok")), + patch("agentkernel.framework.crewai.crewai.Task"), + patch.object(runner, "_memory", return_value=None), + caplog.at_level(logging.WARNING, logger="ak.crewai.runner"), + ): + await runner.run(mock_agent, session, [AgentRequestText(prompt="hi")]) + + warnings = [record for record in caplog.records if "framework_context" in record.getMessage()] + assert warnings == [] + assert session.get(FRAMEWORK_CONTEXT) == {} + + class TestCrewAIRunnerRun: @pytest.mark.asyncio diff --git a/ak-py/tests/test_framework_context.py b/ak-py/tests/test_framework_context.py new file mode 100644 index 000000000..ecf1d3a29 --- /dev/null +++ b/ak-py/tests/test_framework_context.py @@ -0,0 +1,142 @@ +import socket + +import pytest + +from agentkernel.core.base import Runner, Session +from agentkernel.core.model import AgentReplyText + +FRAMEWORK_CONTEXT = Session.Keys.FRAMEWORK_CONTEXT.value + + +class DummyRunner(Runner): + """Minimal Runner used to exercise the base framework_context plumbing directly.""" + + def __init__(self, name: str = "dummy"): + super().__init__(name) + + async def run(self, agent, session, requests): + return AgentReplyText(response="ok") + + async def stream(self, agent, session, requests): + raise NotImplementedError() + yield + + +class CountingRunner(DummyRunner): + """Loads the framework_context, increments a counter, and writes it back via the helpers.""" + + async def run(self, agent, session, requests): + incoming = self._load_framework_context(session) + produced = dict(incoming or {}) + produced["count"] = produced.get("count", 0) + 1 + self._store_framework_context(session, incoming, produced) + return AgentReplyText(response=str(produced["count"])) + + +class TestFrameworkContextLoad: + def test_absent_key_loads_none(self): + runner = DummyRunner() + session = Session("s") + assert runner._load_framework_context(session) is None + + def test_none_session_loads_none(self): + runner = DummyRunner() + assert runner._load_framework_context(None) is None + + def test_present_empty_dict_loads_empty_dict(self): + runner = DummyRunner() + session = Session("s") + session.set(FRAMEWORK_CONTEXT, {}) + assert runner._load_framework_context(session) == {} + + def test_load_returns_deep_copy(self): + """Mutating the loaded object must not touch the stored object (crash-isolation).""" + runner = DummyRunner() + session = Session("s") + session.set(FRAMEWORK_CONTEXT, {"a": {"n": 1}}) + + loaded = runner._load_framework_context(session) + loaded["a"]["n"] = 99 + loaded["b"] = "new" + + assert session.get(FRAMEWORK_CONTEXT) == {"a": {"n": 1}} + + +class TestFrameworkContextStore: + def test_absent_key_never_written(self): + """incoming is None (key absent this turn) → never overwrite the key.""" + runner = DummyRunner() + session = Session("s") + runner._store_framework_context(session, None, {"a": 1}) + assert session.get(FRAMEWORK_CONTEXT) is None + + def test_none_session_noop(self): + runner = DummyRunner() + # Must not raise when there is no session. + runner._store_framework_context(None, {"a": 1}, {"b": 2}) + + def test_present_empty_is_preserved(self): + """A caller-set {} is 'present' and must be written back, not dropped as None.""" + runner = DummyRunner() + session = Session("s") + runner._store_framework_context(session, {}, None) + assert session.get(FRAMEWORK_CONTEXT) == {} + + def test_shallow_merge_last_write_wins(self): + runner = DummyRunner() + session = Session("s") + runner._store_framework_context(session, {"a": 1, "b": 2}, {"b": 9, "c": 3}) + assert session.get(FRAMEWORK_CONTEXT) == {"a": 1, "b": 9, "c": 3} + + def test_nested_replaced_wholesale_not_deep_merged(self): + runner = DummyRunner() + session = Session("s") + runner._store_framework_context(session, {"nested": {"x": 1, "y": 2}}, {"nested": {"z": 3}}) + assert session.get(FRAMEWORK_CONTEXT) == {"nested": {"z": 3}} + + def test_untouched_caller_keys_preserved(self): + runner = DummyRunner() + session = Session("s") + runner._store_framework_context(session, {"seeded": "keep"}, {}) + assert session.get(FRAMEWORK_CONTEXT) == {"seeded": "keep"} + + +class TestFrameworkContextRoundTrip: + @pytest.mark.asyncio + async def test_round_trip_across_turns(self): + runner = CountingRunner() + session = Session("s") + session.set(FRAMEWORK_CONTEXT, {"count": 0}) + + await runner.run(None, session, []) + assert session.get(FRAMEWORK_CONTEXT) == {"count": 1} + + await runner.run(None, session, []) + assert session.get(FRAMEWORK_CONTEXT) == {"count": 2} + + +class TestFrameworkContextPicklability: + def test_non_picklable_raises_named_typeerror(self): + runner = DummyRunner() + session = Session("s") + with pytest.raises(TypeError) as exc: + runner._store_framework_context(session, {}, {"bad": lambda: 1}) + message = str(exc.value) + assert "framework_context is not picklable" in message + assert "'bad'" in message + assert session.id in message + + def test_non_picklable_leaves_previous_value_intact(self): + """The picklability check runs before session.set, so a failure preserves the prior value.""" + runner = DummyRunner() + session = Session("s") + session.set(FRAMEWORK_CONTEXT, {"ok": 1}) + + sock = socket.socket() + try: + with pytest.raises(TypeError): + runner._store_framework_context(session, {"ok": 1}, {"conn": sock}) + finally: + sock.close() + + assert session.get(FRAMEWORK_CONTEXT) == {"ok": 1} diff --git a/ak-py/tests/test_langgraph_runner.py b/ak-py/tests/test_langgraph_runner.py index 8b839603b..c64b2ab10 100644 --- a/ak-py/tests/test_langgraph_runner.py +++ b/ak-py/tests/test_langgraph_runner.py @@ -7,6 +7,8 @@ from agentkernel.core.model import AgentReplyAny, AgentReplyText, AgentRequestText from agentkernel.framework.langgraph.langgraph import LangGraphRunner +FRAMEWORK_CONTEXT = Session.Keys.FRAMEWORK_CONTEXT.value + class WeatherResponse(BaseModel): city: str @@ -21,12 +23,135 @@ def _mock_agent(result): return agent +def _mock_stream_agent(events, state_values): + """Agent mock whose astream_events yields the given events and aget_state returns state_values.""" + agent = MagicMock() + agent._system_prompt = "" + agent.agent = MagicMock() + + async def astream_events(input, config, version): + for event in events: + yield event + + agent.agent.astream_events = astream_events + state = MagicMock() + state.values = state_values + agent.agent.aget_state = AsyncMock(return_value=state) + return agent + + def _message(content): message = MagicMock() message.content = content return message +def _chunk(content): + chunk = MagicMock() + chunk.content = content + return chunk + + +class TestLangGraphRunnerFrameworkContext: + """framework_context spread into the input state and declared-channel write-back.""" + + @pytest.mark.asyncio + async def test_caller_keys_spread_into_input_and_declared_channels_round_trip(self): + runner = LangGraphRunner() + session = Session("s") + session.set(FRAMEWORK_CONTEXT, {"user_id": "42", "ephemeral": "x"}) + requests = [AgentRequestText(prompt="hi")] + # Only 'user_id' is a declared channel that comes back on result; 'ephemeral' is dropped. + result = {"messages": [_message("hello")], "user_id": "99"} + agent = _mock_agent(result) + + await runner.run(agent, session, requests) + + _, kwargs = agent.agent.ainvoke.call_args + input_state = kwargs["input"] + assert input_state["user_id"] == "42" + assert input_state["ephemeral"] == "x" + assert "messages" in input_state + + # 'user_id' round-trips from result; 'ephemeral' keeps its seeded value (untouched key preserved). + assert session.get(FRAMEWORK_CONTEXT) == {"user_id": "99", "ephemeral": "x"} + + @pytest.mark.asyncio + async def test_messages_not_overwritten_by_context(self): + runner = LangGraphRunner() + session = Session("s") + session.set(FRAMEWORK_CONTEXT, {"messages": "EVIL"}) + requests = [AgentRequestText(prompt="hi")] + result = {"messages": [_message("hello")]} + agent = _mock_agent(result) + + await runner.run(agent, session, requests) + + _, kwargs = agent.agent.ainvoke.call_args + input_state = kwargs["input"] + assert input_state["messages"] != "EVIL" + assert isinstance(input_state["messages"], list) + + @pytest.mark.asyncio + async def test_absent_key_skips_write_back(self): + runner = LangGraphRunner() + session = Session("s") + requests = [AgentRequestText(prompt="hi")] + result = {"messages": [_message("hello")]} + agent = _mock_agent(result) + + await runner.run(agent, session, requests) + + _, kwargs = agent.agent.ainvoke.call_args + assert set(kwargs["input"].keys()) == {"messages"} + assert session.get(FRAMEWORK_CONTEXT) is None + + @pytest.mark.asyncio + async def test_error_leaves_stored_context_intact(self): + runner = LangGraphRunner() + session = Session("s") + session.set(FRAMEWORK_CONTEXT, {"user_id": "42"}) + requests = [AgentRequestText(prompt="hi")] + agent = _mock_agent({}) + agent.agent.ainvoke = AsyncMock(side_effect=Exception("boom")) + + reply = await runner.run(agent, session, requests) + + assert reply.response.startswith("Error") + assert session.get(FRAMEWORK_CONTEXT) == {"user_id": "42"} + + @pytest.mark.asyncio + async def test_stream_normal_drain_writes_back(self): + runner = LangGraphRunner() + session = Session("s") + session.set(FRAMEWORK_CONTEXT, {"user_id": "42"}) + requests = [AgentRequestText(prompt="hi")] + event = {"event": "on_chat_model_stream", "data": {"chunk": _chunk("tok")}} + agent = _mock_stream_agent([event], {"user_id": "99"}) + + deltas = [delta async for delta in runner.stream(agent, session, requests)] + + assert deltas == ["tok"] + assert session.get(FRAMEWORK_CONTEXT) == {"user_id": "99"} + + @pytest.mark.asyncio + async def test_stream_disconnect_leaves_context_intact(self): + runner = LangGraphRunner() + session = Session("s") + session.set(FRAMEWORK_CONTEXT, {"user_id": "42"}) + requests = [AgentRequestText(prompt="hi")] + event = {"event": "on_chat_model_stream", "data": {"chunk": _chunk("tok")}} + agent = _mock_stream_agent([event], {"user_id": "99"}) + + agen = runner.stream(agent, session, requests) + first = await agen.__anext__() + assert first == "tok" + await agen.aclose() # simulate client disconnect at the yield + + agent.agent.aget_state.assert_not_called() + assert session.get(FRAMEWORK_CONTEXT) == {"user_id": "42"} + + class TestLangGraphRunnerStructuredOutput: """Test structured output detection via the structured_response result key""" diff --git a/ak-py/tests/test_openai_runner.py b/ak-py/tests/test_openai_runner.py index b79d9f0f9..b7284c6bf 100644 --- a/ak-py/tests/test_openai_runner.py +++ b/ak-py/tests/test_openai_runner.py @@ -12,12 +12,176 @@ ) from agentkernel.framework.openai.openai import OpenAIRunner +FRAMEWORK_CONTEXT = Session.Keys.FRAMEWORK_CONTEXT.value + class CalendarEvent(BaseModel): name: str date: str +def _delta_event(text: str): + """Build a stream event the OpenAI runner recognizes as a text delta.""" + from openai.types.responses.response_text_delta_event import ResponseTextDeltaEvent + + event = MagicMock() + event.type = "raw_response_event" + event.data = ResponseTextDeltaEvent( + content_index=0, + delta=text, + item_id="item", + logprobs=[], + output_index=0, + sequence_number=0, + type="response.output_text.delta", + ) + return event + + +class TestOpenAIRunnerFrameworkContext: + """framework_context injection and write-back for OpenAIRunner.""" + + @pytest.mark.asyncio + async def test_context_injected_into_runner_run(self): + runner = OpenAIRunner() + session = Session("s") + session.set(FRAMEWORK_CONTEXT, {"user_id": "42"}) + requests = [AgentRequestText(prompt="hi")] + + with patch("agentkernel.framework.openai.openai.Runner") as MockRunner: + result = MagicMock() + result.final_output = "done" + MockRunner.run = AsyncMock(return_value=result) + mock_agent = MagicMock() + mock_agent.agent = MagicMock() + + await runner.run(mock_agent, session, requests) + + _, kwargs = MockRunner.run.call_args + assert kwargs["context"] == {"user_id": "42"} + + @pytest.mark.asyncio + async def test_in_place_mutation_written_back(self): + """A tool mutating RunContextWrapper.context in place round-trips to the session key.""" + runner = OpenAIRunner() + session = Session("s") + session.set(FRAMEWORK_CONTEXT, {"user_id": "42"}) + requests = [AgentRequestText(prompt="hi")] + + async def fake_run(agent, input_data, session=None, context=None): + if context is not None: + context["touched"] = True + result = MagicMock() + result.final_output = "done" + return result + + with patch("agentkernel.framework.openai.openai.Runner") as MockRunner: + MockRunner.run = fake_run + mock_agent = MagicMock() + mock_agent.agent = MagicMock() + + await runner.run(mock_agent, session, requests) + + assert session.get(FRAMEWORK_CONTEXT) == {"user_id": "42", "touched": True} + + @pytest.mark.asyncio + async def test_error_leaves_stored_context_intact(self): + runner = OpenAIRunner() + session = Session("s") + session.set(FRAMEWORK_CONTEXT, {"user_id": "42"}) + requests = [AgentRequestText(prompt="hi")] + + with patch("agentkernel.framework.openai.openai.Runner") as MockRunner: + MockRunner.run = AsyncMock(side_effect=Exception("boom")) + mock_agent = MagicMock() + mock_agent.agent = MagicMock() + + reply = await runner.run(mock_agent, session, requests) + + assert reply.response.startswith("Error") + assert session.get(FRAMEWORK_CONTEXT) == {"user_id": "42"} + + @pytest.mark.asyncio + async def test_absent_key_passes_context_none(self): + runner = OpenAIRunner() + session = Session("s") + requests = [AgentRequestText(prompt="hi")] + + with patch("agentkernel.framework.openai.openai.Runner") as MockRunner: + result = MagicMock() + result.final_output = "done" + MockRunner.run = AsyncMock(return_value=result) + mock_agent = MagicMock() + mock_agent.agent = MagicMock() + + await runner.run(mock_agent, session, requests) + + _, kwargs = MockRunner.run.call_args + assert kwargs["context"] is None + # Absent key is never written back. + assert session.get(FRAMEWORK_CONTEXT) is None + + @pytest.mark.asyncio + async def test_stream_normal_drain_writes_back(self): + runner = OpenAIRunner() + session = Session("s") + session.set(FRAMEWORK_CONTEXT, {"seed": 1}) + requests = [AgentRequestText(prompt="hi")] + + def fake_run_streamed(agent, input_data, session=None, context=None): + result = MagicMock() + + async def stream_events(): + if context is not None: + context["touched"] = True + for event in (): + yield event + + result.stream_events = stream_events + return result + + with patch("agentkernel.framework.openai.openai.Runner") as MockRunner: + MockRunner.run_streamed = MagicMock(side_effect=fake_run_streamed) + mock_agent = MagicMock() + mock_agent.agent = MagicMock() + + _ = [delta async for delta in runner.stream(mock_agent, session, requests)] + + assert session.get(FRAMEWORK_CONTEXT) == {"seed": 1, "touched": True} + + @pytest.mark.asyncio + async def test_stream_disconnect_leaves_context_intact(self): + """A client disconnect (GeneratorExit at a yield) skips write-back.""" + runner = OpenAIRunner() + session = Session("s") + session.set(FRAMEWORK_CONTEXT, {"seed": 1}) + requests = [AgentRequestText(prompt="hi")] + + def fake_run_streamed(agent, input_data, session=None, context=None): + result = MagicMock() + + async def stream_events(): + if context is not None: + context["touched"] = True # tool mutated the injected copy + yield _delta_event("hi") + + result.stream_events = stream_events + return result + + with patch("agentkernel.framework.openai.openai.Runner") as MockRunner: + MockRunner.run_streamed = MagicMock(side_effect=fake_run_streamed) + mock_agent = MagicMock() + mock_agent.agent = MagicMock() + + agen = runner.stream(mock_agent, session, requests) + first = await agen.__anext__() + assert first == "hi" + await agen.aclose() # simulate client disconnect at the yield + + # Write-back is after the loop → skipped; last-known-good context preserved. + assert session.get(FRAMEWORK_CONTEXT) == {"seed": 1} + + class TestOpenAIRunnerErrorHandling: """Test error handling in OpenAIRunner.run() method""" diff --git a/ak-py/tests/test_smolagents_runner.py b/ak-py/tests/test_smolagents_runner.py index a98913b69..e0b684193 100644 --- a/ak-py/tests/test_smolagents_runner.py +++ b/ak-py/tests/test_smolagents_runner.py @@ -14,6 +14,77 @@ from agentkernel.core.util.error_util import user_facing_error_message from agentkernel.framework.smolagents.smolagents import SmolagentsRunner +FRAMEWORK_CONTEXT = Session.Keys.FRAMEWORK_CONTEXT.value + + +class TestSmolagentsRunnerFrameworkContext: + """framework_context injection (additional_args) and filtered write-back for SmolagentsRunner.""" + + @pytest.mark.asyncio + async def test_context_injected_and_seeded_keys_round_trip(self): + runner = SmolagentsRunner() + session = Session("s") + session.set(FRAMEWORK_CONTEXT, {"seeded": 1}) + requests = [AgentRequestText(prompt="hi")] + + mock_agent = MagicMock() + # A tool mutated the seeded key and also added a brand-new internal entry. + mock_agent.agent.state = {"seeded": 5, "internal": "leak"} + + with ( + patch.object(runner, "_hydrate_memory"), + patch.object(runner, "_sync_memory"), + patch("agentkernel.framework.smolagents.smolagents.asyncio.to_thread") as mock_to_thread, + ): + mock_to_thread.return_value = "ok" + await runner.run(mock_agent, session, requests) + + mock_to_thread.assert_called_once_with(mock_agent.agent.run, "hi", reset=False, additional_args={"seeded": 1}) + + # Only the seeded key round-trips; the brand-new internal key is dropped (smolagents divergence). + assert session.get(FRAMEWORK_CONTEXT) == {"seeded": 5} + + @pytest.mark.asyncio + async def test_no_context_call_is_unchanged(self): + """With no framework_context set, the call must not include additional_args.""" + runner = SmolagentsRunner() + session = Session("s") + requests = [AgentRequestText(prompt="hi")] + + mock_agent = MagicMock() + + with ( + patch.object(runner, "_hydrate_memory"), + patch.object(runner, "_sync_memory"), + patch("agentkernel.framework.smolagents.smolagents.asyncio.to_thread") as mock_to_thread, + ): + mock_to_thread.return_value = "ok" + await runner.run(mock_agent, session, requests) + + mock_to_thread.assert_called_once_with(mock_agent.agent.run, "hi", reset=False) + + assert session.get(FRAMEWORK_CONTEXT) is None + + @pytest.mark.asyncio + async def test_error_leaves_stored_context_intact(self): + runner = SmolagentsRunner() + session = Session("s") + session.set(FRAMEWORK_CONTEXT, {"seeded": 1}) + requests = [AgentRequestText(prompt="hi")] + + mock_agent = MagicMock() + mock_agent.agent.state = {"seeded": 5} + + with ( + patch.object(runner, "_hydrate_memory"), + patch.object(runner, "_sync_memory"), + patch("agentkernel.framework.smolagents.smolagents.asyncio.to_thread") as mock_to_thread, + ): + mock_to_thread.side_effect = ValueError("boom") + await runner.run(mock_agent, session, requests) + + assert session.get(FRAMEWORK_CONTEXT) == {"seeded": 1} + class TestSmolagentsRunnerErrorHandling: """Test error handling and memory persistence in SmolagentsRunner.run()""" diff --git a/ak-py/tests/test_tool_adk.py b/ak-py/tests/test_tool_adk.py index c9ed26ae1..b382e04b7 100644 --- a/ak-py/tests/test_tool_adk.py +++ b/ak-py/tests/test_tool_adk.py @@ -624,7 +624,9 @@ async def mock_run_async(**kwargs): mock_runner = MagicMock() mock_runner.run_async = mock_run_async - with patch.object(GoogleADKRunner, "_setup_session_context", new_callable=AsyncMock, return_value=("user-1", mock_runner, MagicMock())): + with patch.object( + GoogleADKRunner, "_setup_session_context", new_callable=AsyncMock, return_value=("user-1", mock_runner, MagicMock(), MagicMock()) + ): chunks = [] async for delta in runner.stream(mock_agent, session, requests): chunks.append(delta) @@ -651,7 +653,9 @@ async def mock_run_async(**kwargs): mock_runner = MagicMock() mock_runner.run_async = mock_run_async - with patch.object(GoogleADKRunner, "_setup_session_context", new_callable=AsyncMock, return_value=("user-1", mock_runner, MagicMock())): + with patch.object( + GoogleADKRunner, "_setup_session_context", new_callable=AsyncMock, return_value=("user-1", mock_runner, MagicMock(), MagicMock()) + ): chunks = [] async for delta in runner.stream(mock_agent, session, requests): chunks.append(delta) diff --git a/ak-py/tests/test_trace_langfuse_langgraph.py b/ak-py/tests/test_trace_langfuse_langgraph.py new file mode 100644 index 000000000..10755589b --- /dev/null +++ b/ak-py/tests/test_trace_langfuse_langgraph.py @@ -0,0 +1,98 @@ +"""Regression tests: the Langfuse LangGraph traced runner must not bypass framework_context. + +Before the fix, ``LangFuseLangGraph.run()`` reimplemented the ``ainvoke`` call and never loaded, +injected, or wrote back the reserved ``framework_context`` key — so the feature silently no-opped +whenever Langfuse tracing was enabled for LangGraph. The runner now delegates to +``LangGraphRunner.run()`` (wiring the Langfuse callback in via ``_prepare_session_and_messages``), +so the shared base plumbing runs in the traced path too. +""" + +import contextlib +from unittest.mock import AsyncMock, MagicMock, patch + +import pytest + +pytest.importorskip("langfuse") + +from agentkernel.core import Session +from agentkernel.core.model import AgentRequestText +from agentkernel.trace.langfuse.langgraph import LangFuseLangGraph + +FRAMEWORK_CONTEXT = Session.Keys.FRAMEWORK_CONTEXT.value + + +def _message(content): + message = MagicMock() + message.content = content + return message + + +def _mock_agent(result): + agent = MagicMock() + agent._system_prompt = "" + agent.agent = MagicMock() + agent.agent.ainvoke = AsyncMock(return_value=result) + return agent + + +@contextlib.contextmanager +def _noop_cm(*args, **kwargs): + yield + + +class TestLangFuseLangGraphFrameworkContext: + """The traced runner routes through the base runner's framework_context plumbing.""" + + @pytest.mark.asyncio + async def test_context_injected_and_written_back_through_traced_runner(self): + runner = LangFuseLangGraph(client=MagicMock()) + session = Session("s") + session.set(FRAMEWORK_CONTEXT, {"user_id": "42", "ephemeral": "x"}) + requests = [AgentRequestText(prompt="hi")] + # Only 'user_id' is a declared channel that comes back on result; 'ephemeral' is dropped. + result = {"messages": [_message("hello")], "user_id": "99"} + agent = _mock_agent(result) + + with patch("agentkernel.trace.langfuse.langgraph.propagate_attributes", _noop_cm): + await runner.run(agent, session, requests) + + # The caller keys were spread into the native ainvoke input — the feature is NOT bypassed. + _, kwargs = agent.agent.ainvoke.call_args + input_state = kwargs["input"] + assert input_state["user_id"] == "42" + assert input_state["ephemeral"] == "x" + assert "messages" in input_state + # The Langfuse callback handler is still wired into the config (tracing preserved). + assert kwargs["config"]["callbacks"] == [runner._callback_handler] + # 'user_id' round-trips from result; 'ephemeral' keeps its seeded value (untouched key kept). + assert session.get(FRAMEWORK_CONTEXT) == {"user_id": "99", "ephemeral": "x"} + + @pytest.mark.asyncio + async def test_absent_key_skips_write_back_through_traced_runner(self): + runner = LangFuseLangGraph(client=MagicMock()) + session = Session("s") + requests = [AgentRequestText(prompt="hi")] + result = {"messages": [_message("hello")]} + agent = _mock_agent(result) + + with patch("agentkernel.trace.langfuse.langgraph.propagate_attributes", _noop_cm): + await runner.run(agent, session, requests) + + _, kwargs = agent.agent.ainvoke.call_args + assert set(kwargs["input"].keys()) == {"messages"} + assert session.get(FRAMEWORK_CONTEXT) is None + + @pytest.mark.asyncio + async def test_error_leaves_stored_context_intact_through_traced_runner(self): + runner = LangFuseLangGraph(client=MagicMock()) + session = Session("s") + session.set(FRAMEWORK_CONTEXT, {"user_id": "42"}) + requests = [AgentRequestText(prompt="hi")] + agent = _mock_agent({}) + agent.agent.ainvoke = AsyncMock(side_effect=Exception("boom")) + + with patch("agentkernel.trace.langfuse.langgraph.propagate_attributes", _noop_cm): + reply = await runner.run(agent, session, requests) + + assert reply.response.startswith("Error") + assert session.get(FRAMEWORK_CONTEXT) == {"user_id": "42"} diff --git a/docs/docs/core-concepts/runner.md b/docs/docs/core-concepts/runner.md index 0aa5722ee..1d7b6bd20 100644 --- a/docs/docs/core-concepts/runner.md +++ b/docs/docs/core-concepts/runner.md @@ -195,6 +195,34 @@ async def run(self, agent, session, requests): return result ``` +### Per-run framework context {#per-run-framework-context} + +In addition to their own internal state, all runners honour one reserved session key, +`Session.Keys.FRAMEWORK_CONTEXT` (`"framework_context"`), which carries a **framework-agnostic, +per-run context/state dict** across turns (see +[Session → Framework context / per-run state](./session.md#framework-context--per-run-state) for how +to seed and read it). When the key is set, a runner: + +1. **Loads** a deep copy of the stored context before invoking the framework. +2. **Injects** it into the native framework call (mapped to each framework's own context/state + mechanism). +3. **Writes back** the produced state — shallow-merged over the loaded copy (framework-touched + top-level keys win, untouched caller keys are preserved) — but only after the native call + **succeeds**, so a crashed or disconnected run leaves the previously stored context intact. + +**How faithfully a caller dict round-trips is not uniform across frameworks:** + +| Framework | Fidelity | Injected as | Written back | +|-----------|----------|-------------|--------------| +| OpenAI | **Full round-trip** | `Runner.run(..., context=ctx)` — tools mutate it in place | the same object, in full | +| Google ADK | **Round-trips (filtered)** | merged into the ADK session `state` | the accumulated ADK state, with AK-internal keys stripped — **tool-added keys survive** | +| Smolagents | **Round-trips (filtered)** | `agent.run(..., additional_args=ctx)` | `agent.state` **restricted to pre-seeded keys** — brand-new keys are dropped | +| LangGraph | **Declared channels only** | spread into the graph input alongside `messages` | only keys the graph's state schema declares as channels (prebuilt agents drop unknown keys) | +| CrewAI | **Unsupported** | not injected | none — a set context is **ignored with a one-time warning** | + +Because of this divergence, tool authors who want a context write to be portable across every +framework should **pre-seed every key they intend to write** before the run. + ## Best Practices ### Async Execution @@ -227,6 +255,7 @@ except Exception as e: - Each framework has its own Runner implementation - OpenAI Agents SDK, LangGraph, and Google ADK support token streaming; CrewAI and Smolagents do not - Runners convert typed requests/replies and manage framework session state +- Runners inject the reserved `framework_context` into the native call and write the produced state back on success (fidelity varies per framework) - Always use async/await, and prefer `Runtime.run()`/`AgentService` over calling runners directly ## Next Steps diff --git a/docs/docs/core-concepts/session.md b/docs/docs/core-concepts/session.md index 6432b960e..b73ddff97 100644 --- a/docs/docs/core-concepts/session.md +++ b/docs/docs/core-concepts/session.md @@ -384,6 +384,52 @@ openai_session = session.get("openai_assistant_session") - Multiple agents can share the same session - Session data is automatically persisted to the configured backend +### Framework context / per-run state + +Beyond the framework-internal keys above, the session exposes **one reserved key** that lets your +application carry a **framework-agnostic context/state object** across turns of a conversation: +`Session.Keys.FRAMEWORK_CONTEXT` (its `.value` is the string `"framework_context"`). When set, the +active framework's runner injects this object into the underlying framework call, and writes the +(possibly mutated) object back to the same key after a **successful** run — so tools can read and +update shared state that survives to the next turn. + +```python +from agentkernel.core import Session + +# Seed a context on turn 1 (any picklable dict). Reference the enum member, not the raw string. +session.set(Session.Keys.FRAMEWORK_CONTEXT.value, {"user_id": "42", "cart": []}) + +# Read it back later (e.g. after a run, or on the next turn) +ctx = session.get(Session.Keys.FRAMEWORK_CONTEXT.value) +``` + +Inside a tool, reach the same object through the tool context: + +```python +from agentkernel.core import Session, ToolContext + +def add_to_cart(item: str) -> str: + """Add an item to the caller's cart carried in framework_context.""" + session = ToolContext.get().session + ctx = session.get(Session.Keys.FRAMEWORK_CONTEXT.value) or {} + ctx.setdefault("cart", []).append(item) + return f"Added {item}" +``` + +**Rules and constraints:** +- **Optional and non-breaking.** If the key is never set (reads back as `None`), nothing is injected + and behaviour is unchanged. A caller-set empty dict `{}` is treated as "present but empty" — it is + injected and round-tripped, so tools can populate it. +- **Must be a picklable `dict`.** Sessions are persisted with `pickle`; a non-picklable value raises a + descriptive `TypeError` naming the offending key/type rather than an opaque store-level failure. +- **Write-back is atomic per turn.** The updated context is stored only after the run completes + successfully. On a framework error — or a client disconnect mid-stream — the previously stored + context is left intact (partial state is discarded, not saved). +- **Round-trip fidelity differs per framework.** See the fidelity table in the + [Runner](./runner.md#per-run-framework-context) documentation — notably, CrewAI does not support it + (it warns and ignores a set context), and smolagents / prebuilt LangGraph agents round-trip only + a subset of keys. + ### Multi-Agent Sessions Sessions can track multiple agents within the same conversation: diff --git a/docs/docs/frameworks/crewai.md b/docs/docs/frameworks/crewai.md index f0e10f812..ce9ffa534 100644 --- a/docs/docs/frameworks/crewai.md +++ b/docs/docs/frameworks/crewai.md @@ -117,6 +117,10 @@ With `output_pydantic`, the `CrewOutput.pydantic` result is converted via `model Structured output applies to non-streaming execution only. (CrewAI does not support streaming in Agent Kernel.) ::: +## Per-run context/state + +CrewAI **does not support** per-run caller context/state. Its `kickoff(inputs=...)` are `.format()` template-interpolation variables, not a state object, so there is no safe slot for a caller dict. If the reserved [`framework_context`](../core-concepts/session.md#framework-context--per-run-state) session key is set to a non-empty value, the CrewAI runner logs a single warning and **ignores it** (no injection, no write-back); the stored key is left untouched. A tool that still needs the dict can reach it directly via `ToolContext.get().session`. + ## Features - ✅ Role-based agents diff --git a/docs/docs/frameworks/google-adk.md b/docs/docs/frameworks/google-adk.md index 71dafd3af..dd1dc3dfb 100644 --- a/docs/docs/frameworks/google-adk.md +++ b/docs/docs/frameworks/google-adk.md @@ -113,6 +113,10 @@ If the model's reply does not validate against the schema, the runner logs a war Structured output applies to non-streaming execution only. Streamed runs emit token-by-token text deltas. ::: +## Per-run context/state + +Google ADK **round-trips all caller keys** of the reserved [`framework_context`](../core-concepts/session.md#framework-context--per-run-state) session key **except AK-internal ones**. It is merged into the ADK session `state` on input; on write-back the accumulated state is read back with the internal `ak_tool_context` key stripped. Because the whole (stripped) state is returned, keys a tool **adds** during the run survive to the next turn. ADK's native state is in-memory only, so this write-back is what gives the context cross-turn durability. + ## Features - ✅ Gemini models diff --git a/docs/docs/frameworks/langgraph.md b/docs/docs/frameworks/langgraph.md index bc97e332a..69e554fd0 100644 --- a/docs/docs/frameworks/langgraph.md +++ b/docs/docs/frameworks/langgraph.md @@ -131,6 +131,10 @@ Pydantic results are converted via `model_dump()`; graphs without `response_form Structured output applies to non-streaming execution only. Streamed runs emit token-by-token text deltas. ::: +## Per-run context/state + +LangGraph round-trips the reserved [`framework_context`](../core-concepts/session.md#framework-context--per-run-state) session key **only for keys the graph's state schema declares as channels**. Its top-level keys are spread into the graph input alongside `messages` (never replacing `messages`); on write-back only keys present on the result come back. A prebuilt `create_react_agent` uses `AgentState` and silently drops unknown keys, so for prebuilt agents the value is the uniform cross-framework API rather than new persistence — custom graphs whose state schema includes your keys get a real round-trip. + ## Features - ✅ Graph-based workflows diff --git a/docs/docs/frameworks/multi-framework.md b/docs/docs/frameworks/multi-framework.md index 480917630..c0b68a3ed 100644 --- a/docs/docs/frameworks/multi-framework.md +++ b/docs/docs/frameworks/multi-framework.md @@ -233,6 +233,23 @@ except Exception as e: - **Framework Dependencies**: All required frameworks must be installed and properly configured - **Resource Overhead**: Running multiple frameworks increases memory and processing requirements +## Per-run context/state across frameworks + +The reserved [`framework_context`](../core-concepts/session.md#framework-context--per-run-state) +session key gives you one uniform way to carry a context/state dict across turns, but **how much of +it round-trips is not the same in every framework** (see the +[fidelity table](../core-concepts/runner.md#per-run-framework-context)): + +- **OpenAI** and **Google ADK** round-trip **new keys** a tool adds during a run. +- **Smolagents** and **prebuilt LangGraph** agents round-trip only keys that were **pre-seeded** + (smolagents) or **declared as state channels** (LangGraph); other keys are silently dropped. +- **CrewAI** does not support it at all — a set context is ignored with a warning. + +To write context **portably across all frameworks in a multi-framework app**, **pre-seed every key +you intend to write** into `framework_context` before the run, and don't rely on brand-new keys +surviving. Where a framework can't round-trip a value, a tool can always fall back to reading and +writing the dict directly via `ToolContext.get().session`. + ## Example Projects Check out the complete working example: diff --git a/docs/docs/frameworks/openai.md b/docs/docs/frameworks/openai.md index 6de46e271..c786e101a 100644 --- a/docs/docs/frameworks/openai.md +++ b/docs/docs/frameworks/openai.md @@ -110,6 +110,10 @@ Pydantic results are converted via `model_dump()`, and `str(reply)` returns the Structured output applies to non-streaming execution only. Streamed runs emit token-by-token text deltas. ::: +## Per-run context/state + +OpenAI has **full round-trip** fidelity for the reserved [`framework_context`](../core-concepts/session.md#framework-context--per-run-state) session key. It is injected as the OpenAI Agents SDK run **context** (`Runner.run(..., context=...)`), which tools read and mutate in place via `RunContextWrapper.context`; the mutated object is written back to the session after a successful run, so every key — including ones a tool adds mid-run — survives to the next turn. + ## Features - ✅ Function calling @@ -124,3 +128,5 @@ Structured output applies to non-streaming execution only. Streamed runs emit to See [examples/cli/openai](https://github.com/yaalalabs/agent-kernel/tree/develop/examples/cli/openai) for complete examples. For structured output, see [examples/cli/openai_structured](https://github.com/yaalalabs/agent-kernel/tree/develop/examples/cli/openai_structured) and [examples/api/openai_structured](https://github.com/yaalalabs/agent-kernel/tree/develop/examples/api/openai_structured) (REST API + post-execution hook). + +For per-run context/state carried across turns, see [examples/cli/openai_context](https://github.com/yaalalabs/agent-kernel/tree/develop/examples/cli/openai_context) (a cart kept in `framework_context`, seeded by a pre-hook and round-tripped by the runner). diff --git a/docs/docs/frameworks/smolagents.md b/docs/docs/frameworks/smolagents.md index 4444a80dd..f5e966f0c 100644 --- a/docs/docs/frameworks/smolagents.md +++ b/docs/docs/frameworks/smolagents.md @@ -117,6 +117,10 @@ Pydantic results are converted via `model_dump()`, and `str(reply)` returns the Structured output applies to non-streaming execution only. (SmolAgents does not support streaming in Agent Kernel.) ::: +## Per-run context/state + +Smolagents **round-trips a filtered subset** of the reserved [`framework_context`](../core-concepts/session.md#framework-context--per-run-state) session key. It is injected as `agent.run(..., additional_args=...)`; on write-back the runner reads `agent.state` but keeps **only the keys you pre-seeded** (framework-internal entries have no clean prefix to filter on). Consequence: a tool that mutates a **pre-seeded** key round-trips, but a tool that adds a **brand-new** key has it silently dropped — pre-seed every key you intend to write. + ## Features - ✅ ToolCalling and CodeAgent support diff --git a/examples/cli/langgraph_context/.gitignore b/examples/cli/langgraph_context/.gitignore new file mode 100644 index 000000000..a6853a1f8 --- /dev/null +++ b/examples/cli/langgraph_context/.gitignore @@ -0,0 +1,3 @@ +.venv +dist +requirements.txt diff --git a/examples/cli/langgraph_context/README.md b/examples/cli/langgraph_context/README.md new file mode 100644 index 000000000..095d0826a --- /dev/null +++ b/examples/cli/langgraph_context/README.md @@ -0,0 +1,126 @@ +# Agent Kernel — per-run framework context/state (LangGraph) + +This demo shows how to carry a **framework-agnostic context/state object across turns** using Agent +Kernel's reserved `framework_context` session key, with an agent built on LangGraph. + +A grocery shopping assistant keeps a **cart** in `framework_context`. A custom LangGraph +`StateGraph` declares a `cart` channel in its state schema; a single node reads the cart, applies the +user's request, and writes the updated cart back onto that channel. The cart survives across turns +even though each turn is a separate run — that persistence is the feature. + +## Why a *custom* graph (and not `create_react_agent`) + +LangGraph is the one framework where round-trip fidelity depends on **your graph's state schema**. +Agent Kernel spreads the `framework_context` dict's top-level keys into the graph input, but only +reads back the keys the graph **declares as state channels**: + +```python +class ShoppingState(TypedDict): + messages: Annotated[Sequence[BaseMessage], add_messages] + cart: list[str] # <-- declared channel → round-trips +``` + +A prebuilt `create_react_agent` uses a fixed `AgentState` (`messages`, `remaining_steps`, +`structured_response`) and **silently drops unknown keys**. If you seeded `cart` there, it would be +injected on the way in but never come back on the way out — so it would not persist. Declaring the +`cart` channel, as this demo does, is what makes the round-trip real. + +> `framework_context` is also **distinct from LangGraph's own checkpointed state**. This demo reads +> and writes the cart through `session.get(framework_context)` — the framework-agnostic, caller-facing +> slot — not through LangGraph's internal checkpointer. That is what lets a plain `PreHook`/`PostHook` +> (and any tool, on any framework) touch the same state with identical code. + +## How it works + +1. **Seeding.** A small `PreHook` (`SeedCartContextPreHook`) runs before the agent and seeds + `framework_context = {"cart": []}` on the first turn (when the key is absent). An absent key means + "no context / no injection", so existing apps are unaffected; a caller-set dict — even an empty + one — is injected and round-tripped. Seeding once before the first run is the recommended way to + opt a session into carrying per-run state. + +2. **Injection.** The `LangGraphRunner` loads a deep copy of `framework_context` and spreads its + top-level keys into the graph input alongside `messages` (`input={"messages": …, "cart": …}`). + `messages` is written last, so a caller key can never overwrite the conversation. + +3. **The graph reads/writes it.** The `shopping` node reads `state["cart"]`, appends the requested + items, and returns an updated `cart` on the declared channel. + +4. **Write-back.** After a **successful** run, Agent Kernel reads back the keys the schema declared + (`cart`) and writes them to the same session key. On a framework error or a client disconnect + mid-stream, the previously stored context is left intact (write-back is atomic per turn). + +5. **Showing it on every reply.** A `PostHook` (`AppendCartPostHook`) appends a `Current cart: …` + line to every reply. Post-hooks run *after* the runner has already written the context back, so + the hook reads the up-to-date cart straight from `session.get(framework_context)`. This shows that + the same per-run state is reachable from a hook (via the session) as from inside the graph (via + the state channel). + +The context is a normal durable session key, so it is persisted by the configured session store and +reloaded on the next turn — no extra plumbing. + +## Example session + +``` +(shopping) >> Add milk to my cart. +Added milk to your cart. + +Current cart: milk +(shopping) >> Add eggs as well. +Added eggs to your cart. + +Current cart: milk, eggs +(shopping) >> What's in my cart right now? +Your cart has milk and eggs. + +Current cart: milk, eggs +``` + +The `Current cart:` line is appended by the post-hook on every turn. The third turn is a fresh run, +yet both earlier items are still there because `framework_context` round-tripped across every turn +via the declared `cart` channel. + +## Reading the context outside the graph + +Any code with the session in hand can seed or read the context via the enum member (not the raw +string): + +```python +from agentkernel.core import Session + +session.set(Session.Keys.FRAMEWORK_CONTEXT.value, {"cart": []}) # seed +cart = session.get(Session.Keys.FRAMEWORK_CONTEXT.value) # read back +``` + +A tool can also reach the stored value through `ToolContext.get().session`. On LangGraph, remember +that a value only *round-trips* if the graph's state schema declares it as a channel; other keys are +injected but dropped on the way out. + +## Constraints + +- `framework_context` must be a **picklable `dict`** — sessions are persisted with `pickle`. A + non-picklable value raises a descriptive `TypeError` naming the offending key/type. +- Round-trip fidelity is **not uniform across frameworks**. LangGraph round-trips only **declared + state channels** (shown here). OpenAI has full round-trip; ADK round-trips all keys except + AK-internal ones; smolagents round-trips only pre-seeded keys; **CrewAI does not support it** (a + set context is ignored with a warning). To write portably across frameworks, pre-seed every key + you intend to write. See the + [Runner docs](https://github.com/yaalalabs/agent-kernel/blob/develop/docs/docs/core-concepts/runner.md) + for the full fidelity table. + +## Running + +Install dependencies: + + ./build.sh + +Install local `agentkernel` in development mode: + + ./build.sh local + +Run the demo: + + python demo.py + +Run the tests: + + uv run pytest -s diff --git a/examples/cli/langgraph_context/build.sh b/examples/cli/langgraph_context/build.sh new file mode 100755 index 000000000..070893d80 --- /dev/null +++ b/examples/cli/langgraph_context/build.sh @@ -0,0 +1,16 @@ +#!/bin/bash + +set -euo pipefail +if command -v pyenv >/dev/null 2>&1; then + uv venv --python "$(pyenv which python)" --allow-existing +else + uv venv --allow-existing +fi + +if [[ ${1-} != "local" ]]; then + uv sync --all-extras +else + # For local development of agentkernel, you can force reinstall from local dist + uv sync --find-links ../../../ak-py/dist --all-extras + uv pip install --force-reinstall --no-deps --no-index --find-links ../../../ak-py/dist agentkernel[cli,langgraph,test] || true +fi diff --git a/examples/cli/langgraph_context/demo.py b/examples/cli/langgraph_context/demo.py new file mode 100644 index 000000000..3d02534d4 --- /dev/null +++ b/examples/cli/langgraph_context/demo.py @@ -0,0 +1,129 @@ +import logging +from typing import Annotated, Sequence, TypedDict + +from agentkernel.cli import CLI +from agentkernel.core import AgentReplyText, PostHook, PreHook, Session +from agentkernel.langgraph import LangGraphModule +from langchain_core.messages import AIMessage, BaseMessage, SystemMessage +from langchain_openai import ChatOpenAI +from pydantic import BaseModel, Field + +from langgraph.graph import END, StateGraph, add_messages + +logger = logging.getLogger("ak.example.langgraph_context") + +# The single reserved session key that carries a per-run, framework-agnostic context/state dict +# across turns. Reference the enum member rather than hardcoding the "framework_context" string. +FRAMEWORK_CONTEXT = Session.Keys.FRAMEWORK_CONTEXT.value + +# Prefix the AppendCartPostHook adds to every reply so the current cart is always visible. +CART_PREFIX = "Current cart:" + +model = ChatOpenAI(model="gpt-4o-mini", temperature=0.0) + + +# --- The graph state: a cart channel is what makes the round-trip work ----------------------------- +# +# Agent Kernel spreads the `framework_context` dict's top-level keys into the graph's input state, and +# reads back ONLY the keys the graph's state schema declares as channels. `cart` is declared here, so +# it round-trips; a key the schema does NOT declare would be silently dropped by LangGraph on the way +# out. (A prebuilt `create_react_agent` uses a fixed `AgentState` — messages/remaining_steps/ +# structured_response — so seeding `cart` there would inject but never come back. See the README.) + + +class ShoppingState(TypedDict): + messages: Annotated[Sequence[BaseMessage], add_messages] + cart: list[str] + + +class CartUpdate(BaseModel): + """Structured decision the shopping assistant makes for one turn.""" + + items_to_add: list[str] = Field( + default_factory=list, + description="Grocery items the user asked to add this turn. Empty when they only ask what is in the cart.", + ) + reply: str = Field(description="A short, friendly reply stating what changed or what the cart currently contains.") + + +SYSTEM_MESSAGE = SystemMessage( + content="You are a grocery shopping assistant. Decide which items the user wants to add to their cart this turn " + "and write a short reply. Add an item only when the user clearly asks to add it." +) + +structured_model = model.with_structured_output(CartUpdate) + + +def shopping_node(state: ShoppingState) -> dict: + """Read the cart carried in the graph state, apply the user's request, and write it back. + + The cart arrives in ``state["cart"]`` because Agent Kernel injected the session's + ``framework_context`` into the graph input. Returning an updated ``cart`` puts the new value on + the declared channel, which Agent Kernel then reads back and persists to the session. + """ + cart = list(state.get("cart") or []) + decision: CartUpdate = structured_model.invoke([SYSTEM_MESSAGE] + list(state["messages"])) + cart.extend(decision.items_to_add) + logger.debug("cart is now %s", cart) + return {"messages": [AIMessage(content=decision.reply)], "cart": cart} + + +def _build_shopping_graph() -> "StateGraph": + graph = StateGraph(ShoppingState) + graph.add_node("shopping", shopping_node) + graph.set_entry_point("shopping") + graph.add_edge("shopping", END) + return graph.compile(name="shopping") + + +# --- Hooks: seed the context on turn 1, and surface it on every reply ------------------------------ + + +class SeedCartContextPreHook(PreHook): + """Seed an empty framework_context on the first turn so the graph has a cart channel to fill. + + An absent key means "no context / no injection" (existing apps are unaffected); a caller-set + dict — even an empty one — is injected and round-tripped. Seeding ``{"cart": []}`` once, before + the first run, is the recommended way to opt a session into carrying per-run state. On later + turns the key is already present (persisted across turns) and is left untouched. + """ + + async def on_run(self, session, agent, requests): + if session is not None and session.get(FRAMEWORK_CONTEXT) is None: + session.set(FRAMEWORK_CONTEXT, {"cart": []}) + return requests + + def name(self) -> str: + return "seed_cart_context" + + +class AppendCartPostHook(PostHook): + """Append the current cart to every reply. + + Post-hooks run after the runner has already written the produced state back to the session, so + ``session.get(framework_context)`` here reflects this turn's changes. This makes the cart visible + on every reply and shows that the same per-run state is reachable from a hook (via the session) + as from inside the graph (via the state channel). + """ + + async def on_run(self, session, requests, agent, agent_reply): + if session is None or not isinstance(agent_reply, AgentReplyText): + return agent_reply + context = session.get(FRAMEWORK_CONTEXT) or {} + cart = context.get("cart", []) + summary = ", ".join(cart) if cart else "(empty)" + agent_reply.response = f"{agent_reply.response}\n\n{CART_PREFIX} {summary}" + return agent_reply + + def name(self) -> str: + return "append_cart" + + +shopping_graph = _build_shopping_graph() + +module = LangGraphModule([shopping_graph]) +module.pre_hook(shopping_graph, [SeedCartContextPreHook()]) +module.post_hook(shopping_graph, [AppendCartPostHook()]) + +if __name__ == "__main__": + CLI.main() diff --git a/examples/cli/langgraph_context/demo_test.py b/examples/cli/langgraph_context/demo_test.py new file mode 100644 index 000000000..e07005b9b --- /dev/null +++ b/examples/cli/langgraph_context/demo_test.py @@ -0,0 +1,40 @@ +import pytest +import pytest_asyncio +from agentkernel.test import Test + +pytestmark = pytest.mark.asyncio(loop_scope="session") # uses a single session for all tests + + +@pytest_asyncio.fixture(scope="session", loop_scope="session") +async def test_client(): + test = Test("demo.py") + await test.start() + try: + yield test + finally: + await test.stop() + + +@pytest.mark.order(1) +async def test_first_item_appears_in_cart_line(test_client): + # The AppendCartPostHook appends a deterministic "Current cart:" line to every reply, so we can + # assert on it directly rather than fuzzy-matching the LLM's free-form text. + response = await test_client.send("Add milk to my cart.") + assert "Current cart:" in response + assert "milk" in response.lower() + + +@pytest.mark.order(2) +async def test_second_item_added_to_cart_line(test_client): + response = await test_client.send("Add eggs as well.") + assert "milk" in response.lower() and "eggs" in response.lower() + + +@pytest.mark.order(3) +async def test_cart_persists_across_turns(test_client): + # This turn is a fresh run, yet the post-hook still reports both earlier items — proving the + # per-run framework_context round-tripped across turns via the graph's declared `cart` channel + # rather than resetting each run. + response = await test_client.send("What's in my cart right now?") + assert "Current cart:" in response + assert "milk" in response.lower() and "eggs" in response.lower() diff --git a/examples/cli/langgraph_context/pyproject.toml b/examples/cli/langgraph_context/pyproject.toml new file mode 100644 index 000000000..17eabd0ff --- /dev/null +++ b/examples/cli/langgraph_context/pyproject.toml @@ -0,0 +1,39 @@ +[project] +name = "cli-langgraph-context" +version = "0.1.0" +description = "Demo of per-run framework context/state carried across turns by a custom LangGraph agent in Agent Kernel" +readme = 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upload-time = "2025-09-14T22:18:19.088Z" }, +] diff --git a/examples/cli/openai_context/.gitignore b/examples/cli/openai_context/.gitignore new file mode 100644 index 000000000..a6853a1f8 --- /dev/null +++ b/examples/cli/openai_context/.gitignore @@ -0,0 +1,3 @@ +.venv +dist +requirements.txt diff --git a/examples/cli/openai_context/README.md b/examples/cli/openai_context/README.md new file mode 100644 index 000000000..53dc0855d --- /dev/null +++ b/examples/cli/openai_context/README.md @@ -0,0 +1,106 @@ +# Agent Kernel — per-run framework context/state (OpenAI Agents SDK) + +This demo shows how to carry a **framework-agnostic context/state object across turns** using Agent +Kernel's reserved `framework_context` session key, with an agent built on the OpenAI Agents SDK. + +A grocery shopping assistant keeps a **cart** in `framework_context`. Two tools operate on it: + +- `add_to_cart(item)` — appends an item to the cart +- `view_cart()` — returns the cart's current contents + +The cart survives across turns even though each turn is a separate run — that persistence is the +feature. + +## How it works + +1. **Seeding.** A small `PreHook` (`SeedCartContextPreHook`) runs before the agent and seeds + `framework_context = {"cart": []}` on the first turn (when the key is absent). An absent key means + "no context / no injection", so existing apps are unaffected; a caller-set dict — even an empty + one — is injected and round-tripped. Seeding once before the first run is the recommended way to + opt a session into carrying per-run state. + +2. **Injection.** The `OpenAIRunner` loads a deep copy of `framework_context` and passes it as the + OpenAI Agents SDK run **context** (`Runner.run(..., context=...)`). + +3. **Tools read/write it.** Each tool declares a first parameter typed `RunContextWrapper` and reads + or mutates `ctx.context` — the injected dict — **in place**. + +4. **Write-back.** After a **successful** run, Agent Kernel writes the (mutated) object back to the + same session key. On a framework error or a client disconnect mid-stream, the previously stored + context is left intact (write-back is atomic per turn). + +5. **Showing it on every reply.** A `PostHook` (`AppendCartPostHook`) appends a `Current cart: …` + line to every reply. Post-hooks run *after* the runner has already written the context back, so + the hook reads the up-to-date cart straight from `session.get(framework_context)` — no need for + the agent to call `view_cart`. This also shows that the same per-run state is reachable from a + hook (via the session) as from a tool (via the run context). + +The context is a normal durable session key, so it is persisted by the configured session store and +reloaded on the next turn — no extra plumbing. + +## Example session + +``` +(shopping) >> Add milk to my cart. +Added 'milk'. The cart now has 1 item(s). + +Current cart: milk +(shopping) >> Add eggs as well. +Added 'eggs'. The cart now has 2 item(s). + +Current cart: milk, eggs +(shopping) >> What's in my cart right now? +The cart contains: milk, eggs + +Current cart: milk, eggs +``` + +The `Current cart:` line is appended by the post-hook on every turn. The third turn is a fresh run, +yet both earlier items are still there because `framework_context` round-tripped across every turn. + +## Reading the context outside a tool + +Any code with the session in hand can seed or read the context via the enum member (not the raw +string): + +```python +from agentkernel.core import Session + +session.set(Session.Keys.FRAMEWORK_CONTEXT.value, {"cart": []}) # seed +cart = session.get(Session.Keys.FRAMEWORK_CONTEXT.value) # read back +``` + +A tool that is not written against a specific framework can also reach the stored value through +`ToolContext.get().session`. Note, however, that on OpenAI a tool's *mutations* only round-trip when +they are made on `RunContextWrapper.context` (the injected object) — that is the object Agent Kernel +writes back. + +## Constraints + +- `framework_context` must be a **picklable `dict`** — sessions are persisted with `pickle`. A + non-picklable value raises a descriptive `TypeError` naming the offending key/type. +- Round-trip fidelity is **not uniform across frameworks**. OpenAI has **full** round-trip (shown + here). ADK round-trips all keys except AK-internal ones; smolagents round-trips only pre-seeded + keys; prebuilt LangGraph agents round-trip only declared state channels; **CrewAI does not support + it** (a set context is ignored with a warning). To write portably across frameworks, pre-seed + every key you intend to write. See the + [Runner docs](https://github.com/yaalalabs/agent-kernel/blob/develop/docs/docs/core-concepts/runner.md) + for the full fidelity table. + +## Running + +Install dependencies: + + ./build.sh + +Install local `agentkernel` in development mode: + + ./build.sh local + +Run the demo: + + python demo.py + +Run the tests: + + uv run pytest -s diff --git a/examples/cli/openai_context/build.sh b/examples/cli/openai_context/build.sh new file mode 100755 index 000000000..00415692f --- /dev/null +++ b/examples/cli/openai_context/build.sh @@ -0,0 +1,16 @@ +#!/bin/bash + +set -euo pipefail +if command -v pyenv >/dev/null 2>&1; then + uv venv --python "$(pyenv which python)" --allow-existing +else + uv venv --allow-existing +fi + +if [[ ${1-} != "local" ]]; then + uv sync --all-extras +else + # For local development of agentkernel, you can force reinstall from local dist + uv sync --find-links ../../../ak-py/dist --all-extras + uv pip install --force-reinstall --no-deps --no-index --find-links ../../../ak-py/dist agentkernel[cli,openai,test] || true +fi diff --git a/examples/cli/openai_context/demo.py b/examples/cli/openai_context/demo.py new file mode 100644 index 000000000..aa8a21231 --- /dev/null +++ b/examples/cli/openai_context/demo.py @@ -0,0 +1,102 @@ +import logging + +from agentkernel.cli import CLI +from agentkernel.core import AgentReplyText, PostHook, PreHook, Session +from agentkernel.openai import OpenAIModule, OpenAIToolBuilder +from agents import Agent, RunContextWrapper + +logger = logging.getLogger("ak.example.openai_context") + +# The single reserved session key that carries a per-run, framework-agnostic context/state dict +# across turns. Reference the enum member rather than hardcoding the "framework_context" string. +FRAMEWORK_CONTEXT = Session.Keys.FRAMEWORK_CONTEXT.value + +# Prefix the AppendCartPostHook adds to every reply so the current cart is always visible. +CART_PREFIX = "Current cart:" + + +# --- Tools that read and write the per-run framework context -------------------------------------- +# +# The OpenAI Agents SDK injects Agent Kernel's `framework_context` dict as the run *context*. A tool +# receives it as `RunContextWrapper.context` and mutates it IN PLACE; Agent Kernel writes the mutated +# object back to the session after a successful run, so the cart survives to the next turn. This +# "full round-trip" (every key, including ones a tool adds mid-run) is specific to OpenAI — see the +# README for how other frameworks differ. + + +def add_to_cart(ctx: RunContextWrapper, item: str) -> str: + """Add a grocery item to the shopping cart carried in the per-run context. + + Args: + item: The grocery item to add to the cart. + """ + context = ctx.context or {} + cart = context.setdefault("cart", []) + cart.append(item) + logger.debug("cart is now %s", cart) + return f"Added '{item}'. The cart now has {len(cart)} item(s)." + + +def view_cart(ctx: RunContextWrapper) -> str: + """Return the current contents of the shopping cart from the per-run context.""" + context = ctx.context or {} + cart = context.get("cart", []) + if not cart: + return "The cart is empty." + return "The cart contains: " + ", ".join(cart) + + +class SeedCartContextPreHook(PreHook): + """Seed an empty framework_context on the first turn so the tools have a dict to populate. + + An absent key means "no context / no injection" (existing apps are unaffected); a caller-set + dict — even an empty one — is injected and round-tripped. Seeding ``{"cart": []}`` once, before + the first run, is the recommended way to opt a session into carrying per-run state. On later + turns the key is already present (persisted across turns) and is left untouched. + """ + + async def on_run(self, session, agent, requests): + if session is not None and session.get(FRAMEWORK_CONTEXT) is None: + session.set(FRAMEWORK_CONTEXT, {"cart": []}) + return requests + + def name(self) -> str: + return "seed_cart_context" + + +class AppendCartPostHook(PostHook): + """Append the current cart to every reply. + + Post-hooks run after the runner has already written the (mutated) context back to the session, + so ``session.get(framework_context)`` here reflects this turn's changes. This makes the cart + visible on every reply without the agent having to call view_cart, and shows that the same + per-run state is reachable from a hook (via the session) as from a tool (via the run context). + """ + + async def on_run(self, session, requests, agent, agent_reply): + if session is None or not isinstance(agent_reply, AgentReplyText): + return agent_reply + context = session.get(FRAMEWORK_CONTEXT) or {} + cart = context.get("cart", []) + summary = ", ".join(cart) if cart else "(empty)" + agent_reply.response = f"{agent_reply.response}\n\n{CART_PREFIX} {summary}" + return agent_reply + + def name(self) -> str: + return "append_cart" + + +shopping_agent = Agent( + name="shopping", + instructions="You are a grocery shopping assistant. Use the add_to_cart tool whenever the user wants to add an item, " + "and the view_cart tool whenever they ask what is in their cart. Keep answers short and state only what changed " + "or what the cart currently contains.", + tools=OpenAIToolBuilder.bind([add_to_cart, view_cart]), +) + +module = OpenAIModule([shopping_agent]) +module.pre_hook(shopping_agent, [SeedCartContextPreHook()]) +module.post_hook(shopping_agent, [AppendCartPostHook()]) + +if __name__ == "__main__": + CLI.main() diff --git a/examples/cli/openai_context/demo_test.py b/examples/cli/openai_context/demo_test.py new file mode 100644 index 000000000..cd7874c87 --- /dev/null +++ b/examples/cli/openai_context/demo_test.py @@ -0,0 +1,39 @@ +import pytest +import pytest_asyncio +from agentkernel.test import Test + +pytestmark = pytest.mark.asyncio(loop_scope="session") # uses a single session for all tests + + +@pytest_asyncio.fixture(scope="session", loop_scope="session") +async def test_client(): + test = Test("demo.py") + await test.start() + try: + yield test + finally: + await test.stop() + + +@pytest.mark.order(1) +async def test_first_item_appears_in_cart_line(test_client): + # The AppendCartPostHook appends a deterministic "Current cart:" line to every reply, so we can + # assert on it directly rather than fuzzy-matching the LLM's free-form text. + response = await test_client.send("Add milk to my cart.") + assert "Current cart:" in response + assert "milk" in response.lower() + + +@pytest.mark.order(2) +async def test_second_item_added_to_cart_line(test_client): + response = await test_client.send("Add eggs as well.") + assert "milk" in response.lower() and "eggs" in response.lower() + + +@pytest.mark.order(3) +async def test_cart_persists_across_turns(test_client): + # This turn is a fresh run, yet the post-hook still reports both earlier items — proving the + # per-run framework_context round-tripped across turns rather than resetting each run. + response = await test_client.send("What's in my cart right now?") + assert "Current cart:" in response + assert "milk" in response.lower() and "eggs" in response.lower() diff --git a/examples/cli/openai_context/pyproject.toml b/examples/cli/openai_context/pyproject.toml new file mode 100644 index 000000000..d296b937f --- /dev/null +++ b/examples/cli/openai_context/pyproject.toml @@ -0,0 +1,37 @@ +[project] +name = "cli-openai-context" +version = "0.1.0" +description = "Demo of per-run framework context/state carried across turns by OpenAI Agents SDK agents in Agent Kernel" +readme = "README.md" +requires-python = ">=3.12" +dependencies = [ + "agentkernel[cli,openai]>=0.6.1", +] + +[dependency-groups] +dev = [ + "agentkernel[test]>=0.6.1", + "black==26.5.1", + "isort>=5.0.0", + "mypy>=1.0.0", +] + +[tool.uv] +package = false +# ragas 0.4.3 imports langchain_community.chat_models.vertexai, removed in langchain-community 0.4.2 +constraint-dependencies = ["langchain-community<0.4.2"] + +[tool.isort] +profile = "black" +line_length = 120 + +[tool.mypy] +python_version = "3.12" +warn_return_any = true +warn_unused_configs = true 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upload-time = "2025-09-14T22:18:19.088Z" }, +] From f3788cca44de3e8a07b22f1ec9f6773dd51ef237 Mon Sep 17 00:00:00 2001 From: Induwara Senadheera Date: Fri, 24 Jul 2026 14:23:15 +0530 Subject: [PATCH 3/9] chore: Lint --- examples/cli/langgraph_context/demo.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/examples/cli/langgraph_context/demo.py b/examples/cli/langgraph_context/demo.py index 3d02534d4..2b1e40666 100644 --- a/examples/cli/langgraph_context/demo.py +++ b/examples/cli/langgraph_context/demo.py @@ -6,9 +6,8 @@ from agentkernel.langgraph import LangGraphModule from langchain_core.messages import AIMessage, BaseMessage, SystemMessage from langchain_openai import ChatOpenAI -from pydantic import BaseModel, Field - from langgraph.graph import END, StateGraph, add_messages +from pydantic import BaseModel, Field logger = logging.getLogger("ak.example.langgraph_context") From 7483a29b85aebe6357e8eb6cfc7027db37b359db Mon Sep 17 00:00:00 2001 From: Induwara Senadheera Date: Mon, 27 Jul 2026 10:08:06 +0530 Subject: [PATCH 4/9] feat: Enhance framework context handling with error logging and type validation --- ak-py/src/agentkernel/core/base.py | 41 +++++++- ak-py/src/agentkernel/framework/adk/adk.py | 12 ++- .../framework/langgraph/langgraph.py | 14 ++- .../agentkernel/framework/openai/openai.py | 8 +- ak-py/tests/test_adk_runner.py | 96 +++++++++++++++++++ ak-py/tests/test_framework_context.py | 31 ++++++ ak-py/tests/test_openai_runner.py | 31 ++++++ docs/docs/core-concepts/session.md | 46 +++++++-- docs/docs/frameworks/langgraph.md | 2 + docs/docs/frameworks/multi-framework.md | 9 +- .../526-framework-runtime-context/design.md | 2 +- .../526-framework-runtime-context/spec.md | 56 ++++++++--- 12 files changed, 311 insertions(+), 37 deletions(-) diff --git a/ak-py/src/agentkernel/core/base.py b/ak-py/src/agentkernel/core/base.py index f93ba2f3d..9a0f1b9d8 100644 --- a/ak-py/src/agentkernel/core/base.py +++ b/ak-py/src/agentkernel/core/base.py @@ -12,6 +12,8 @@ from .model import AgentReply, AgentRequest from .util.key_value_cache import KeyValueCache +_logger = logging.getLogger("ak.core.runner") + def _not_picklable(value: Any) -> bool: """ @@ -239,7 +241,7 @@ def name(self) -> str: """ return self._name - def _load_framework_context(self, session: Session) -> dict | None: + def _load_framework_context(self, session: Session | None) -> dict | None: """ Returns a DEEP COPY of the stored framework_context, or None if the key is absent. @@ -248,18 +250,26 @@ def _load_framework_context(self, session: Session) -> dict | None: mutation (crash-isolation): the stored key is left untouched until a successful write-back replaces it wholesale, so a mid-run crash cannot leave it half-mutated. - :param session: The session to read the reserved framework_context key from. + :param session: The session to read the reserved framework_context key from, or None + (some runner unit paths invoke a runner without a session). :return: A deep copy of the stored dict (including an empty ``{}``), or None when the key is absent — absent means "no injection / framework default". + :raises TypeError: If the stored value is not a dict. """ if session is None: return None stored = session.get(Session.Keys.FRAMEWORK_CONTEXT.value) if stored is None: return None + if not isinstance(stored, dict): + raise TypeError( + f"Session '{session.id}' framework_context must be a dict, got " + f"{type(stored).__name__}. The reserved framework_context key carries a " + f"per-run context/state dict; wrap the value in a dict before setting it." + ) return copy.deepcopy(stored) - def _store_framework_context(self, session: Session, incoming: dict | None, produced: Mapping[str, Any] | None) -> None: + def _store_framework_context(self, session: Session | None, incoming: dict | None, produced: Mapping[str, Any] | None) -> None: """ Shallow-merges ``produced`` over ``incoming`` and writes the result back to the reserved key. @@ -272,7 +282,8 @@ def _store_framework_context(self, session: Session, incoming: dict | None, prod Runners call this only after a successful native invocation, so a crashed/partial run never overwrites the last-known-good context. - :param session: The session to write the merged framework_context back to. + :param session: The session to write the merged framework_context back to, or None + (some runner unit paths invoke a runner without a session). :param incoming: The deep copy loaded this turn, or None when the key was absent. :param produced: The framework's post-run state delta, or None. """ @@ -311,6 +322,28 @@ def _ensure_framework_context_picklable(session: Session, ctx: Mapping[str, Any] f"pickle-serializable so the session can be persisted." ) from exc + def _log_framework_context_stream_failure(self, session: Session | None, error: Exception) -> None: + """ + Logs a streamed-run framework_context write-back failure instead of raising it. + + In ``run()`` a write-back error (non-picklable context, a failed framework state read) + is caught by the runner's own ``except Exception`` and surfaced as an error reply, and + ``Runtime.run`` still persists the session. ``stream()`` has no such ``except``, so the + same error would escape the generator, reach the transport as a raw error chunk, and skip + ``Runtime.stream``'s ``store()`` — losing the whole turn's session state, not just the + context. Stream write-back therefore logs and skips: the previously stored context is left + intact and the rest of the session still persists, matching the ``run()`` degradation. + + :param session: The session whose write-back failed, named in the log message. + :param error: The exception raised while producing or storing the context. + """ + session_id = session.id if session is not None else "" + _logger.error( + f"Session '{session_id}': framework_context write-back was skipped at the end of a " + f"streamed run; the previously stored context is left intact. Error: {error}", + exc_info=error, + ) + @abstractmethod async def run(self, agent: Any, session: Session, requests: list[AgentRequest]) -> AgentReply: """ diff --git a/ak-py/src/agentkernel/framework/adk/adk.py b/ak-py/src/agentkernel/framework/adk/adk.py index 599982290..64a9dbe7a 100644 --- a/ak-py/src/agentkernel/framework/adk/adk.py +++ b/ak-py/src/agentkernel/framework/adk/adk.py @@ -294,10 +294,16 @@ async def stream(self, agent: Any, session: Session, requests: list[AgentRequest # Write back only after the event stream drains normally. A disconnect # (GeneratorExit at a yield) or a mid-stream error unwinds before this line, so the - # stored context is left intact — never moved into a finally. + # stored context is left intact — never moved into a finally. A failed state read + # or write-back is logged rather than raised, so the response already streamed to + # the client does not turn into a transport error that also skips Runtime.stream's + # session store(). if incoming is not None: - produced = await adk_session.get_state() - self._store_framework_context(session, incoming, produced) + try: + produced = await adk_session.get_state() + self._store_framework_context(session, incoming, produced) + except Exception as e: + self._log_framework_context_stream_failure(session, e) class GoogleADKAgent(AKBaseAgent): diff --git a/ak-py/src/agentkernel/framework/langgraph/langgraph.py b/ak-py/src/agentkernel/framework/langgraph/langgraph.py index 1ced2ea7c..87c2e99be 100644 --- a/ak-py/src/agentkernel/framework/langgraph/langgraph.py +++ b/ak-py/src/agentkernel/framework/langgraph/langgraph.py @@ -461,11 +461,17 @@ async def stream(self, agent: Any, session: Session, requests: list[AgentRequest # astream_events yields events, not a final state dict, so read the produced state back # explicitly once the stream drains normally. Inside the try, after the loop — a - # disconnect (GeneratorExit) or a mid-stream error unwinds before this line. + # disconnect (GeneratorExit) or a mid-stream error unwinds before this line. A failed + # state read or write-back is logged rather than raised, so the response already + # streamed to the client does not turn into a transport error that also skips + # Runtime.stream's session store(). if incoming is not None: - state = await agent.agent.aget_state(config) - produced = {k: state.values[k] for k in incoming if k in state.values} - self._store_framework_context(session, incoming, produced) + try: + state = await agent.agent.aget_state(config) + produced = {k: state.values[k] for k in incoming if k in state.values} + self._store_framework_context(session, incoming, produced) + except Exception as e: + self._log_framework_context_stream_failure(session, e) finally: if context is not None: context.reset() diff --git a/ak-py/src/agentkernel/framework/openai/openai.py b/ak-py/src/agentkernel/framework/openai/openai.py index 0e90af3bf..ab6639020 100644 --- a/ak-py/src/agentkernel/framework/openai/openai.py +++ b/ak-py/src/agentkernel/framework/openai/openai.py @@ -228,8 +228,12 @@ async def stream(self, agent: Any, session: Session, requests: list[AgentRequest # Write back only when the stream drains normally. A client disconnect (GeneratorExit # at a yield) or a framework error unwinds before this line, leaving the stored context - # intact. Kept out of `finally` so partial state is never persisted. - self._store_framework_context(session, incoming, incoming) + # intact. Kept out of `finally` so partial state is never persisted. A write-back error + # is logged rather than raised — see Runner._log_framework_context_stream_failure. + try: + self._store_framework_context(session, incoming, incoming) + except Exception as e: + self._log_framework_context_stream_failure(session, e) finally: if context is not None: context.reset() diff --git a/ak-py/tests/test_adk_runner.py b/ak-py/tests/test_adk_runner.py index d68c64369..7328b34a7 100644 --- a/ak-py/tests/test_adk_runner.py +++ b/ak-py/tests/test_adk_runner.py @@ -1,3 +1,4 @@ +import logging from unittest.mock import AsyncMock, MagicMock, patch import pytest @@ -31,6 +32,31 @@ def _ctx_mock(): return ctx +def _partial_event(text: str): + """An ADK SSE event the runner treats as a streamable text delta.""" + event = MagicMock() + part = MagicMock() + part.text = text + event.content = MagicMock(parts=[part]) + event.partial = True + return event + + +def _stream_setup(events, state): + """Patch _setup_session_context so stream() drains `events` and reads `state` back.""" + adk_session = MagicMock() + adk_session.get_state = AsyncMock(return_value=state) + + async def run_async(**kwargs): + for event in events: + yield event + + adk_runner = MagicMock() + adk_runner.run_async = run_async + setup = AsyncMock(return_value=("user", adk_runner, _ctx_mock(), adk_session)) + return patch.object(GoogleADKRunner, "_setup_session_context", setup), adk_session + + def _run_with_response(runner, agent, session, requests, response_text, adk_session=None): if adk_session is None: adk_session = MagicMock() @@ -102,6 +128,76 @@ async def test_error_leaves_stored_context_intact(self): assert reply.response.startswith("Error") assert session.get(FRAMEWORK_CONTEXT) == {"seeded": 1} + @pytest.mark.asyncio + async def test_stream_normal_drain_writes_back(self): + """A drained stream writes back the stripped ADK state, including tool-added keys.""" + runner = GoogleADKRunner() + session = Session("s") + session.set(FRAMEWORK_CONTEXT, {"seeded": 1}) + requests = [AgentRequestText(prompt="hi")] + agent = _mock_agent(output_schema=None) + + setup_patch, adk_session = _stream_setup([_partial_event("tok")], {"seeded": 9, "added": "new"}) + with setup_patch: + deltas = [delta async for delta in runner.stream(agent, session, requests)] + + assert deltas == ["tok"] + adk_session.get_state.assert_awaited_once() + assert session.get(FRAMEWORK_CONTEXT) == {"seeded": 9, "added": "new"} + + @pytest.mark.asyncio + async def test_stream_disconnect_leaves_context_intact(self): + """A client disconnect (GeneratorExit at a yield) skips the state read and write-back.""" + runner = GoogleADKRunner() + session = Session("s") + session.set(FRAMEWORK_CONTEXT, {"seeded": 1}) + requests = [AgentRequestText(prompt="hi")] + agent = _mock_agent(output_schema=None) + + setup_patch, adk_session = _stream_setup([_partial_event("tok")], {"seeded": 9}) + with setup_patch: + agen = runner.stream(agent, session, requests) + first = await agen.__anext__() + assert first == "tok" + await agen.aclose() # simulate client disconnect at the yield + + adk_session.get_state.assert_not_called() + assert session.get(FRAMEWORK_CONTEXT) == {"seeded": 1} + + @pytest.mark.asyncio + async def test_stream_absent_key_skips_write_back(self): + runner = GoogleADKRunner() + session = Session("s") + requests = [AgentRequestText(prompt="hi")] + agent = _mock_agent(output_schema=None) + + setup_patch, adk_session = _stream_setup([_partial_event("tok")], {"leak": 1}) + with setup_patch: + deltas = [delta async for delta in runner.stream(agent, session, requests)] + + assert deltas == ["tok"] + adk_session.get_state.assert_not_called() + assert session.get(FRAMEWORK_CONTEXT) is None + + @pytest.mark.asyncio + async def test_stream_write_back_failure_is_logged_not_raised(self, caplog): + """A failed state read must not escape the generator after the response was streamed.""" + runner = GoogleADKRunner() + session = Session("s") + session.set(FRAMEWORK_CONTEXT, {"seeded": 1}) + requests = [AgentRequestText(prompt="hi")] + agent = _mock_agent(output_schema=None) + + setup_patch, adk_session = _stream_setup([_partial_event("tok")], {}) + adk_session.get_state = AsyncMock(side_effect=RuntimeError("state read failed")) + + with setup_patch, caplog.at_level(logging.ERROR, logger="ak.core.runner"): + deltas = [delta async for delta in runner.stream(agent, session, requests)] + + assert deltas == ["tok"] + assert session.get(FRAMEWORK_CONTEXT) == {"seeded": 1} + assert any("framework_context write-back was skipped" in r.message for r in caplog.records) + class TestGoogleADKRunnerStructuredOutput: """Test structured output detection via LlmAgent output_schema""" diff --git a/ak-py/tests/test_framework_context.py b/ak-py/tests/test_framework_context.py index ecf1d3a29..88ab4e6e2 100644 --- a/ak-py/tests/test_framework_context.py +++ b/ak-py/tests/test_framework_context.py @@ -1,3 +1,4 @@ +import logging import socket import pytest @@ -49,6 +50,21 @@ def test_present_empty_dict_loads_empty_dict(self): session.set(FRAMEWORK_CONTEXT, {}) assert runner._load_framework_context(session) == {} + @pytest.mark.parametrize("stored", [["a", "b"], "ctx", 42]) + def test_non_dict_stored_value_raises_named_typeerror(self, stored): + """A non-dict is rejected at load, before it can reach adapter injection code.""" + runner = DummyRunner() + session = Session("s") + session.set(FRAMEWORK_CONTEXT, stored) + + with pytest.raises(TypeError) as exc: + runner._load_framework_context(session) + + message = str(exc.value) + assert "framework_context must be a dict" in message + assert type(stored).__name__ in message + assert session.id in message + def test_load_returns_deep_copy(self): """Mutating the loaded object must not touch the stored object (crash-isolation).""" runner = DummyRunner() @@ -126,6 +142,21 @@ def test_non_picklable_raises_named_typeerror(self): assert "'bad'" in message assert session.id in message + def test_stream_failure_is_logged_not_raised(self, caplog): + """Stream write-back failures are logged so the turn's session store still runs.""" + runner = DummyRunner() + session = Session("s") + session.set(FRAMEWORK_CONTEXT, {"ok": 1}) + + with caplog.at_level(logging.ERROR, logger="ak.core.runner"): + try: + runner._store_framework_context(session, {"ok": 1}, {"bad": lambda: 1}) + except Exception as e: + runner._log_framework_context_stream_failure(session, e) + + assert session.get(FRAMEWORK_CONTEXT) == {"ok": 1} + assert any("framework_context write-back was skipped" in r.message and session.id in r.message for r in caplog.records) + def test_non_picklable_leaves_previous_value_intact(self): """The picklability check runs before session.set, so a failure preserves the prior value.""" runner = DummyRunner() diff --git a/ak-py/tests/test_openai_runner.py b/ak-py/tests/test_openai_runner.py index b7284c6bf..c727f9d55 100644 --- a/ak-py/tests/test_openai_runner.py +++ b/ak-py/tests/test_openai_runner.py @@ -1,3 +1,4 @@ +import logging from unittest import mock from unittest.mock import AsyncMock, MagicMock, patch @@ -181,6 +182,36 @@ async def stream_events(): # Write-back is after the loop → skipped; last-known-good context preserved. assert session.get(FRAMEWORK_CONTEXT) == {"seed": 1} + @pytest.mark.asyncio + async def test_stream_write_back_failure_is_logged_not_raised(self, caplog): + """A non-picklable context must not turn an already-streamed response into a transport error.""" + runner = OpenAIRunner() + session = Session("s") + session.set(FRAMEWORK_CONTEXT, {"seed": 1}) + requests = [AgentRequestText(prompt="hi")] + + def fake_run_streamed(agent, input_data, session=None, context=None): + result = MagicMock() + + async def stream_events(): + context["bad"] = lambda: 1 # tool stored a non-picklable value + yield _delta_event("hi") + + result.stream_events = stream_events + return result + + with patch("agentkernel.framework.openai.openai.Runner") as MockRunner: + MockRunner.run_streamed = MagicMock(side_effect=fake_run_streamed) + mock_agent = MagicMock() + mock_agent.agent = MagicMock() + + with caplog.at_level(logging.ERROR, logger="ak.core.runner"): + deltas = [delta async for delta in runner.stream(mock_agent, session, requests)] + + assert deltas == ["hi"] + assert session.get(FRAMEWORK_CONTEXT) == {"seed": 1} + assert any("framework_context write-back was skipped" in r.message for r in caplog.records) + class TestOpenAIRunnerErrorHandling: """Test error handling in OpenAIRunner.run() method""" diff --git a/docs/docs/core-concepts/session.md b/docs/docs/core-concepts/session.md index b73ddff97..d928eb262 100644 --- a/docs/docs/core-concepts/session.md +++ b/docs/docs/core-concepts/session.md @@ -403,25 +403,55 @@ session.set(Session.Keys.FRAMEWORK_CONTEXT.value, {"user_id": "42", "cart": []}) ctx = session.get(Session.Keys.FRAMEWORK_CONTEXT.value) ``` -Inside a tool, reach the same object through the tool context: +Inside a tool, the session copy of the context is readable through the tool context: ```python from agentkernel.core import Session, ToolContext -def add_to_cart(item: str) -> str: - """Add an item to the caller's cart carried in framework_context.""" +def view_cart() -> str: + """Read the caller's cart carried in framework_context.""" session = ToolContext.get().session ctx = session.get(Session.Keys.FRAMEWORK_CONTEXT.value) or {} - ctx.setdefault("cart", []).append(item) - return f"Added {item}" -``` + items = ctx.get("cart", []) + return ", ".join(items) if items else "Your cart is empty" +``` + +:::warning Do not write to `framework_context` through the session from inside a tool +The runner injects a **deep copy** of the stored dict into the framework and, on a successful run, +replaces the stored key wholesale with what the framework produced. A tool that mutates the dict it +reads from `ToolContext.get().session` is writing to an object the write-back then overwrites, so +the change is silently discarded on OpenAI, Google ADK, LangGraph and smolagents (it survives only +on CrewAI, which never writes back). It would also break the atomic-per-turn guarantee, since the +write would persist even when the run fails. + +To write, use the framework's own context/state mechanism, which the runner rounds back into the +session for you: + +- **OpenAI** — mutate `wrapper.context` from a tool taking `RunContextWrapper` + ([example](https://github.com/yaalalabs/agent-kernel/tree/develop/examples/cli/openai_context)) +- **LangGraph** — return an update for a declared state channel + ([example](https://github.com/yaalalabs/agent-kernel/tree/develop/examples/cli/langgraph_context)) +- **Google ADK** — write to `tool_context.state` +- **Smolagents** — write to a **pre-seeded** key in `agent.state` +- **CrewAI** — unsupported by the runner; a direct `ToolContext.get().session` write is the only + option there (see [CrewAI](../frameworks/crewai.md)) + +From application code — before a run, or from a post-hook that runs after the runner — a direct +`session.set(Session.Keys.FRAMEWORK_CONTEXT.value, {...})` is always safe. See the fidelity table in +the [Runner](./runner.md#per-run-framework-context) documentation for what each framework +round-trips. +::: **Rules and constraints:** - **Optional and non-breaking.** If the key is never set (reads back as `None`), nothing is injected and behaviour is unchanged. A caller-set empty dict `{}` is treated as "present but empty" — it is injected and round-tripped, so tools can populate it. -- **Must be a picklable `dict`.** Sessions are persisted with `pickle`; a non-picklable value raises a - descriptive `TypeError` naming the offending key/type rather than an opaque store-level failure. +- **Must be a picklable `dict`.** A non-`dict` value raises a descriptive `TypeError` when the runner + loads it. Sessions are persisted with `pickle`, so a non-picklable value likewise raises a + `TypeError` naming the offending key/type rather than an opaque store-level failure. In a + non-streamed run these surface as an error reply; at the end of a **streamed** run — where the + response has already reached the client — a write-back failure is logged and skipped instead, so + the stored context stays intact and the rest of the session is still persisted. - **Write-back is atomic per turn.** The updated context is stored only after the run completes successfully. On a framework error — or a client disconnect mid-stream — the previously stored context is left intact (partial state is discarded, not saved). diff --git a/docs/docs/frameworks/langgraph.md b/docs/docs/frameworks/langgraph.md index 69e554fd0..caf34b9d4 100644 --- a/docs/docs/frameworks/langgraph.md +++ b/docs/docs/frameworks/langgraph.md @@ -147,3 +147,5 @@ LangGraph round-trips the reserved [`framework_context`](../core-concepts/sessio ## Example See [examples/cli/langgraph](https://github.com/yaalalabs/agent-kernel/tree/develop/examples/cli/langgraph) for complete examples. + +For per-run context/state carried across turns, see [examples/cli/langgraph_context](https://github.com/yaalalabs/agent-kernel/tree/develop/examples/cli/langgraph_context) (a custom graph declaring a `cart` state channel, showing the declared-channel round-trip that a prebuilt `create_react_agent` cannot do). diff --git a/docs/docs/frameworks/multi-framework.md b/docs/docs/frameworks/multi-framework.md index c0b68a3ed..ec8413b4d 100644 --- a/docs/docs/frameworks/multi-framework.md +++ b/docs/docs/frameworks/multi-framework.md @@ -247,8 +247,13 @@ it round-trips is not the same in every framework** (see the To write context **portably across all frameworks in a multi-framework app**, **pre-seed every key you intend to write** into `framework_context` before the run, and don't rely on brand-new keys -surviving. Where a framework can't round-trip a value, a tool can always fall back to reading and -writing the dict directly via `ToolContext.get().session`. +surviving. Tools should write through their framework's native context/state mechanism — not by +mutating the dict read from `ToolContext.get().session`, which the runner's write-back overwrites on +every framework except CrewAI (see the +[warning in Session](../core-concepts/session.md#framework-context--per-run-state)). Where a +framework can't round-trip a value, write it from application code or from a post-hook that runs +after the runner; on CrewAI, where the runner never writes back, a direct session write from a tool +is the only option. ## Example Projects diff --git a/docs/specs/526-framework-runtime-context/design.md b/docs/specs/526-framework-runtime-context/design.md index 2fabbe236..085c09e6f 100644 --- a/docs/specs/526-framework-runtime-context/design.md +++ b/docs/specs/526-framework-runtime-context/design.md @@ -51,7 +51,7 @@ The `framework_context` dict is **merged into** the native mechanism on input (a | OpenAI | **Full round-trip** | `Runner.run(..., context=ctx)` / `Runner.run_streamed(..., context=ctx)` — tools read/write via `RunContextWrapper.context` (`openai.py:183,214`) | the same object, mutated in place by tools | | Smolagents | **Round-trips (filtered)** | `agent.run(prompt, additional_args=ctx, reset=False)` (`smolagents.py:157`) | `agent.state` read after the run, **restricted to the keys the caller seeded** — `agent.state` also holds framework-internal entries that must not leak into `framework_context` | | Google ADK | **Round-trips (filtered)** | merge into the ADK session `state` delta alongside `ak_tool_context` (`adk.py:162`) | ADK session `state` read after the run, **with the AK-internal `ak_tool_context` key stripped** (see ADK note) | -| LangGraph | **Round-trips only for declared state channels** | **spread** the dict's top-level keys into the `ainvoke`/`astream_events` `input` alongside `messages` — `input={"messages": messages, **framework_context}` (`langgraph.py:391,427`). The keys sit at the **top level** of the input state (so they map onto the graph's state channels), **not** nested under a `framework_context` key, and never replace `messages` | keys read back only if the graph's state schema declares them as channels (see LangGraph note) | +| LangGraph | **Round-trips only for declared state channels** | **spread** the dict's top-level keys into the `ainvoke`/`astream_events` `input` alongside `messages` — `input={**framework_context, "messages": messages}` — `messages` written last (`langgraph.py:391,427`). The keys sit at the **top level** of the input state (so they map onto the graph's state channels), **not** nested under a `framework_context` key, and never replace `messages` | keys read back only if the graph's state schema declares them as channels (see LangGraph note) | | CrewAI | **Unsupported — warn and skip** | not injected; a set `framework_context` is refused with a warning (see CrewAI note) | none; the stored key is left untouched | On write-back the produced state is shallow-merged over the incoming (copied) context per the **Merge rule** above (framework value wins per touched top-level key; untouched caller keys preserved; no deep merge). diff --git a/docs/specs/526-framework-runtime-context/spec.md b/docs/specs/526-framework-runtime-context/spec.md index b2c995003..6c372dc28 100644 --- a/docs/specs/526-framework-runtime-context/spec.md +++ b/docs/specs/526-framework-runtime-context/spec.md @@ -26,19 +26,22 @@ Provide the load / merge / write-back logic once so each adapter only supplies t ```python class Runner(ABC): ... - def _load_framework_context(self, session: Session) -> dict | None: + def _load_framework_context(self, session: Session | None) -> dict | None: """Return a DEEP COPY of the stored framework_context, or None if the key is absent. A deep copy isolates the stored object from in-run mutation (crash-isolation): - the stored key is untouched until a successful write-back replaces it wholesale.""" - if session is None: + the stored key is untouched until a successful write-back replaces it wholesale. + Raises TypeError if the stored value is not a dict.""" + if session is None: # runners may be invoked without a session return None stored = session.get(Session.Keys.FRAMEWORK_CONTEXT.value) if stored is None: return None # absent → caller injects nothing / framework default + if not isinstance(stored, dict): + raise TypeError(...) # fail fast, naming the session id and the actual type return copy.deepcopy(stored) # present (incl. {}) → injected and round-tripped def _store_framework_context( - self, session: Session, incoming: dict | None, produced: Mapping[str, Any] | None + self, session: Session | None, incoming: dict | None, produced: Mapping[str, Any] | None ) -> None: """Shallow-merge `produced` over `incoming` and write the result back to the key. `incoming` is the deep copy returned by _load_framework_context this turn. @@ -78,6 +81,8 @@ Governing rules (numbered so review can check each): 2. **Merge is shallow, produced-over-incoming.** Top-level keys the framework touched win; untouched caller keys survive; nested structures are replaced wholesale (no recursive merge). This lives in the base helper because the merge *rule* is uniform across frameworks — only the *`produced` extraction* differs per adapter (see §3). 3. **Absent vs present-empty.** `incoming is None` (key absent) ⇒ never write. `incoming == {}` (caller-set empty) ⇒ present ⇒ write back the merge (a no-op-shaped `{}` or whatever tools produced). This is why the key must not be pre-initialized (rule 1 of §1). 4. **Picklability is a diagnostic, not preventive, check.** It runs on the merge result *before* `session.set(...)` so it fires ahead of the `store()`-level pickle error. On OpenAI the offending value already exists in the injected copy the tool mutated; the check cannot un-create it, but it converts an opaque store crash into a named error and leaves the previously stored context intact. +5. **Type is validated on load, not on write-back.** The reserved key is documented as a `dict`; `_load_framework_context` raises a `TypeError` naming the session id and the actual type when the stored value is anything else, so the misuse is reported at its source instead of failing later inside an adapter's injection code or `dict(incoming)`. +6. **Write-back failures never escape a stream.** `_log_framework_context_stream_failure(session, error)` logs at ERROR (session id + traceback) and returns; stream paths call it from an `except Exception` around their write-back so the already-delivered response is not turned into a transport error that would also skip `Runtime.stream`'s `store()`. See Error handling. > **Clarification vs design.md** (behaviour unchanged, surfaced per the write-spec process): `design.md` sketches `_store_framework_context(session, ctx)` and describes it as "merge `ctx` over the loaded context". Because the base `Runner` is stateless across a run, the loaded context can't be recovered inside the helper — so the signature takes **both** operands explicitly: `incoming` (the deep copy from `_load`) and `produced` (the framework's post-run delta). The merge semantics are exactly as `design.md` specifies. `_not_picklable(v)` is a tiny module-level helper doing a per-value `pickle.dumps` in a `try/except` to name the offender. @@ -90,13 +95,13 @@ Each runner: (a) calls `_load_framework_context(session)` before the native call | OpenAI | `Runner.run(..., context=incoming)` / `Runner.run_streamed(..., context=incoming)` | `produced = incoming` (tools mutate it in place; merge is identity) | | Smolagents | `agent.run(prompt, additional_args=incoming, reset=False)` — only when `incoming is not None` | `agent.state`, **filtered to `incoming`'s keys**: `{k: agent.state[k] for k in incoming if k in agent.state}` | | Google ADK | seed state delta: `{"ak_tool_context": ctx.id, **(incoming or {})}` | ADK session `state` read back, **`ak_tool_context` (and any AK-internal key) stripped** — **not** restricted to `incoming`'s keys, so tool-added keys round-trip (see note) | -| LangGraph | spread top-level keys into input: `input={"messages": messages, **(incoming or {})}` | `{k: result[k] for k in incoming if k in result}` (only keys the graph's state schema declared as channels come back) | +| LangGraph | spread top-level keys into input: `input={**(incoming or {}), "messages": messages}` (`messages` last, never replaceable) | `{k: result[k] for k in incoming if k in result}` (only keys the graph's state schema declared as channels come back) | | CrewAI | **not injected**; `kickoff_async(inputs={})` unchanged | none — write-back skipped entirely (warn once when a non-empty context is set) | #### 3.1 OpenAI (`framework/openai/openai.py`) - `run()` (`openai.py:166`): after `_get_run_input(...)`, load `incoming = self._load_framework_context(session)`; pass `context=incoming` to `Runner.run(agent.agent, input_data, session=session_to_use, context=incoming)` (`:183`). After the call succeeds and before returning, `self._store_framework_context(session, incoming, incoming)`. The existing `try/except Exception/finally: context.reset()` shape (`:175-195`) is kept; the load sits at the top of the `try`, the store just before `return` inside the `try`. -- `stream()` (`openai.py:197`): load before `Runner.run_streamed(..., context=incoming)` (`:214`); place `_store_framework_context(session, incoming, incoming)` **after the `async for` loop, still inside the `try`** (`:216-219`) so `GeneratorExit` (client disconnect) or an exception unwinds before it. Do **not** move it into the `finally`. +- `stream()` (`openai.py:197`): load before `Runner.run_streamed(..., context=incoming)` (`:214`); place `_store_framework_context(session, incoming, incoming)` **after the `async for` loop, still inside the `try`** (`:216-219`) so `GeneratorExit` (client disconnect) or an exception unwinds before it. Do **not** move it into the `finally`. Wrap the write-back in `try/except Exception → _log_framework_context_stream_failure(...)` (see Error handling); `GeneratorExit` is a `BaseException`, so disconnect semantics are unaffected. - Injecting `context=None` when the key is absent is a no-op and matches today's implicit behaviour (no `context=` passed today). #### 3.2 Smolagents (`framework/smolagents/smolagents.py`) @@ -147,7 +152,7 @@ ADK's native state lives in an `InMemorySessionService` (`adk.py:53`) and is **n return state ``` - `run()` (`adk.py:198`): load `incoming` at the top of the `try` (`:206`); pass it into `_setup_session_context(...)`. After the `with ctx:` block (`:213-214`) and before returning, when `incoming` is not `None` read `produced = await adk_session.get_state()` — the full accumulated state with AK-internal keys already stripped by `get_state()`, **not** filtered to `incoming`'s keys — and `self._store_framework_context(session, incoming, produced)`. Because `produced` is the whole (stripped) state, keys a tool **added** during the run round-trip (they appear in `produced` and win the shallow merge), matching `design.md:60,62`; this is the deliberate divergence from smolagents (§3.2), where the read-back is restricted to seeded keys. ADK's `run()` has a `try/except` (`:206,224`) but **no `finally`** — the write-back goes at the end of the `try`, before the `except`. -- `stream()` (`adk.py:227`): load before `_setup_session_context`; after the `async for` loop inside the `with ctx:` block completes normally, read state and write back — inside the guarded region, so a disconnect/exception skips it. +- `stream()` (`adk.py:227`): load before `_setup_session_context`; after the `async for` loop inside the `with ctx:` block completes normally, read state and write back — inside the guarded region, so a disconnect/exception skips it; the read + write-back pair is wrapped in `try/except Exception → _log_framework_context_stream_failure(...)` (see Error handling). #### 3.4 LangGraph (`framework/langgraph/langgraph.py`) @@ -155,13 +160,14 @@ ADK's native state lives in an `InMemorySessionService` (`adk.py:53`) and is **n - `run()` (`langgraph.py:366`): load `incoming` after `_prepare_session_and_messages(...)` (`:388`). Spread its top-level keys into the input at `:390-393`: ```python - input_state = {"messages": messages} + input_state = {} if incoming: - input_state.update(incoming) # top-level channels, never replacing `messages` + input_state.update(incoming) # top-level channels + input_state["messages"] = messages # written last, so a caller key can never replace it result = await agent.agent.ainvoke(input=input_state, config=config) ``` After success, `produced = {k: result[k] for k in incoming if k in result}` (when `incoming` not `None`), then `_store_framework_context(session, incoming, produced)` — inside the existing `try` before the `except` (`:399`); the `finally: context.reset()` (`:401-403`) is unchanged. -- `stream()` (`langgraph.py:405`): spread `incoming` into the `astream_events` input the same way (`:426-430`). `astream_events` yields events, not a final state dict, so read state back with `state = await agent.agent.aget_state(config)` **after** the `async for` loop, inside the `try`; `produced = {k: state.values[k] for k in incoming if k in state.values}`, then write back. Skipped on disconnect/exception by placement. +- `stream()` (`langgraph.py:405`): spread `incoming` into the `astream_events` input the same way (`:426-430`). `astream_events` yields events, not a final state dict, so read state back with `state = await agent.agent.aget_state(config)` **after** the `async for` loop, inside the `try`; `produced = {k: state.values[k] for k in incoming if k in state.values}`, then write back. Skipped on disconnect/exception by placement; the `aget_state` read and the write-back are wrapped in `try/except Exception → _log_framework_context_stream_failure(...)` (see Error handling). #### 3.5 CrewAI (`framework/crewai/crewai.py`) — unsupported, warn and skip @@ -179,14 +185,28 @@ CrewAI's `kickoff(inputs=...)` are `.format()` template-interpolation variables, - `kickoff_async(inputs={})` stays as-is. No `_load_/_store_framework_context` calls — the stored key is left untouched (a set `{}` is preserved; a non-empty dict is preserved unchanged). Tools that need the dict still reach it via `ToolContext.get().session`. - `stream()` raises `NotImplementedError` (`:403-409`) — no streaming path. +#### 3.6 Langfuse-traced LangGraph (`trace/langfuse/langgraph.py`) — stop bypassing the base runner + +Traced runners subclass their framework runner, so they inherit the plumbing above **only if they delegate to `super()`**. Four of the five do. `LangFuseLangGraph.run` (`trace/langfuse/langgraph.py:26` on `develop`) is the exception: it re-implements request processing, config building, `agent.agent.ainvoke(...)` and reply construction inside its span, so `framework_context` would be silently ignored whenever Langfuse tracing is enabled — a silent no-op, not an error. + +Rather than duplicating the load/inject/write-back into the traced copy (which would have to be repeated for every future change to the runner), collapse the copy onto a single seam: + +- Add `LangFuseLangGraph._prepare_session_and_messages(...)`, which calls `super()._prepare_session_and_messages(...)` and sets `config["callbacks"] = [self._callback_handler]`. This is the only LangGraph-specific thing the traced runner needs, and both `run()` and `stream()` route through it. +- Reduce `LangFuseLangGraph.run` to: open `propagate_attributes(session_id=..., tags=["agentkernel"])` and the `start_as_current_observation(...)` span, `result = await super().run(agent, session, requests)`, `span.update(input=result.prompt, output=str(result))`, return `result`. +- Do **not** override `stream()`; the inherited base `stream()` now picks up the callback handler through the same seam. + +The other traced runners (`trace/langfuse/{openai,adk,crewai,smolagents}.py`, `trace/openllmetry/*.py`) already delegate to `super().run(...)`/`super().stream(...)` and need no change. + ### Consumer changes -- **`core/base.py`**: add `FRAMEWORK_CONTEXT` enum member; add `_load_framework_context`, `_store_framework_context`, `_ensure_framework_context_picklable` to `Runner`; add `import copy`, `import pickle`, and `_not_picklable` helper. `Session`, `Agent`, `Runtime` classes unchanged. +- **`core/base.py`**: add `FRAMEWORK_CONTEXT` enum member; add `_load_framework_context`, `_store_framework_context`, `_ensure_framework_context_picklable`, `_log_framework_context_stream_failure` to `Runner`; add `import copy`, `import pickle`, a module logger (`ak.core.runner`), and the `_not_picklable` helper. `Session`, `Agent`, `Runtime` classes unchanged. - **`framework/openai/openai.py`**: `OpenAIRunner.run` / `.stream` inject `context=` and write back. `OpenAIAgent`/`OpenAIModule`/`OpenAIToolBuilder` unchanged. - **`framework/smolagents/smolagents.py`**: `SmolagentsRunner.run` injects `additional_args=` (conditionally) and writes back filtered `agent.state`. Everything else unchanged. - **`framework/adk/adk.py`**: `GoogleADKRunner._setup_session_context` gains an `injected` param and returns `adk_session`; `GoogleADKSession` gains `get_state()`; `run`/`stream` load, seed, and write back. `get_response` signature unchanged. - **`framework/langgraph/langgraph.py`**: `LangGraphRunner.run`/`.stream` spread `incoming` into the input state and write back declared channels. `_prepare_session_and_messages` unchanged. - **`framework/crewai/crewai.py`**: `CrewAIRunner.run` adds a one-shot warning; no injection, no write-back. +- **`trace/langfuse/langgraph.py`**: `LangFuseLangGraph` gains a `_prepare_session_and_messages` override (wires the Langfuse callback handler into the base config) and its `run` shrinks to a span wrapper around `super().run(...)`; the re-implemented `ainvoke` body, its request/prompt handling, its `try/except`, and the now-unused imports (`HumanMessage`, `AgentReplyAny`, `AgentReplyText`, `AgentRequestAny`, `AgentRequestText`, `user_facing_error_message`, `LangGraphSessionConfigModel`, `LangGraphSessionConfigurable`) are removed. No `stream()` override is added. +- **No changes** to the other traced runners (`trace/langfuse/{openai,adk,crewai,smolagents}.py`, `trace/openllmetry/*.py`) — they already delegate to `super()`. - **No changes** to `core/runtime.py`, `core/hooks.py`, `core/session/*`, guardrails, multimodal, sandbox, deployment, or API layers — the key rides the existing `store()`/reload path. ### Config changes @@ -204,6 +224,12 @@ Each is intentional and justified: 5. **CrewAI logs a single warning when a non-empty `framework_context` is set.** Previously nothing was logged. Justified: makes the unsupported-status explicit at runtime rather than silently dropping. 6. **A new durable session key `framework_context` is persisted and reloaded** for every framework once a caller sets it. Justified: cross-turn carry is the feature; absent key ⇒ nothing persisted ⇒ no change for existing sessions. 7. **Write-back is atomic per turn.** On framework error or mid-stream disconnect (`GeneratorExit`) the previously stored context is left intact (write-back is skipped by placement inside the `try`, after the native call/loop, before `except`, never in `finally`). +8. **Langfuse-traced LangGraph runs now go through the base runner** (§3.6). Beyond gaining `framework_context` support, delegating to `super().run()` changes traced-run behaviour in ways the re-implemented copy did not have. Each is a fix, not a regression, but they are behaviour changes: + - **`ToolContext` is now set** for the duration of a traced run. The old copy never called `ToolContext(...).set()`, so AK tools that resolve the current context (`ToolContext.get()`) did not work under Langfuse tracing. + - **The agent's system prompt is now injected** (once per session, via `_prepare_session_and_messages`). The old copy sent only a `HumanMessage`, so a traced agent silently ran without its system prompt. + - **Reply text now goes through `_extract_text_content(...)`**, so list-shaped (content-block) message content renders as text instead of being stringified as a list. + - **Errors are now handled by the base runner's `except Exception`**, which returns the same `user_facing_error_message` reply — but the span is then updated with that error reply, whereas previously an exception escaped before `span.update(...)` and left the span without input/output. + - **Streamed traced runs now emit Langfuse traces.** The old class overrode only `run()`, so the inherited `stream()` ran without the callback handler; wiring it through `_prepare_session_and_messages` means `stream()` picks it up too. `stream()` is still not wrapped in `propagate_attributes`/`start_as_current_observation`, so streamed runs get callback-level traces without the enclosing "Agent Kernel LangGraph" span — out of scope here, worth a follow-up. **Non-changes** (fixed by this spec): - No change to how each framework stores its own internal state (the framework-name keys, LangGraph's `CheckPointer`). @@ -216,7 +242,9 @@ Each is intentional and justified: - **Framework raises during the native call.** Each runner's existing `except Exception` returns a user-facing error reply (`openai.py:191`, `langgraph.py:399`, `crewai.py:397`, `smolagents.py:167`, `adk.py:224`). Because write-back sits before the `except`, it is skipped — the previously stored context is untouched. `store()` still runs (`runtime.py:218`) and persists the rest of the session. - **Client disconnects mid-stream** (`GeneratorExit` at a `yield`) or **framework raises mid-stream.** Write-back is after the `async for` loop but inside the `try`, so it never runs — last-known-good context is kept, partial state is discarded. -- **Non-picklable context.** `_ensure_framework_context_picklable` raises a `TypeError` naming the session id and the offending key/type before `session.set(...)`. Raised inside the runner's `try`, it is caught by `except Exception` and surfaced through `user_facing_error_message` (unknown category ⇒ `"Error: "`, `error_util.py:69-71`), so the actionable text reaches the caller/logs instead of an opaque `store()` pickle crash aborting the whole session store. The stored context is left intact. +- **Stored value is not a `dict`.** `_load_framework_context` raises a `TypeError` naming the session id and the actual type before any injection happens, rather than letting a list/str flow into the adapter's injection code (or into `_store_framework_context`'s `dict(incoming)`) and fail opaquely later. In `run()` the runner's `except Exception` turns it into a user-facing error reply; in `stream()` it is raised before the first token is produced, so it propagates to the caller as an immediate failure — deliberate fail-fast for caller misuse. +- **Non-picklable context — `run()`.** `_ensure_framework_context_picklable` raises a `TypeError` naming the session id and the offending key/type before `session.set(...)`. Raised inside the runner's `try`, it is caught by `except Exception` and surfaced through `user_facing_error_message` (unknown category ⇒ `"Error: "`, `error_util.py:69-71`), so the actionable text reaches the caller/logs instead of an opaque `store()` pickle crash aborting the whole session store. The stored context is left intact and `store()` (`runtime.py:218`) still persists the rest of the session. +- **Non-picklable context (or a failed state read) — `stream()`.** The stream paths have no `except Exception` of their own (`openai.py:213` and `langgraph.py:430` use `try/finally`; ADK's `stream()` has no `try` at all), and neither does `Runtime.stream` (`runtime.py:236-259`). An exception at stream write-back would therefore escape the generator, surface via `chat_service.py`'s catch-all as a raw `str(e)` error chunk *after* the full response was already streamed, and skip `Runtime.stream`'s `self.sessions().store(session)` — losing the whole turn's session state, not just the context. To keep the two paths degrading the same way, each stream write-back (including the `aget_state`/`get_state` read that produces it) is wrapped in `try/except Exception`, which calls `Runner._log_framework_context_stream_failure(session, e)`: the failure is logged at ERROR with the session id and traceback, the stored context is left intact, and the session still persists. `GeneratorExit` is a `BaseException` and is not caught, so disconnect semantics are unchanged. - **`session is None`** (runner invoked without a session, e.g. some unit paths): `_load_framework_context` returns `None`, `_store_framework_context` no-ops — no injection, no write-back, no error. - **Absent optional attributes** (`agent.state` on an older smolagents; ADK `get_session` returning no `state`): guarded with `hasattr`/`isinstance`/`getattr(..., {})`; degrade to "no round-trip", never raise. @@ -242,9 +270,11 @@ Base-`Runner` plumbing, framework-agnostic (uses `DummyRunner`-style subclass): - **`ak-py/tests/test_langgraph_runner.py`**: `_mock_agent` (`:16`) — add `agent.agent.aget_state` for the stream case. Add cases: `ainvoke` receives `input` containing the spread caller keys plus `messages`; keys present in `result` round-trip, absent ones are dropped; `messages` is never overwritten. - **`ak-py/tests/test_crewai_runner.py`**: add a case asserting that setting a non-empty `framework_context` logs exactly one warning (via `caplog` on `ak.crewai.runner`) and that `kickoff_async` is still called with `inputs={}`; and that a caller-set `{}` logs nothing and is preserved. +- **`ak-py/tests/test_trace_langfuse_langgraph.py`** (new): regression coverage for §3.6 — with a mocked Langfuse client, a seeded context is injected into the traced `ainvoke` input and written back through `LangFuseLangGraph.run`; an absent key skips write-back; a framework error leaves the stored context intact. These are what catch a future traced runner re-implementing the native call and silently bypassing the feature. + ### Streaming coverage -Add streaming write-back cases for OpenAI and LangGraph (and ADK) in the respective runner test files (or `test_framework_context.py`): normal drain writes back; a `GeneratorExit` raised at the consumer (simulating disconnect) leaves the stored context intact. +Add streaming write-back cases for OpenAI, LangGraph **and ADK** in the respective runner test files (or `test_framework_context.py`): normal drain writes back; a `GeneratorExit` raised at the consumer (simulating disconnect) leaves the stored context intact and the state read (`aget_state`/`get_state`) is never called. ADK matters most here — its `stream()` has no `try` at all, so skip-on-disconnect rests purely on statement placement. Also cover the guarded-failure path (§ Error handling): a write-back error at the end of a stream is logged and swallowed, the stream still drains, and the stored context is unchanged. ## Documentation updates From cc4a2b064836b8f17a6b35213e3e6ddb0233e9f8 Mon Sep 17 00:00:00 2001 From: Induwara Senadheera Date: Mon, 27 Jul 2026 10:42:41 +0530 Subject: [PATCH 5/9] feat: Enhance Google ADK session state handling with caller key seeding and stripping of non-caller keys --- .agents/skills/ak-dev-architecture/SKILL.md | 2 +- .../ak-dev-new-framework-integration/SKILL.md | 10 +++ ak-py/src/agentkernel/framework/adk/adk.py | 35 ++++++++--- .../agentkernel/framework/crewai/crewai.py | 11 +++- ak-py/tests/test_adk_runner.py | 62 ++++++++++++++++++- ak-py/tests/test_crewai_runner.py | 21 +++++++ docs/docs/core-concepts/runner.md | 8 +-- docs/docs/frameworks/google-adk.md | 7 ++- docs/docs/frameworks/multi-framework.md | 8 ++- docs/docs/frameworks/smolagents.md | 4 ++ .../526-framework-runtime-context/spec.md | 40 +++++++----- 11 files changed, 169 insertions(+), 39 deletions(-) diff --git a/.agents/skills/ak-dev-architecture/SKILL.md b/.agents/skills/ak-dev-architecture/SKILL.md index c44d3ee35..2b23a86bb 100644 --- a/.agents/skills/ak-dev-architecture/SKILL.md +++ b/.agents/skills/ak-dev-architecture/SKILL.md @@ -56,7 +56,7 @@ Encapsulates framework-specific execution logic: - **`stream(agent, session, requests) -> AsyncGenerator[str, None]`**: Abstract async generator that yields token deltas for streaming execution (`execution.mode: stream`). Frameworks without native token streaming (CrewAI, smolagents) implement it by raising `NotImplementedError` - Each framework implements its own Runner (e.g., `OpenAIRunner`, `LangGraphRunner`, `CrewAIRunner`, `GoogleADKRunner`, `SmolagentsRunner`) - Runners handle: creating `ToolContext`, converting request models to framework-native formats, invoking the framework's execution API, converting responses back to `AgentReply` -- **Per-run framework context**: the base `Runner` provides `_load_framework_context(session)` (returns a **deep copy** of the reserved `framework_context` key, or `None` when absent) and `_store_framework_context(session, incoming, produced)` (shallow-merges `produced` over `incoming` — framework-touched top-level keys win, untouched caller keys preserved — with a fail-fast picklability check). Each adapter's `run`/`stream` calls load before the native call, injects `incoming` via its native mechanism, and calls store **only after a successful native call** (inside the `try`, before the `except`; after the `async for` loop for streams, never in `finally`) so a crash/disconnect leaves the stored context intact. Round-trip fidelity is per-framework (OpenAI full; ADK all-but-internal-keys; smolagents pre-seeded keys only; LangGraph declared channels only; CrewAI unsupported — warns and skips) +- **Per-run framework context**: the base `Runner` provides `_load_framework_context(session)` (returns a **deep copy** of the reserved `framework_context` key, or `None` when absent) and `_store_framework_context(session, incoming, produced)` (shallow-merges `produced` over `incoming` — framework-touched top-level keys win, untouched caller keys preserved — with a fail-fast picklability check). Each adapter's `run`/`stream` calls load before the native call, injects `incoming` via its native mechanism, and calls store **only after a successful native call** (inside the `try`, before the `except`; after the `async for` loop for streams, never in `finally`) so a crash/disconnect leaves the stored context intact. Round-trip fidelity is per-framework (OpenAI full; ADK all-but-internal-and-scope-prefixed keys, accumulate-only; smolagents pre-seeded keys only, and the context is also appended to the task prompt; LangGraph declared channels only; CrewAI unsupported — warns once per runner and skips). When an adapter seeds caller keys into a native state dict, write AK-internal keys **last** so a caller key cannot displace them (`ak_tool_context` in ADK, `messages` in LangGraph) ### Module (`ak-py/src/agentkernel/core/module.py`) diff --git a/.agents/skills/ak-dev-new-framework-integration/SKILL.md b/.agents/skills/ak-dev-new-framework-integration/SKILL.md index 430419439..c0f3a1d22 100644 --- a/.agents/skills/ak-dev-new-framework-integration/SKILL.md +++ b/.agents/skills/ak-dev-new-framework-integration/SKILL.md @@ -187,6 +187,16 @@ before the `except`** — and for `stream()`, **after the `async for` loop but s `try`**, never in `finally`. A framework error or a client disconnect (`GeneratorExit`) then unwinds before it, leaving the previously stored context intact rather than persisting partial state. +**Seed AK-internal keys last.** If you inject the caller's dict by merging it into a native state +dict that also carries AK-internal entries, assign the internal ones **after** the caller's keys so a +caller key can never displace them (`ak_tool_context` in ADK, `messages` in LangGraph). The failures +this prevents are silent and confusing — a broken tool-context lookup, or a replaced message list. + +**Watch for injection side effects.** A framework's "context" slot is not always private: smolagents' +`additional_args` is merged into the agent state *and* appended to the task prompt, so the caller's +dict reaches the model. If your framework does something similar, document it on the framework's page +so callers know not to put secrets in `framework_context`. + **Declare your round-trip fidelity honestly** in the framework's docs and the fidelity table in `docs/docs/core-concepts/runner.md` — how much of a caller dict actually survives depends on the framework (full round-trip, filtered to seeded keys, declared-channels-only, or unsupported). If the diff --git a/ak-py/src/agentkernel/framework/adk/adk.py b/ak-py/src/agentkernel/framework/adk/adk.py index 64a9dbe7a..8a9c8afad 100644 --- a/ak-py/src/agentkernel/framework/adk/adk.py +++ b/ak-py/src/agentkernel/framework/adk/adk.py @@ -13,7 +13,7 @@ from google.adk.agents.run_config import RunConfig, StreamingMode from google.adk.events import Event, EventActions from google.adk.runners import Runner -from google.adk.sessions import BaseSessionService, InMemorySessionService +from google.adk.sessions import BaseSessionService, InMemorySessionService, State from google.adk.tools import FunctionTool, ToolContext from google.genai import types from pydantic import ValidationError @@ -78,20 +78,33 @@ async def update_session_state(self, invocation_id: str, author: str, state: dic async def get_state(self) -> dict: """ - Returns the current ADK session state with AK-internal keys stripped. + Returns the current session-scoped ADK state with non-caller keys stripped. ADK's native state lives in an InMemorySessionService and is not part of the pickled AK session, so the runner reads it back here to give the framework_context cross-turn - durability. The AK-internal ``ak_tool_context`` key (seeded fresh every turn) is removed so - the caller's context never accumulates a stale internal id. - :return: The accumulated ADK session state, or an empty dict when no session exists. + durability. Two groups of keys are removed because they are not caller state: + + - ``ak_tool_context`` — AK-internal, seeded fresh every turn, so the caller's context never + accumulates a stale internal id. + - ``app:`` / ``user:`` / ``temp:`` prefixed keys — the first two are app- and user-scoped + values that ``InMemorySessionService`` merges into the returned session on read + (``_merge_state``), the third is invocation-scoped. None belong in a per-session caller + context that gets pickled into the AK session. + + Note that the returned state is accumulate-only: ADK keeps every key written to this session + for its lifetime, so a key the caller drops from framework_context reappears here on the next + turn, and values an agent writes itself (e.g. ``LlmAgent(output_key=...)``) are + indistinguishable from tool writes and round-trip too. + :return: The accumulated session-scoped ADK state, or an empty dict when no session exists. """ if self._session is None: return {} - refreshed = await self._session_service.get_session(app_name="AgentKernel", user_id="AgentKernel", session_id=self._session.id) + refreshed = await self._session_service.get_session( + app_name=self._session.app_name, user_id=self._session.user_id, session_id=self._session.id + ) state = dict(getattr(refreshed, "state", {}) or {}) state.pop("ak_tool_context", None) - return state + return {k: v for k, v in state.items() if not k.startswith((State.APP_PREFIX, State.USER_PREFIX, State.TEMP_PREFIX))} class GoogleADKRunner(BaseRunner): @@ -181,9 +194,11 @@ async def _setup_session_context( ctx: AKToolContext = AKToolContext(Runtime.current(), agent, session, requests) await adk_session.create_session(app_name=app_name, user_id=user_id, session_id=session.id) - state = {"ak_tool_context": ctx.id} - if injected: - state.update(injected) + # The AK-internal key is assigned LAST so a caller key named `ak_tool_context` can never + # replace the id tools resolve their context by (AKToolContext.fetch would raise KeyError for + # every tool call in the run). Same "internal key wins" ordering as LangGraph's `messages`. + state = dict(injected or {}) + state["ak_tool_context"] = ctx.id await adk_session.update_session_state(ctx.id, agent.name, state) runner = Runner(agent=agent.agent, app_name=app_name, session_service=adk_session.session_service) diff --git a/ak-py/src/agentkernel/framework/crewai/crewai.py b/ak-py/src/agentkernel/framework/crewai/crewai.py index 7f5bd8eed..d985d114e 100644 --- a/ak-py/src/agentkernel/framework/crewai/crewai.py +++ b/ak-py/src/agentkernel/framework/crewai/crewai.py @@ -273,6 +273,8 @@ def __init__(self): """ super().__init__(FRAMEWORK) self._log = logging.getLogger("ak.crewai.runner") + self._context_warned = False + """Whether the unsupported-framework_context warning has already been logged by this runner.""" def _transcript(self, session: Session) -> list[str] | None: """ @@ -376,12 +378,15 @@ async def run(self, agent: Any, session: Session, requests: list[AgentRequest]) memory=memory, ) # CrewAI's kickoff(inputs=...) are .format() template-interpolation variables, not a - # context/state object, so there is no safe per-run caller-state slot. Warn once when a + # context/state object, so there is no safe per-run caller-state slot. Warn when a # non-empty framework_context is set (a caller-set {} is falsy and does not warn) and # leave the stored key untouched — no injection, no write-back. Tools that need the dict - # can still reach it via ToolContext.get().session. - if session is not None and session.get(Session.Keys.FRAMEWORK_CONTEXT.value): + # can still reach it via ToolContext.get().session. The warning fires once per runner + # rather than once per turn: the condition holds for every turn of a session that seeded + # a context, and repeating an unactionable warning on each of them is just log noise. + if not self._context_warned and session is not None and session.get(Session.Keys.FRAMEWORK_CONTEXT.value): self._log.warning("framework_context is set but CrewAI does not support per-run caller context/state; ignoring it.") + self._context_warned = True reply = await crew.kickoff_async(inputs={}) if isinstance(getattr(reply, "pydantic", None), BaseModel): agent_reply: AgentReply = AgentReplyAny(content=reply.pydantic.model_dump(mode="json"), prompt=prompt) diff --git a/ak-py/tests/test_adk_runner.py b/ak-py/tests/test_adk_runner.py index 7328b34a7..6915095e2 100644 --- a/ak-py/tests/test_adk_runner.py +++ b/ak-py/tests/test_adk_runner.py @@ -6,7 +6,7 @@ from agentkernel.core import Session from agentkernel.core.model import AgentReplyAny, AgentReplyText, AgentRequestText -from agentkernel.framework.adk.adk import GoogleADKRunner +from agentkernel.framework.adk.adk import GoogleADKRunner, GoogleADKSession FRAMEWORK_CONTEXT = Session.Keys.FRAMEWORK_CONTEXT.value @@ -66,6 +66,66 @@ def _run_with_response(runner, agent, session, requests, response_text, adk_sess return patch.object(runner, "_setup_session_context", setup), patch.object(GoogleADKRunner, "get_response", get_response) +class TestGoogleADKSessionState: + """GoogleADKSession.get_state returns only session-scoped caller state.""" + + @pytest.mark.asyncio + async def test_internal_and_scope_prefixed_keys_are_stripped(self): + """app:/user:/temp: keys are not caller state and must never enter framework_context.""" + adk_session = GoogleADKSession() + adk_session._session = MagicMock(id="s", app_name="AgentKernel", user_id="AgentKernel") + refreshed = MagicMock() + refreshed.state = { + "cart": ["milk"], # caller / tool state — kept + "ak_tool_context": "ctx-id", # AK-internal — stripped + "app:theme": "dark", # merged in by InMemorySessionService._merge_state — stripped + "user:tier": "gold", # merged in by InMemorySessionService._merge_state — stripped + "temp:scratch": 1, # invocation-scoped — stripped + } + adk_session._session_service = MagicMock() + adk_session._session_service.get_session = AsyncMock(return_value=refreshed) + + assert await adk_session.get_state() == {"cart": ["milk"]} + + @pytest.mark.asyncio + async def test_lookup_uses_the_created_sessions_identifiers(self): + """The read-back must not depend on hardcoded app/user names that could drift.""" + adk_session = GoogleADKSession() + adk_session._session = MagicMock(id="sid", app_name="OtherApp", user_id="other-user") + adk_session._session_service = MagicMock() + adk_session._session_service.get_session = AsyncMock(return_value=MagicMock(state={})) + + await adk_session.get_state() + + adk_session._session_service.get_session.assert_awaited_once_with(app_name="OtherApp", user_id="other-user", session_id="sid") + + @pytest.mark.asyncio + async def test_no_session_returns_empty_state(self): + assert await GoogleADKSession().get_state() == {} + + +class TestGoogleADKRunnerStateSeeding: + """The caller's context is seeded into ADK state without displacing AK-internal keys.""" + + @pytest.mark.asyncio + async def test_caller_key_cannot_override_ak_tool_context(self): + """A context key named ak_tool_context would break AKToolContext.fetch for every tool.""" + runner = GoogleADKRunner() + session = Session("s") + agent = _mock_agent(output_schema=None) + + adk_session = MagicMock() + adk_session.create_session = AsyncMock() + adk_session.update_session_state = AsyncMock() + + with patch.object(GoogleADKRunner, "_session", return_value=adk_session), patch("agentkernel.framework.adk.adk.Runner"): + _, _, ctx, _ = await runner._setup_session_context(agent, session, [], {"ak_tool_context": "hijacked", "cart": []}) + + _, _, state = adk_session.update_session_state.await_args.args + assert state["ak_tool_context"] == ctx.id + assert state["cart"] == [] + + class TestGoogleADKRunnerFrameworkContext: """framework_context injection into ADK state and full (stripped) write-back.""" diff --git a/ak-py/tests/test_crewai_runner.py b/ak-py/tests/test_crewai_runner.py index 1c3d6bb37..e0907c305 100644 --- a/ak-py/tests/test_crewai_runner.py +++ b/ak-py/tests/test_crewai_runner.py @@ -236,6 +236,27 @@ async def test_non_empty_context_warns_once_and_is_preserved(self, caplog): # The stored key is left untouched (no injection, no write-back). assert session.get(FRAMEWORK_CONTEXT) == {"user_id": "42"} + @pytest.mark.asyncio + async def test_warning_is_not_repeated_on_later_runs(self, caplog): + """The condition holds on every turn of a seeded session — warn once per runner, not per turn.""" + runner = CrewAIRunner() + session = Session("test-session") + session.set(FRAMEWORK_CONTEXT, {"user_id": "42"}) + mock_agent = _mock_agent() + + with ( + patch("agentkernel.framework.crewai.crewai.Crew", _mock_crew("ok")), + patch("agentkernel.framework.crewai.crewai.Task"), + patch.object(runner, "_memory", return_value=None), + caplog.at_level(logging.WARNING, logger="ak.crewai.runner"), + ): + await runner.run(mock_agent, session, [AgentRequestText(prompt="hi")]) + await runner.run(mock_agent, session, [AgentRequestText(prompt="again")]) + await runner.run(mock_agent, session, [AgentRequestText(prompt="and again")]) + + warnings = [record for record in caplog.records if "framework_context" in record.getMessage()] + assert len(warnings) == 1 + @pytest.mark.asyncio async def test_empty_context_logs_nothing_and_is_preserved(self, caplog): runner = CrewAIRunner() diff --git a/docs/docs/core-concepts/runner.md b/docs/docs/core-concepts/runner.md index 1d7b6bd20..85c8b2f9a 100644 --- a/docs/docs/core-concepts/runner.md +++ b/docs/docs/core-concepts/runner.md @@ -215,10 +215,10 @@ to seed and read it). When the key is set, a runner: | Framework | Fidelity | Injected as | Written back | |-----------|----------|-------------|--------------| | OpenAI | **Full round-trip** | `Runner.run(..., context=ctx)` — tools mutate it in place | the same object, in full | -| Google ADK | **Round-trips (filtered)** | merged into the ADK session `state` | the accumulated ADK state, with AK-internal keys stripped — **tool-added keys survive** | -| Smolagents | **Round-trips (filtered)** | `agent.run(..., additional_args=ctx)` | `agent.state` **restricted to pre-seeded keys** — brand-new keys are dropped | -| LangGraph | **Declared channels only** | spread into the graph input alongside `messages` | only keys the graph's state schema declares as channels (prebuilt agents drop unknown keys) | -| CrewAI | **Unsupported** | not injected | none — a set context is **ignored with a one-time warning** | +| Google ADK | **Round-trips (filtered), accumulate-only** | merged into the ADK session `state` (AK-internal keys always win, so they cannot be displaced by a caller key) | the accumulated session state, minus AK-internal and `app:`/`user:`/`temp:`-prefixed keys — **tool-added keys survive**, and so does anything else written to the state ([caveats](../frameworks/google-adk.md#per-run-contextstate)) | +| Smolagents | **Round-trips (filtered)** | `agent.run(..., additional_args=ctx)` — which smolagents **also appends to the task prompt** ([caveat](../frameworks/smolagents.md#per-run-contextstate)) | `agent.state` **restricted to pre-seeded keys** — brand-new keys are dropped | +| LangGraph | **Declared channels only** | spread into the graph input alongside `messages` (written last, so a caller key cannot replace it) | only keys the graph's state schema declares as channels (prebuilt agents drop unknown keys) | +| CrewAI | **Unsupported** | not injected | none — a set context is **ignored**, with one warning logged per runner | Because of this divergence, tool authors who want a context write to be portable across every framework should **pre-seed every key they intend to write** before the run. diff --git a/docs/docs/frameworks/google-adk.md b/docs/docs/frameworks/google-adk.md index dd1dc3dfb..db203e34e 100644 --- a/docs/docs/frameworks/google-adk.md +++ b/docs/docs/frameworks/google-adk.md @@ -115,7 +115,12 @@ Structured output applies to non-streaming execution only. Streamed runs emit to ## Per-run context/state -Google ADK **round-trips all caller keys** of the reserved [`framework_context`](../core-concepts/session.md#framework-context--per-run-state) session key **except AK-internal ones**. It is merged into the ADK session `state` on input; on write-back the accumulated state is read back with the internal `ak_tool_context` key stripped. Because the whole (stripped) state is returned, keys a tool **adds** during the run survive to the next turn. ADK's native state is in-memory only, so this write-back is what gives the context cross-turn durability. +Google ADK **round-trips all caller keys** of the reserved [`framework_context`](../core-concepts/session.md#framework-context--per-run-state) session key **except AK-internal ones**. It is merged into the ADK session `state` on input (the internal `ak_tool_context` key is written last, so a caller key of that name cannot displace it); on write-back the accumulated state is read back with `ak_tool_context` and ADK's `app:`/`user:`/`temp:`-prefixed keys stripped — the first two are app- and user-scoped values ADK merges in on read, the third is invocation-scoped, and none are per-session caller state. Because the rest of the state is returned whole, keys a tool **adds** during the run survive to the next turn. ADK's native state is in-memory only, so this write-back is what gives the context cross-turn durability. + +Two consequences of reading the state back wholesale: + +- **The state is accumulate-only.** ADK keeps every key written to a session for that session's lifetime, so removing a key from `framework_context` does not remove it from ADK — it reappears on the next write-back. To clear a value on ADK, overwrite it (e.g. set it to `None` or `[]`) rather than deleting the key. +- **Agent-written state round-trips too.** A value an agent writes itself — most commonly `LlmAgent(output_key="...")`, which stores the agent's response in the state — is indistinguishable from a key a tool wrote, so it also lands in `framework_context`. Expect the stored context on ADK to hold more than what your tools put there. ## Features diff --git a/docs/docs/frameworks/multi-framework.md b/docs/docs/frameworks/multi-framework.md index ec8413b4d..da9cc8677 100644 --- a/docs/docs/frameworks/multi-framework.md +++ b/docs/docs/frameworks/multi-framework.md @@ -240,9 +240,13 @@ session key gives you one uniform way to carry a context/state dict across turns it round-trips is not the same in every framework** (see the [fidelity table](../core-concepts/runner.md#per-run-framework-context)): -- **OpenAI** and **Google ADK** round-trip **new keys** a tool adds during a run. +- **OpenAI** and **Google ADK** round-trip **new keys** a tool adds during a run. On ADK the state is + additionally **accumulate-only** (a key you delete comes back) and picks up anything else the + agent writes to its state — see [Google ADK](./google-adk.md#per-run-contextstate). - **Smolagents** and **prebuilt LangGraph** agents round-trip only keys that were **pre-seeded** - (smolagents) or **declared as state channels** (LangGraph); other keys are silently dropped. + (smolagents) or **declared as state channels** (LangGraph); other keys are silently dropped. On + smolagents the context is also **appended to the model prompt** — see + [Smolagents](./smolagents.md#per-run-contextstate). - **CrewAI** does not support it at all — a set context is ignored with a warning. To write context **portably across all frameworks in a multi-framework app**, **pre-seed every key diff --git a/docs/docs/frameworks/smolagents.md b/docs/docs/frameworks/smolagents.md index f5e966f0c..67ea62704 100644 --- a/docs/docs/frameworks/smolagents.md +++ b/docs/docs/frameworks/smolagents.md @@ -121,6 +121,10 @@ Structured output applies to non-streaming execution only. (SmolAgents does not Smolagents **round-trips a filtered subset** of the reserved [`framework_context`](../core-concepts/session.md#framework-context--per-run-state) session key. It is injected as `agent.run(..., additional_args=...)`; on write-back the runner reads `agent.state` but keeps **only the keys you pre-seeded** (framework-internal entries have no clean prefix to filter on). Consequence: a tool that mutates a **pre-seeded** key round-trips, but a tool that adds a **brand-new** key has it silently dropped — pre-seed every key you intend to write. +:::warning The context is also sent to the model +`additional_args` is not a private state slot. Smolagents merges it into `agent.state` **and** appends it to the task text, so the whole context dict is stringified into the prompt on every turn — that is how the model learns which variables it can reference. Two implications: the prompt (and its token cost) grows with your context, and **anything you put in `framework_context` is shown to the model**. Keep credentials, tokens and PII out of it on smolagents; use a non-round-tripped session key for those instead. +::: + ## Features - ✅ ToolCalling and CodeAgent support diff --git a/docs/specs/526-framework-runtime-context/spec.md b/docs/specs/526-framework-runtime-context/spec.md index 6c372dc28..169d8adac 100644 --- a/docs/specs/526-framework-runtime-context/spec.md +++ b/docs/specs/526-framework-runtime-context/spec.md @@ -93,8 +93,8 @@ Each runner: (a) calls `_load_framework_context(session)` before the native call | Framework | `incoming` injection | `produced` extraction (write-back source) | |---|---|---| | OpenAI | `Runner.run(..., context=incoming)` / `Runner.run_streamed(..., context=incoming)` | `produced = incoming` (tools mutate it in place; merge is identity) | -| Smolagents | `agent.run(prompt, additional_args=incoming, reset=False)` — only when `incoming is not None` | `agent.state`, **filtered to `incoming`'s keys**: `{k: agent.state[k] for k in incoming if k in agent.state}` | -| Google ADK | seed state delta: `{"ak_tool_context": ctx.id, **(incoming or {})}` | ADK session `state` read back, **`ak_tool_context` (and any AK-internal key) stripped** — **not** restricted to `incoming`'s keys, so tool-added keys round-trip (see note) | +| Smolagents | `agent.run(prompt, additional_args=incoming, reset=False)` — only when `incoming is not None`; note smolagents also appends `str(incoming)` to the task prompt (see §3.2) | `agent.state`, **filtered to `incoming`'s keys**: `{k: agent.state[k] for k in incoming if k in agent.state}` | +| Google ADK | seed state delta: `{**(incoming or {}), "ak_tool_context": ctx.id}` (internal key last, never replaceable) | ADK session `state` read back, **`ak_tool_context` and `app:`/`user:`/`temp:`-prefixed keys stripped** — **not** restricted to `incoming`'s keys, so tool-added keys round-trip (see note) | | LangGraph | spread top-level keys into input: `input={**(incoming or {}), "messages": messages}` (`messages` last, never replaceable) | `{k: result[k] for k in incoming if k in result}` (only keys the graph's state schema declared as channels come back) | | CrewAI | **not injected**; `kickoff_async(inputs={})` unchanged | none — write-back skipped entirely (warn once when a non-empty context is set) | @@ -123,34 +123,39 @@ Each runner: (a) calls `_load_framework_context(session)` before the native call This is inside the `try` before `return`, so the existing `except`/`finally: context.reset()` (`:167-171`) is unchanged. - Consequence (already stated in `design.md`): a tool that adds a **brand-new** key is silently dropped on smolagents because the filter is `incoming`'s keys only; a tool that mutates a **pre-seeded** key round-trips. `stream()` raises `NotImplementedError` (`:173-179`) — no streaming write-back. - `agent.state` / `additional_args` are the smolagents `MultiStepAgent.run` surface; guarded by `hasattr`/`isinstance` so a version without `state` degrades to "no round-trip" rather than raising. +- **`additional_args` is not a private state slot.** `MultiStepAgent.run` does `self.state.update(additional_args)` **and** appends `str(additional_args)` to `self.task` ("You have been provided with these additional arguments…"), which is how the model learns the variable names. Two consequences, both documented in `smolagents.md` rather than worked around — there is no other caller-state slot in smolagents, so avoiding the prompt append would mean dropping injection entirely: the prompt and its token cost grow with the context, and **everything in `framework_context` is shown to the model**, so credentials/PII belong in a different (non-round-tripped) session key on this framework. #### 3.3 Google ADK (`framework/adk/adk.py`) ADK's native state lives in an `InMemorySessionService` (`adk.py:53`) and is **not** part of the pickled AK session, so write-back is what gives cross-turn durability. -- `_setup_session_context()` (`adk.py:146`) currently seeds `{"ak_tool_context": ctx.id}` (`:162`). Change it to accept the injected context and seed it alongside: +- `_setup_session_context()` (`adk.py:146`) currently seeds `{"ak_tool_context": ctx.id}` (`:162`). Change it to accept the injected context and seed it alongside — with the **AK-internal key assigned last**, the same "internal key wins" ordering LangGraph uses for `messages` (§3.4). If the caller's dict could overwrite `ak_tool_context`, `AKToolContext.fetch(...)` (`core/tool.py:139-141`) would raise `KeyError` for every tool call in the run, and `get_state()` strips the key before write-back so the clobbered value would never even surface: ```python async def _setup_session_context(self, agent, session, requests, injected: dict | None): ... - state = {"ak_tool_context": ctx.id} - if injected: - state.update(injected) + state = dict(injected or {}) + state["ak_tool_context"] = ctx.id # last — never replaceable by a caller key await adk_session.update_session_state(ctx.id, agent.name, state) return user_id, runner, ctx, adk_session ``` Return `adk_session` too, so the caller can read state back without re-fetching. -- Add a read-back helper on `GoogleADKSession` that returns the current state with AK-internal keys stripped: +- Add a read-back helper on `GoogleADKSession` that returns the **session-scoped** state with non-caller keys stripped. The lookup is keyed off the created session's own identifiers rather than repeating the `"AgentKernel"` literals — if those ever diverge, `get_session` returns `None` and the write-back would silently degrade to a no-op instead of failing: ```python async def get_state(self) -> dict: if self._session is None: return {} refreshed = await self._session_service.get_session( - app_name="AgentKernel", user_id="AgentKernel", session_id=self._session.id + app_name=self._session.app_name, user_id=self._session.user_id, session_id=self._session.id ) state = dict(getattr(refreshed, "state", {}) or {}) - state.pop("ak_tool_context", None) # strip AK-internal key(s) — fresh id every turn - return state + state.pop("ak_tool_context", None) # AK-internal — fresh id every turn + # app:/user: are app- and user-scoped values InMemorySessionService merges in on read + # (_merge_state); temp: is invocation-scoped. None are per-session caller state. + return {k: v for k, v in state.items() + if not k.startswith((State.APP_PREFIX, State.USER_PREFIX, State.TEMP_PREFIX))} ``` + `State` comes from the existing `google.adk.sessions` import, so the prefixes are not hardcoded. +- **Known and accepted** (documented in `google-adk.md`, not coded around): the returned state is *accumulate-only* — ADK keeps every key written to the session for its lifetime, so a key the caller deletes from `framework_context` reappears on the next write-back (clear by overwriting, not deleting) — and state an agent writes itself, most commonly `LlmAgent(output_key=...)`, is indistinguishable from a tool write and round-trips too. Filtering `output_key` out would only work for the root agent's, leaving sub-agents' behind, which is a less predictable rule than "the whole session-scoped state comes back". - `run()` (`adk.py:198`): load `incoming` at the top of the `try` (`:206`); pass it into `_setup_session_context(...)`. After the `with ctx:` block (`:213-214`) and before returning, when `incoming` is not `None` read `produced = await adk_session.get_state()` — the full accumulated state with AK-internal keys already stripped by `get_state()`, **not** filtered to `incoming`'s keys — and `self._store_framework_context(session, incoming, produced)`. Because `produced` is the whole (stripped) state, keys a tool **added** during the run round-trip (they appear in `produced` and win the shallow merge), matching `design.md:60,62`; this is the deliberate divergence from smolagents (§3.2), where the read-back is restricted to seeded keys. ADK's `run()` has a `try/except` (`:206,224`) but **no `finally`** — the write-back goes at the end of the `try`, before the `except`. - `stream()` (`adk.py:227`): load before `_setup_session_context`; after the `async for` loop inside the `with ctx:` block completes normally, read state and write back — inside the guarded region, so a disconnect/exception skips it; the read + write-back pair is wrapped in `try/except Exception → _log_framework_context_stream_failure(...)` (see Error handling). @@ -173,13 +178,14 @@ ADK's native state lives in an `InMemorySessionService` (`adk.py:53`) and is **n CrewAI's `kickoff(inputs=...)` are `.format()` template-interpolation variables, not a state object; a non-empty `inputs` would turn interpolation on and raise `KeyError` on literal braces in the `_describe(...)` task description (`crewai.py:294-305`). There is no safe caller-state slot. -- In `run()` (`crewai.py:324`), after building the prompt and before `kickoff_async` (`:378`), check the key **once per run** and warn, without loading/injecting: +- In `run()` (`crewai.py:324`), after building the prompt and before `kickoff_async` (`:378`), check the key and warn, without loading/injecting. The warning is gated on a `self._context_warned` flag set in `__init__`, so it fires **once per runner instance** (effectively once per process — a runner is per-module and long-lived) rather than once per turn: the condition holds on every turn of a session that seeded a context, and repeating an unactionable warning on each of them is just log noise. A flag also cannot grow unbounded the way a set of session ids would: ```python - if session is not None and session.get(Session.Keys.FRAMEWORK_CONTEXT.value): + if not self._context_warned and session is not None and session.get(Session.Keys.FRAMEWORK_CONTEXT.value): self._log.warning( "framework_context is set but CrewAI does not support per-run caller " "context/state; ignoring it." ) + self._context_warned = True ``` `session.get(...)` truthiness means a caller-set `{}` (falsy) does **not** warn; only a non-empty dict does. - `kickoff_async(inputs={})` stays as-is. No `_load_/_store_framework_context` calls — the stored key is left untouched (a set `{}` is preserved; a non-empty dict is preserved unchanged). Tools that need the dict still reach it via `ToolContext.get().session`. @@ -202,7 +208,7 @@ The other traced runners (`trace/langfuse/{openai,adk,crewai,smolagents}.py`, `t - **`core/base.py`**: add `FRAMEWORK_CONTEXT` enum member; add `_load_framework_context`, `_store_framework_context`, `_ensure_framework_context_picklable`, `_log_framework_context_stream_failure` to `Runner`; add `import copy`, `import pickle`, a module logger (`ak.core.runner`), and the `_not_picklable` helper. `Session`, `Agent`, `Runtime` classes unchanged. - **`framework/openai/openai.py`**: `OpenAIRunner.run` / `.stream` inject `context=` and write back. `OpenAIAgent`/`OpenAIModule`/`OpenAIToolBuilder` unchanged. - **`framework/smolagents/smolagents.py`**: `SmolagentsRunner.run` injects `additional_args=` (conditionally) and writes back filtered `agent.state`. Everything else unchanged. -- **`framework/adk/adk.py`**: `GoogleADKRunner._setup_session_context` gains an `injected` param and returns `adk_session`; `GoogleADKSession` gains `get_state()`; `run`/`stream` load, seed, and write back. `get_response` signature unchanged. +- **`framework/adk/adk.py`**: `GoogleADKRunner._setup_session_context` gains an `injected` param (seeded *under* the AK-internal key) and returns `adk_session`; `GoogleADKSession` gains `get_state()`; `run`/`stream` load, seed, and write back. `State` is added to the existing `google.adk.sessions` import for the scope prefixes. `get_response` signature unchanged. - **`framework/langgraph/langgraph.py`**: `LangGraphRunner.run`/`.stream` spread `incoming` into the input state and write back declared channels. `_prepare_session_and_messages` unchanged. - **`framework/crewai/crewai.py`**: `CrewAIRunner.run` adds a one-shot warning; no injection, no write-back. - **`trace/langfuse/langgraph.py`**: `LangFuseLangGraph` gains a `_prepare_session_and_messages` override (wires the Langfuse callback handler into the base config) and its `run` shrinks to a span wrapper around `super().run(...)`; the re-implemented `ainvoke` body, its request/prompt handling, its `try/except`, and the now-unused imports (`HumanMessage`, `AgentReplyAny`, `AgentReplyText`, `AgentRequestAny`, `AgentRequestText`, `user_facing_error_message`, `LangGraphSessionConfigModel`, `LangGraphSessionConfigurable`) are removed. No `stream()` override is added. @@ -219,9 +225,9 @@ Each is intentional and justified: 1. **OpenAI now passes `context=` to `Runner.run`/`run_streamed`.** Previously no context object was passed (`openai.py:183`). When the key is absent, `context=None` is passed — functionally identical to today. Justified: this is the feature. 2. **Smolagents passes `additional_args=` only when the key is present.** When absent, the call is byte-for-byte today's `asyncio.to_thread(agent.agent.run, prompt, reset=False)`. Justified: preserves the no-context path exactly and its existing test. -3. **ADK seeds caller keys into the state delta alongside `ak_tool_context`, and now reads state back after the run.** Previously only `ak_tool_context` was seeded and state was never read back. `ak_tool_context` is stripped on read-back. Justified: ADK's native state isn't pickled, so write-back is the only durability path. +3. **ADK seeds caller keys into the state delta under `ak_tool_context`, and now reads state back after the run.** Previously only `ak_tool_context` was seeded and state was never read back. On read-back, `ak_tool_context` and ADK's `app:`/`user:`/`temp:`-prefixed keys are stripped; everything else in the session-scoped state comes back, so tool-added keys (and agent-written state such as `output_key` results) round-trip and the state is accumulate-only. Justified: ADK's native state isn't pickled, so write-back is the only durability path. 4. **LangGraph spreads caller keys into the `ainvoke`/`astream_events` input.** Previously `input={"messages": messages}` only. Keys sit at the top level (state channels), never replacing `messages`. Unknown keys are dropped by prebuilt agents (no error). Justified: uniform cross-framework API; real round-trip for custom graphs. -5. **CrewAI logs a single warning when a non-empty `framework_context` is set.** Previously nothing was logged. Justified: makes the unsupported-status explicit at runtime rather than silently dropping. +5. **CrewAI logs one warning per runner instance when a non-empty `framework_context` is set.** Previously nothing was logged. Justified: makes the unsupported-status explicit at runtime rather than silently dropping, without repeating an unactionable warning on every turn of a seeded session. 6. **A new durable session key `framework_context` is persisted and reloaded** for every framework once a caller sets it. Justified: cross-turn carry is the feature; absent key ⇒ nothing persisted ⇒ no change for existing sessions. 7. **Write-back is atomic per turn.** On framework error or mid-stream disconnect (`GeneratorExit`) the previously stored context is left intact (write-back is skipped by placement inside the `try`, after the native call/loop, before `except`, never in `finally`). 8. **Langfuse-traced LangGraph runs now go through the base runner** (§3.6). Beyond gaining `framework_context` support, delegating to `super().run()` changes traced-run behaviour in ways the re-implemented copy did not have. Each is a fix, not a regression, but they are behaviour changes: @@ -266,9 +272,9 @@ Base-`Runner` plumbing, framework-agnostic (uses `DummyRunner`-style subclass): - **`ak-py/tests/test_openai_runner.py`**: add cases asserting (a) `MockRunner.run` is called with `context=` when the session has `framework_context`; (b) a tool-style in-place mutation of the injected context is written back to the session key after `run()`; (c) on `MockRunner.run` raising, the pre-existing `framework_context` is unchanged. Existing error/structured-output cases unchanged (they pass `context=None`). - **`ak-py/tests/test_smolagents_runner.py`**: the existing assertion `mock_to_thread.assert_called_once_with(mock_agent.agent.run, "Hello smolagents", reset=False)` (`:62`) is the **no-context** path — keep it, and set no `framework_context`. Add a **with-context** case: seed the key, give `mock_agent.agent.state` a dict, assert `to_thread` is called with `additional_args=` and that only seeded keys are written back (a brand-new state key is dropped). -- **`ak-py/tests/test_adk_runner.py`**: `_run_with_response` mocks `_setup_session_context` to a 3-tuple (`:25`) — update to the new 4-tuple `("user", runner_mock, ctx_mock, adk_session_mock)` and give `adk_session_mock.get_state` an `AsyncMock`. Add cases: seeded context is passed into `_setup_session_context`; the `get_state` result minus `ak_tool_context` is written back in full — a seeded key mutated by a tool round-trips **and** a brand-new key a tool added round-trips (asserting the ADK-vs-smolagents divergence); error path leaves the key intact. +- **`ak-py/tests/test_adk_runner.py`**: `_run_with_response` mocks `_setup_session_context` to a 3-tuple (`:25`) — update to the new 4-tuple `("user", runner_mock, ctx_mock, adk_session_mock)` and give `adk_session_mock.get_state` an `AsyncMock`. Add cases: seeded context is passed into `_setup_session_context`; the `get_state` result minus `ak_tool_context` is written back in full — a seeded key mutated by a tool round-trips **and** a brand-new key a tool added round-trips (asserting the ADK-vs-smolagents divergence); error path leaves the key intact. Also cover the seeding and read-back rules directly: a caller key named `ak_tool_context` does **not** displace the real id in the state delta passed to `update_session_state`, and `GoogleADKSession.get_state()` strips `ak_tool_context` plus `app:`/`user:`/`temp:`-prefixed keys while keeping plain state, looks the session up by the created session's own `app_name`/`user_id`, and returns `{}` when there is no session. - **`ak-py/tests/test_langgraph_runner.py`**: `_mock_agent` (`:16`) — add `agent.agent.aget_state` for the stream case. Add cases: `ainvoke` receives `input` containing the spread caller keys plus `messages`; keys present in `result` round-trip, absent ones are dropped; `messages` is never overwritten. -- **`ak-py/tests/test_crewai_runner.py`**: add a case asserting that setting a non-empty `framework_context` logs exactly one warning (via `caplog` on `ak.crewai.runner`) and that `kickoff_async` is still called with `inputs={}`; and that a caller-set `{}` logs nothing and is preserved. +- **`ak-py/tests/test_crewai_runner.py`**: add a case asserting that setting a non-empty `framework_context` logs exactly one warning (via `caplog` on `ak.crewai.runner`) and that `kickoff_async` is still called with `inputs={}`; that three consecutive runs on the same runner still log only that one warning; and that a caller-set `{}` logs nothing and is preserved. - **`ak-py/tests/test_trace_langfuse_langgraph.py`** (new): regression coverage for §3.6 — with a mocked Langfuse client, a seeded context is injected into the traced `ainvoke` input and written back through `LangFuseLangGraph.run`; an absent key skips write-back; a framework error leaves the stored context intact. These are what catch a future traced runner re-implementing the native call and silently bypassing the feature. From 9dd72b864c0f6206e14152631ea9bf7b47013b3e Mon Sep 17 00:00:00 2001 From: Induwara Senadheera Date: Mon, 27 Jul 2026 12:01:19 +0530 Subject: [PATCH 6/9] feat: Add demo for per-run framework context/state with Google ADK --- .github/test-config.yaml | 2 + ak-py/src/agentkernel/cli/cli.py | 32 +- ak-py/src/agentkernel/framework/adk/adk.py | 21 +- docs/docs/frameworks/google-adk.md | 2 + examples/cli/adk_context/.gitignore | 3 + examples/cli/adk_context/README.md | 148 + examples/cli/adk_context/build.sh | 16 + examples/cli/adk_context/demo.py | 133 + examples/cli/adk_context/demo_test.py | 50 + examples/cli/adk_context/pyproject.toml | 37 + examples/cli/adk_context/uv.lock | 3897 ++++++++++++++++++++ 11 files changed, 4328 insertions(+), 13 deletions(-) create mode 100644 examples/cli/adk_context/.gitignore create mode 100644 examples/cli/adk_context/README.md create mode 100755 examples/cli/adk_context/build.sh create mode 100644 examples/cli/adk_context/demo.py create mode 100644 examples/cli/adk_context/demo_test.py create mode 100644 examples/cli/adk_context/pyproject.toml create mode 100644 examples/cli/adk_context/uv.lock diff --git a/.github/test-config.yaml b/.github/test-config.yaml index 1dd461840..1b28ebd0a 100644 --- a/.github/test-config.yaml +++ b/.github/test-config.yaml @@ -16,6 +16,8 @@ e2e: path: examples/cli/openai_context - type: cli path: examples/cli/adk + - type: cli + path: examples/cli/adk_context - type: cli path: examples/cli/crewai - type: cli diff --git a/ak-py/src/agentkernel/cli/cli.py b/ak-py/src/agentkernel/cli/cli.py index 9186bbb4f..2476a779a 100644 --- a/ak-py/src/agentkernel/cli/cli.py +++ b/ak-py/src/agentkernel/cli/cli.py @@ -1,6 +1,7 @@ import asyncio import logging import readline # Enables line editing and history features for input() in the CLI +import threading from ..core import AgentService from ..core.config import AKConfig @@ -47,6 +48,35 @@ def list(self): self._print(f" {agent.name}") self._print() + @staticmethod + async def _ainput(prompt: str) -> str: + """ + Read a line of input without blocking the event loop. + A blocking `input()` on the loop thread freezes every background task between turns — most + visibly LiteLLM's logging worker, which times out its queued callbacks after 20s. The reader + runs on a daemon thread so Ctrl+C exits promptly instead of waiting on a thread parked in + `input()`, which is what the default executor would do during `asyncio.run()` shutdown. + :param prompt: The prompt to display to the user. + :return: The line entered by the user. + """ + loop = asyncio.get_running_loop() + future: asyncio.Future[str] = loop.create_future() + + def resolve(setter, value): + if not future.done(): + setter(value) + + def read(): + try: + line = input(prompt) + except BaseException as e: # noqa: BLE001 - relayed to the awaiting caller + loop.call_soon_threadsafe(resolve, future.set_exception, e) + else: + loop.call_soon_threadsafe(resolve, future.set_result, line) + + threading.Thread(target=read, daemon=True, name="ak-cli-input").start() + return await future + async def run(self): self._print("AgentKernel CLI (type !help for commands or !quit to exit):") self._service.select() @@ -57,7 +87,7 @@ async def run(self): while True: try: name = self._service.agent.name if self._service.agent else "none" - prompt = input(f"({name}) >> ") + prompt = await self._ainput(f"({name}) >> ") if not prompt.strip(): continue if prompt.startswith("!"): diff --git a/ak-py/src/agentkernel/framework/adk/adk.py b/ak-py/src/agentkernel/framework/adk/adk.py index 8a9c8afad..d3441735d 100644 --- a/ak-py/src/agentkernel/framework/adk/adk.py +++ b/ak-py/src/agentkernel/framework/adk/adk.py @@ -218,15 +218,13 @@ async def get_response(runner: Runner, user_id: str, session_id: str, parts: lis response_text = "" if hasattr(runner, "run_async"): - events = runner.run_async(user_id=user_id, session_id=session_id, new_message=new_message) - try: - async for event in events: - if event.is_final_response() and event.content and event.content.parts: - text_parts = [p.text for p in event.content.parts if hasattr(p, "text") and p.text] - response_text = " ".join(text_parts) if text_parts else "" - break - finally: - await events.aclose() + # Drain the stream instead of breaking on the first final response. Stopping early makes + # ADK cancel its still-running root agent task ("Root node was cancelled."), and the + # last final response is the right one when sub-agents are involved. Matches `stream()`. + async for event in runner.run_async(user_id=user_id, session_id=session_id, new_message=new_message): + if event.is_final_response() and event.content and event.content.parts: + text_parts = [p.text for p in event.content.parts if hasattr(p, "text") and p.text] + response_text = " ".join(text_parts) if text_parts else "" else: for event in runner.run(user_id=user_id, session_id=session_id, new_message=new_message): if event.is_final_response() and event.content and event.content.parts: @@ -356,9 +354,8 @@ def override_system_prompt(self, prompt: str) -> None: Appends the given prompt text to the ADK agent's description. Called by the base Agent._setup_system_prompt() at init when multimodal is enabled. """ - if hasattr(self._agent, "description") and self._agent.description: - if prompt not in self._agent.description: - self._agent.description += "\n" + prompt + if hasattr(self._agent, "description") and self._agent.description and prompt not in self._agent.description: + self._agent.description += "\n" + prompt def attach_tool(self, tool: Any) -> None: """ diff --git a/docs/docs/frameworks/google-adk.md b/docs/docs/frameworks/google-adk.md index db203e34e..554ec0c5a 100644 --- a/docs/docs/frameworks/google-adk.md +++ b/docs/docs/frameworks/google-adk.md @@ -134,3 +134,5 @@ Two consequences of reading the state back wholesale: ## Example See [examples/cli/adk](https://github.com/yaalalabs/agent-kernel/tree/develop/examples/cli/adk) for complete examples. + +For per-run context/state carried across turns, see [examples/cli/adk_context](https://github.com/yaalalabs/agent-kernel/tree/develop/examples/cli/adk_context) (a cart kept in `framework_context`, written through `tool_context.state`, with a tool-added key demonstrating ADK's full read-back). diff --git a/examples/cli/adk_context/.gitignore b/examples/cli/adk_context/.gitignore new file mode 100644 index 000000000..a6853a1f8 --- /dev/null +++ b/examples/cli/adk_context/.gitignore @@ -0,0 +1,3 @@ +.venv +dist +requirements.txt diff --git a/examples/cli/adk_context/README.md b/examples/cli/adk_context/README.md new file mode 100644 index 000000000..ad83e11ee --- /dev/null +++ b/examples/cli/adk_context/README.md @@ -0,0 +1,148 @@ +# Agent Kernel — per-run framework context/state (Google ADK) + +This demo shows how to carry a **framework-agnostic context/state object across turns** using Agent +Kernel's reserved `framework_context` session key, with an agent built on Google ADK. + +A grocery shopping assistant keeps a **cart** in `framework_context`. Three tools operate on it +through ADK's native session state: + +- `add_to_cart(item)` — appends an item to the cart +- `view_cart()` — returns the cart's current contents +- `set_delivery_note(note)` — writes a key that was **never seeded**, to show that keys a tool adds + mid-run survive on ADK + +## Why this matters on ADK + +ADK keeps its state in an `InMemorySessionService`, which is **not** part of the pickled Agent Kernel +session. Without the `framework_context` round-trip, anything your tools put in ADK state is lost as +soon as the process goes away. The write-back copies that state into a durable session key, so the +cart is reloaded on the next turn by whatever session store you have configured. + +The post-hook in this demo deliberately reads `session.get(framework_context)` — the Agent Kernel +session, not ADK's state. Everything it prints is therefore proof that the round-trip happened. + +## How it works + +1. **Seeding.** A small `PreHook` (`SeedCartContextPreHook`) runs before the agent and seeds + `framework_context = {"cart": []}` on the first turn (when the key is absent). An absent key means + "no context / no injection", so existing apps are unaffected; a caller-set dict — even an empty + one — is injected and round-tripped. + +2. **Injection.** The `GoogleADKRunner` loads a deep copy of `framework_context` and merges its keys + into the ADK session `state` for the run. Agent Kernel's own internal key (`ak_tool_context`) is + written last, so a caller key can never displace it. + +3. **Tools read/write it.** Each tool declares a `tool_context: ToolContext` parameter — ADK injects + it — and reads or writes `tool_context.state`. Note the tools **assign** back + (`tool_context.state["cart"] = cart`) rather than mutating a list in place: ADK records a state + delta on assignment, and only what lands in the state is read back. + +4. **Write-back.** After a **successful** run, Agent Kernel reads the accumulated ADK state back and + writes it to the session key. On a framework error or a client disconnect mid-stream, the + previously stored context is left intact (write-back is atomic per turn). + +5. **Showing it on every reply.** A `PostHook` (`AppendCartPostHook`) appends `Current cart: …` (and + `Delivery note: …` once set) to every reply, read from the session key. + +## Bound tools vs. direct tools + +The tools here are passed to the ADK agent **directly** (`tools=[add_to_cart, …]`), not through +`GoogleADKToolBuilder.bind`. The builder wraps a function so that Agent Kernel's `ToolContext` is set +for the call — it consumes the `tool_context` argument and does not forward it, so a bound tool +cannot reach ADK state. + +| You need | Pass the tool | +|---|---| +| ADK state (`tool_context.state`) — the per-run context | directly, declaring `tool_context: ToolContext` | +| Agent Kernel's `ToolContext.get()` — session, runtime, agent | through `GoogleADKToolBuilder.bind([...])` | + +## Example session + +``` +(shopping) >> Add milk to my cart. +Added 'milk'. The cart now has 1 item(s). + +Current cart: milk +(shopping) >> Add eggs as well. +Added 'eggs'. The cart now has 2 item(s). + +Current cart: milk, eggs +(shopping) >> Leave the order at the front door. +Noted: leave at the front door + +Current cart: milk, eggs +Delivery note: leave at the front door +(shopping) >> What's in my cart right now? +The cart contains: milk, eggs + +Current cart: milk, eggs +Delivery note: leave at the front door +``` + +`delivery_note` was never seeded — the tool added it mid-run, and ADK's full read-back carried it +into the session. On smolagents the same write would be silently dropped, because there the +read-back is restricted to keys you pre-seeded. + +## ADK-specific caveats + +Because the whole (stripped) ADK state is read back, two things follow: + +- **The state is accumulate-only.** ADK keeps every key written to a session for that session's + lifetime, so deleting a key from `framework_context` does not remove it — it reappears on the next + write-back. Clear a value by overwriting it (`None`, `[]`), not by deleting the key. +- **Agent-written state round-trips too.** A value the agent writes itself — most commonly + `LlmAgent(output_key="...")`, which stores the agent's response in the state — is indistinguishable + from a tool write, so it also lands in `framework_context`. + +Agent Kernel strips its own `ak_tool_context` key plus ADK's `app:`/`user:`/`temp:`-prefixed entries +(app- and user-scoped values ADK merges in on read, and invocation-scoped scratch) before storing, so +those never enter the caller's context. + +## Reading the context outside a tool + +Any code with the session in hand can seed or read the context via the enum member (not the raw +string): + +```python +from agentkernel.core import Session + +session.set(Session.Keys.FRAMEWORK_CONTEXT.value, {"cart": []}) # seed +cart = session.get(Session.Keys.FRAMEWORK_CONTEXT.value) # read back +``` + +Do **not** write to it from inside a tool via `ToolContext.get().session`: on ADK the runner replaces +the key wholesale with the state it reads back, so a session-side write from a tool is discarded. +Write through `tool_context.state`, or from application code / a post-hook that runs after the runner. + +## Constraints + +- `framework_context` must be a **picklable `dict`** — sessions are persisted with `pickle`. A + non-`dict` value, or a non-picklable one, raises a descriptive `TypeError` naming the offending + key/type. +- Round-trip fidelity is **not uniform across frameworks**. ADK round-trips all keys except + AK-internal and scope-prefixed ones (shown here). OpenAI has full round-trip; smolagents round-trips + only pre-seeded keys; prebuilt LangGraph agents round-trip only declared state channels; **CrewAI + does not support it** (a set context is ignored with a warning). To write portably across + frameworks, pre-seed every key you intend to write. See the + [Runner docs](https://github.com/yaalalabs/agent-kernel/blob/develop/docs/docs/core-concepts/runner.md) + for the full fidelity table. + +## Running + +This demo uses `LiteLlm(model="openai/gpt-4o-mini")`, so set `OPENAI_API_KEY` in your environment. + +Install dependencies: + + ./build.sh + +Install local `agentkernel` in development mode: + + ./build.sh local + +Run the demo: + + python demo.py + +Run the tests: + + uv run pytest -s diff --git a/examples/cli/adk_context/build.sh b/examples/cli/adk_context/build.sh new file mode 100755 index 000000000..f998f0c52 --- /dev/null +++ b/examples/cli/adk_context/build.sh @@ -0,0 +1,16 @@ +#!/bin/bash + +set -euo pipefail +if command -v pyenv >/dev/null 2>&1; then + uv venv --python "$(pyenv which python)" --allow-existing +else + uv venv --allow-existing +fi + +if [[ ${1-} != "local" ]]; then + uv sync --all-extras +else + # For local development of agentkernel, you can force reinstall from local dist + uv sync --find-links ../../../ak-py/dist --all-extras + uv pip install --force-reinstall --no-deps --no-index --find-links ../../../ak-py/dist agentkernel[cli,adk,test] || true +fi diff --git a/examples/cli/adk_context/demo.py b/examples/cli/adk_context/demo.py new file mode 100644 index 000000000..06679af88 --- /dev/null +++ b/examples/cli/adk_context/demo.py @@ -0,0 +1,133 @@ +import logging + +from agentkernel.adk import GoogleADKModule +from agentkernel.cli import CLI +from agentkernel.core import AgentReplyText, PostHook, PreHook, Session +from google.adk.agents import Agent +from google.adk.models.lite_llm import LiteLlm +from google.adk.tools import ToolContext + +logger = logging.getLogger("ak.example.adk_context") + +# The single reserved session key that carries a per-run, framework-agnostic context/state dict +# across turns. Reference the enum member rather than hardcoding the "framework_context" string. +FRAMEWORK_CONTEXT = Session.Keys.FRAMEWORK_CONTEXT.value + +# Prefixes the AppendCartPostHook adds to every reply so the stored context is always visible. +CART_PREFIX = "Current cart:" +NOTE_PREFIX = "Delivery note:" + + +# --- Tools that read and write the per-run framework context -------------------------------------- +# +# Agent Kernel merges `framework_context` into the ADK session state before the run and reads the +# accumulated state back afterwards, so a tool reads and writes it through ADK's own +# `tool_context.state`. ADK's state is in-memory only; the write-back into the session key is what +# makes it survive beyond this process. +# +# These tools are passed to the ADK agent DIRECTLY rather than through `GoogleADKToolBuilder.bind`. +# The builder consumes `tool_context` to set up Agent Kernel's own ToolContext and does not forward +# it, so a bound tool cannot reach ADK state. Rule of thumb: bind tools that need +# `ToolContext.get()` (session, runtime, agent); pass tools that need ADK state directly. + + +def add_to_cart(item: str, tool_context: ToolContext) -> str: + """Add a grocery item to the shopping cart carried in the per-run context. + + Args: + item: The grocery item to add to the cart. + """ + cart = list(tool_context.state.get("cart") or []) + cart.append(item) + # Assign back instead of mutating in place — ADK records a state delta on assignment, and only + # what lands in the state is read back and written to the session. + tool_context.state["cart"] = cart + logger.debug("cart is now %s", cart) + return f"Added '{item}'. The cart now has {len(cart)} item(s)." + + +def view_cart(tool_context: ToolContext) -> str: + """Return the current contents of the shopping cart from the per-run context.""" + cart = tool_context.state.get("cart") or [] + if not cart: + return "The cart is empty." + return "The cart contains: " + ", ".join(cart) + + +def set_delivery_note(note: str, tool_context: ToolContext) -> str: + """Attach a delivery note to the order, e.g. where to leave it. + + Args: + note: The delivery instruction to remember for this order. + """ + # `delivery_note` was never seeded into framework_context — it is a brand-new key this tool adds + # mid-run. On ADK the whole (stripped) state is read back, so it round-trips; on smolagents the + # same write would be dropped, because there the read-back is restricted to pre-seeded keys. + tool_context.state["delivery_note"] = note + logger.debug("delivery note is now %s", note) + return f"Noted: {note}" + + +class SeedCartContextPreHook(PreHook): + """Seed an empty framework_context on the first turn so the tools have state to populate. + + An absent key means "no context / no injection" (existing apps are unaffected); a caller-set + dict — even an empty one — is injected and round-tripped. Seeding ``{"cart": []}`` once, before + the first run, is the recommended way to opt a session into carrying per-run state. On later + turns the key is already present (persisted across turns) and is left untouched. + """ + + async def on_run(self, session, agent, requests): + if session is not None and session.get(FRAMEWORK_CONTEXT) is None: + session.set(FRAMEWORK_CONTEXT, {"cart": []}) + return requests + + def name(self) -> str: + return "seed_cart_context" + + +class AppendCartPostHook(PostHook): + """Append the stored context to every reply. + + This hook reads ``session.get(framework_context)`` — the Agent Kernel session, not ADK's state — + and post-hooks run after the runner has already written the produced state back. So whatever it + prints is proof that the ADK state round-tripped into the durable session key rather than merely + living in ADK's in-memory session service. + """ + + async def on_run(self, session, requests, agent, agent_reply): + if session is None or not isinstance(agent_reply, AgentReplyText): + return agent_reply + context = session.get(FRAMEWORK_CONTEXT) or {} + cart = context.get("cart") or [] + summary = ", ".join(cart) if cart else "(empty)" + agent_reply.response = f"{agent_reply.response}\n\n{CART_PREFIX} {summary}" + note = context.get("delivery_note") + if note: + agent_reply.response = f"{agent_reply.response}\n{NOTE_PREFIX} {note}" + return agent_reply + + def name(self) -> str: + return "append_cart" + + +shopping_agent = Agent( + name="shopping", + model=LiteLlm(model="openai/gpt-4o-mini"), + description="Grocery shopping assistant that keeps a cart across turns", + instruction=""" + You are a grocery shopping assistant. + Use the add_to_cart tool whenever the user wants to add an item. + Use the view_cart tool whenever they ask what is in their cart. + Use the set_delivery_note tool whenever they say where or how the order should be delivered. + Keep answers short and state only what changed or what the cart currently contains. + """, + tools=[add_to_cart, view_cart, set_delivery_note], +) + +module = GoogleADKModule([shopping_agent]) +module.pre_hook(shopping_agent, [SeedCartContextPreHook()]) +module.post_hook(shopping_agent, [AppendCartPostHook()]) + +if __name__ == "__main__": + CLI.main() diff --git a/examples/cli/adk_context/demo_test.py b/examples/cli/adk_context/demo_test.py new file mode 100644 index 000000000..040975346 --- /dev/null +++ b/examples/cli/adk_context/demo_test.py @@ -0,0 +1,50 @@ +import pytest +import pytest_asyncio +from agentkernel.test import Test + +pytestmark = pytest.mark.asyncio(loop_scope="session") # uses a single session for all tests + + +@pytest_asyncio.fixture(scope="session", loop_scope="session") +async def test_client(): + test = Test("demo.py") + await test.start() + try: + yield test + finally: + await test.stop() + + +@pytest.mark.order(1) +async def test_first_item_appears_in_cart_line(test_client): + # The AppendCartPostHook appends a deterministic "Current cart:" line built from the session's + # framework_context, so we can assert on it directly rather than fuzzy-matching the LLM's text. + response = await test_client.send("Add milk to my cart.") + assert "Current cart:" in response + assert "milk" in response.lower() + + +@pytest.mark.order(2) +async def test_second_item_added_to_cart_line(test_client): + response = await test_client.send("Add eggs as well.") + assert "milk" in response.lower() and "eggs" in response.lower() + + +@pytest.mark.order(3) +async def test_tool_added_key_round_trips(test_client): + # `delivery_note` was never seeded into framework_context — the tool adds it mid-run. ADK reads + # the whole (stripped) state back, so brand-new keys survive; on smolagents this would be + # dropped. The note line only appears if the key made it into the session key. + response = await test_client.send("Leave the order at the front door.") + assert "Delivery note:" in response + assert "door" in response.lower() + + +@pytest.mark.order(4) +async def test_context_persists_across_turns(test_client): + # A fresh run, yet the post-hook still reports both items and the note — proving the per-run + # framework_context round-tripped through the session rather than resetting each run. + response = await test_client.send("What's in my cart right now?") + assert "Current cart:" in response + assert "milk" in response.lower() and "eggs" in response.lower() + assert "Delivery note:" in response diff --git a/examples/cli/adk_context/pyproject.toml b/examples/cli/adk_context/pyproject.toml new file mode 100644 index 000000000..5d51438de --- /dev/null +++ b/examples/cli/adk_context/pyproject.toml @@ -0,0 +1,37 @@ +[project] +name = "cli-adk-context" +version = "0.1.0" +description = "Demo of per-run framework context/state carried across turns by Google ADK agents in Agent Kernel" +readme = "README.md" +requires-python = ">=3.12" +dependencies = [ + "agentkernel[cli,adk]>=0.6.1", +] + +[dependency-groups] +dev = [ + "agentkernel[test]>=0.6.1", + "black==26.5.1", + "isort>=5.0.0", + "mypy>=1.0.0", +] + +[tool.uv] +package = false +# ragas 0.4.3 imports langchain_community.chat_models.vertexai, removed in langchain-community 0.4.2 +constraint-dependencies = ["langchain-community<0.4.2"] + +[tool.isort] +profile = "black" +line_length = 120 + +[tool.mypy] +python_version = "3.12" +warn_return_any = true +warn_unused_configs = true +disallow_untyped_defs = true +disallow_incomplete_defs = true + +[tool.black] +line-length = 120 +target-version = ["py312"] diff --git a/examples/cli/adk_context/uv.lock b/examples/cli/adk_context/uv.lock new file mode 100644 index 000000000..d1f4a2679 --- /dev/null +++ b/examples/cli/adk_context/uv.lock @@ -0,0 +1,3897 @@ +version = 1 +revision = 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upload-time = "2025-09-14T22:18:19.088Z" }, +] From 45799c58d9a03df1458b8777428915dbe4c0d467 Mon Sep 17 00:00:00 2001 From: Induwara Senadheera Date: Mon, 27 Jul 2026 12:40:24 +0530 Subject: [PATCH 7/9] refactor: Rename logger variable and update framework context failure logging method to static --- ak-py/src/agentkernel/core/base.py | 7 ++- ak-py/tests/test_ak_logger.py | 92 ++++++++---------------------- 2 files changed, 29 insertions(+), 70 deletions(-) diff --git a/ak-py/src/agentkernel/core/base.py b/ak-py/src/agentkernel/core/base.py index 9a0f1b9d8..39fa7bc7c 100644 --- a/ak-py/src/agentkernel/core/base.py +++ b/ak-py/src/agentkernel/core/base.py @@ -12,7 +12,7 @@ from .model import AgentReply, AgentRequest from .util.key_value_cache import KeyValueCache -_logger = logging.getLogger("ak.core.runner") +_log = logging.getLogger("ak.core.runner") def _not_picklable(value: Any) -> bool: @@ -322,7 +322,8 @@ def _ensure_framework_context_picklable(session: Session, ctx: Mapping[str, Any] f"pickle-serializable so the session can be persisted." ) from exc - def _log_framework_context_stream_failure(self, session: Session | None, error: Exception) -> None: + @staticmethod + def _log_framework_context_stream_failure(session: Session | None, error: Exception) -> None: """ Logs a streamed-run framework_context write-back failure instead of raising it. @@ -338,7 +339,7 @@ def _log_framework_context_stream_failure(self, session: Session | None, error: :param error: The exception raised while producing or storing the context. """ session_id = session.id if session is not None else "" - _logger.error( + _log.error( f"Session '{session_id}': framework_context write-back was skipped at the end of a " f"streamed run; the previously stored context is left intact. Error: {error}", exc_info=error, diff --git a/ak-py/tests/test_ak_logger.py b/ak-py/tests/test_ak_logger.py index 2f841073e..d18b02bdb 100644 --- a/ak-py/tests/test_ak_logger.py +++ b/ak-py/tests/test_ak_logger.py @@ -7,6 +7,30 @@ from agentkernel.core.logger import AKLogger +@pytest.fixture(autouse=True) +def restore_logging_state(): + """ + Snapshots and restores process-wide logging state around every test in this module. + + AKLogger mutates the root and "ak" loggers in place — level, handlers, propagate — and + attach_stream_handler installs a StreamHandler writing to real stderr. Without this restore + that handler outlives the test and every later test in the session prints its expected logs + (including deliberately triggered error paths) to stderr, which reads as a CI failure. + """ + loggers = [logging.getLogger(), logging.getLogger("ak")] + snapshot = [(logger, logger.level, logger.handlers.copy(), logger.propagate) for logger in loggers] + initialized = AKLogger._initialized + try: + yield + finally: + for logger, level, handlers, propagate in snapshot: + logger.setLevel(level) + logger.handlers.clear() + logger.handlers.extend(handlers) + logger.propagate = propagate + AKLogger._initialized = initialized + + class TestResolveLevel: """Test AKLogger.resolve_level() method.""" @@ -150,40 +174,26 @@ class TestSetAKLogLevel: def test_set_ak_log_level_sets_logger_level(self): """Test that set_ak_log_level sets the ak logger level.""" logger = logging.getLogger("ak") - original_level = logger.level AKLogger.set_ak_log_level("ERROR") assert logger.level == logging.ERROR - # Restore - logger.setLevel(original_level) - def test_set_ak_log_level_sets_propagate_false(self): """Test that set_ak_log_level sets propagate to False.""" logger = logging.getLogger("ak") - original_propagate = logger.propagate AKLogger.set_ak_log_level("INFO") assert logger.propagate is False - # Restore - logger.propagate = original_propagate - def test_set_ak_log_level_attaches_handler(self): """Test that set_ak_log_level attaches a stream handler.""" logger = logging.getLogger("ak") - original_handlers = logger.handlers.copy() logger.handlers.clear() AKLogger.set_ak_log_level("DEBUG") assert len(logger.handlers) == 1 assert isinstance(logger.handlers[0], logging.StreamHandler) - # Restore - logger.handlers.clear() - for handler in original_handlers: - logger.addHandler(handler) - def test_set_ak_log_level_sets_handler_level(self): """Test that set_ak_log_level sets handler level.""" logger = logging.getLogger("ak") @@ -192,8 +202,6 @@ def test_set_ak_log_level_sets_handler_level(self): AKLogger.set_ak_log_level("WARNING") assert logger.handlers[0].level == logging.WARNING - logger.handlers.clear() - class TestSetSystemLogLevel: """Test AKLogger.set_system_log_level() method.""" @@ -201,40 +209,26 @@ class TestSetSystemLogLevel: def test_set_system_log_level_sets_logger_level(self): """Test that set_system_log_level sets the root logger level.""" logger = logging.getLogger() - original_level = logger.level AKLogger.set_system_log_level("ERROR") assert logger.level == logging.ERROR - # Restore - logger.setLevel(original_level) - def test_set_system_log_level_sets_propagate_false(self): """Test that set_system_log_level sets propagate to False.""" logger = logging.getLogger() - original_propagate = logger.propagate AKLogger.set_system_log_level("INFO") assert logger.propagate is False - # Restore - logger.propagate = original_propagate - def test_set_system_log_level_attaches_handler(self): """Test that set_system_log_level attaches a stream handler.""" logger = logging.getLogger() - original_handlers = logger.handlers.copy() logger.handlers.clear() AKLogger.set_system_log_level("DEBUG") assert len(logger.handlers) == 1 assert isinstance(logger.handlers[0], logging.StreamHandler) - # Restore - logger.handlers.clear() - for handler in original_handlers: - logger.addHandler(handler) - def test_set_system_log_level_sets_handler_level(self): """Test that set_system_log_level sets handler level.""" logger = logging.getLogger() @@ -243,18 +237,12 @@ def test_set_system_log_level_sets_handler_level(self): AKLogger.set_system_log_level("WARNING") assert logger.handlers[0].level == logging.WARNING - logger.handlers.clear() - class TestConfigureFromConfig: """Test AKLogger.configure_from_config() method.""" def setup_method(self): - """Reset initialization state before each test.""" - AKLogger._initialized = False - - def teardown_method(self): - """Reset initialization state after each test.""" + """Reset initialization state before each test (restore_logging_state handles teardown).""" AKLogger._initialized = False @patch.object(AKConfig, "get") @@ -285,16 +273,11 @@ def test_configure_from_config_honors_ak_level(self, mock_config_get): mock_config_get.return_value = mock_config logger = logging.getLogger("ak") - original_level = logger.level logger.handlers.clear() AKLogger.configure_from_config() assert logger.level == logging.ERROR - # Restore - logger.setLevel(original_level) - logger.handlers.clear() - @patch.object(AKConfig, "get") def test_configure_from_config_honors_system_level(self, mock_config_get): """Test that configure_from_config honors configured system log level.""" @@ -304,16 +287,11 @@ def test_configure_from_config_honors_system_level(self, mock_config_get): mock_config_get.return_value = mock_config logger = logging.getLogger() - original_level = logger.level logger.handlers.clear() AKLogger.configure_from_config() assert logger.level == logging.DEBUG - # Restore - logger.setLevel(original_level) - logger.handlers.clear() - @patch.object(AKConfig, "get") def test_configure_from_config_both_levels(self, mock_config_get): """Test that configure_from_config configures both loggers when both levels set.""" @@ -325,8 +303,6 @@ def test_configure_from_config_both_levels(self, mock_config_get): ak_logger = logging.getLogger("ak") root_logger = logging.getLogger() - ak_original = ak_logger.level - root_original = root_logger.level ak_logger.handlers.clear() root_logger.handlers.clear() @@ -334,12 +310,6 @@ def test_configure_from_config_both_levels(self, mock_config_get): assert ak_logger.level == logging.WARNING assert root_logger.level == logging.ERROR - # Restore - ak_logger.setLevel(ak_original) - root_logger.setLevel(root_original) - ak_logger.handlers.clear() - root_logger.handlers.clear() - @patch.object(AKConfig, "get") def test_configure_from_config_none_levels(self, mock_config_get): """Test that configure_from_config handles None levels gracefully.""" @@ -390,7 +360,6 @@ def test_ak_logger_does_not_clobber_root_logger(self): root_original_level = root_logger.level root_original_handlers = root_logger.handlers.copy() - ak_original_level = ak_logger.level ak_logger.handlers.clear() # Configure AK logger @@ -400,16 +369,11 @@ def test_ak_logger_does_not_clobber_root_logger(self): assert root_logger.level == root_original_level assert len(root_logger.handlers) == len(root_original_handlers) - # Restore - ak_logger.setLevel(ak_original_level) - ak_logger.handlers.clear() - def test_root_logger_does_not_clobber_ak_logger(self): """Test that configuring root logger doesn't affect AK logger.""" root_logger = logging.getLogger() ak_logger = logging.getLogger("ak") - root_original_level = root_logger.level root_logger.handlers.clear() ak_original_level = ak_logger.level ak_original_handlers = ak_logger.handlers.copy() @@ -421,10 +385,6 @@ def test_root_logger_does_not_clobber_ak_logger(self): assert ak_logger.level == ak_original_level assert len(ak_logger.handlers) == len(ak_original_handlers) - # Restore - root_logger.setLevel(root_original_level) - root_logger.handlers.clear() - def test_multiple_configure_calls_safe(self): """Test that multiple configure calls are safe after reset.""" AKLogger._initialized = False @@ -446,5 +406,3 @@ def test_multiple_configure_calls_safe(self): # Should have called config.get() twice assert mock_config_get.call_count == 2 - - AKLogger._initialized = False From ce85aa4e3d6ce4bea74a5ee23f38faf5a446852f Mon Sep 17 00:00:00 2001 From: Induwara Senadheera Date: Mon, 27 Jul 2026 13:05:16 +0530 Subject: [PATCH 8/9] refactor: Simplify framework context handling and improve documentation --- ak-py/src/agentkernel/cli/cli.py | 10 +-- ak-py/src/agentkernel/core/base.py | 75 ++++++++----------- ak-py/src/agentkernel/framework/adk/adk.py | 55 ++++---------- .../agentkernel/framework/crewai/crewai.py | 17 +---- .../framework/langgraph/langgraph.py | 17 ++--- .../agentkernel/framework/openai/openai.py | 19 ++--- .../framework/smolagents/smolagents.py | 8 +- .../agentkernel/trace/langfuse/langgraph.py | 9 +-- ak-py/tests/test_adk_runner.py | 4 +- ak-py/tests/test_crewai_runner.py | 3 +- ak-py/tests/test_langgraph_runner.py | 2 +- ak-py/tests/test_openai_runner.py | 2 +- ak-py/tests/test_smolagents_runner.py | 2 +- ak-py/tests/test_trace_langfuse_langgraph.py | 4 +- examples/cli/adk_context/demo.py | 39 +--------- examples/cli/adk_context/demo_test.py | 10 +-- examples/cli/langgraph_context/demo.py | 40 ++-------- examples/cli/langgraph_context/demo_test.py | 7 +- examples/cli/openai_context/demo.py | 28 +------ examples/cli/openai_context/demo_test.py | 6 +- 20 files changed, 93 insertions(+), 264 deletions(-) diff --git a/ak-py/src/agentkernel/cli/cli.py b/ak-py/src/agentkernel/cli/cli.py index 2476a779a..72e57d7f0 100644 --- a/ak-py/src/agentkernel/cli/cli.py +++ b/ak-py/src/agentkernel/cli/cli.py @@ -1,10 +1,8 @@ import asyncio import logging -import readline # Enables line editing and history features for input() in the CLI import threading from ..core import AgentService -from ..core.config import AKConfig ak_cli_logger = logging.getLogger("ak.cli") @@ -51,11 +49,9 @@ def list(self): @staticmethod async def _ainput(prompt: str) -> str: """ - Read a line of input without blocking the event loop. - A blocking `input()` on the loop thread freezes every background task between turns — most - visibly LiteLLM's logging worker, which times out its queued callbacks after 20s. The reader - runs on a daemon thread so Ctrl+C exits promptly instead of waiting on a thread parked in - `input()`, which is what the default executor would do during `asyncio.run()` shutdown. + Reads a line of input without blocking the event loop, so background tasks keep running between turns. + The reader runs on a daemon thread so Ctrl+C exits promptly instead of waiting on a thread parked in + `input()`. :param prompt: The prompt to display to the user. :return: The line entered by the user. """ diff --git a/ak-py/src/agentkernel/core/base.py b/ak-py/src/agentkernel/core/base.py index 39fa7bc7c..5b420e5cd 100644 --- a/ak-py/src/agentkernel/core/base.py +++ b/ak-py/src/agentkernel/core/base.py @@ -17,10 +17,7 @@ def _not_picklable(value: Any) -> bool: """ - Returns True when the given value cannot be pickled. - - Used by Runner._ensure_framework_context_picklable to name the offending - framework_context entry in a descriptive error. + Checks whether the given value can be pickled. :param value: The value to test for picklability. :return: True if the value cannot be pickled, otherwise False. """ @@ -243,17 +240,11 @@ def name(self) -> str: def _load_framework_context(self, session: Session | None) -> dict | None: """ - Returns a DEEP COPY of the stored framework_context, or None if the key is absent. - - The reserved ``framework_context`` session key carries a per-run, framework-agnostic - context/state dict across turns. A deep copy isolates the stored object from in-run - mutation (crash-isolation): the stored key is left untouched until a successful - write-back replaces it wholesale, so a mid-run crash cannot leave it half-mutated. - - :param session: The session to read the reserved framework_context key from, or None - (some runner unit paths invoke a runner without a session). - :return: A deep copy of the stored dict (including an empty ``{}``), or None when the - key is absent — absent means "no injection / framework default". + Returns a deep copy of the per-run framework context stored in the session, or None if the key is absent. + The copy isolates the stored value from in-run mutation, so a failed run leaves the previously stored + context intact. + :param session: The session to read the reserved framework_context key from, or None. + :return: A deep copy of the stored dict, or None when the key is absent. :raises TypeError: If the stored value is not a dict. """ if session is None: @@ -271,19 +262,10 @@ def _load_framework_context(self, session: Session | None) -> dict | None: def _store_framework_context(self, session: Session | None, incoming: dict | None, produced: Mapping[str, Any] | None) -> None: """ - Shallow-merges ``produced`` over ``incoming`` and writes the result back to the reserved key. - - ``incoming`` is the deep copy returned by :meth:`_load_framework_context` this turn. - Top-level keys the framework touched (``produced``) win over the caller-seeded ones - (last-write-wins); caller keys the framework never touched are preserved; nested - structures are replaced wholesale (no recursive merge). No-op when the key was absent - this turn (``incoming`` is None) — the previously stored context is left intact. - - Runners call this only after a successful native invocation, so a crashed/partial run - never overwrites the last-known-good context. - - :param session: The session to write the merged framework_context back to, or None - (some runner unit paths invoke a runner without a session). + Shallow-merges the framework's post-run state over the context loaded this turn and writes the result + back to the reserved framework_context key. Keys the framework touched win; untouched caller keys are + preserved. No-op when the key was absent this turn. + :param session: The session to write the merged framework_context back to, or None. :param incoming: The deep copy loaded this turn, or None when the key was absent. :param produced: The framework's post-run state delta, or None. """ @@ -298,13 +280,8 @@ def _store_framework_context(self, session: Session | None, incoming: dict | Non @staticmethod def _ensure_framework_context_picklable(session: Session, ctx: Mapping[str, Any]) -> None: """ - Fails fast with an actionable message if the merged context cannot be pickled. - - Sessions are serialized with pickle, so a non-picklable framework_context value would - otherwise abort the whole session store() with an opaque error. This diagnostic check - runs on the merge result before it is written back, naming the session and the offending - key/type so the failure is actionable during development. - + Fails fast if the merged context cannot be pickled. Sessions are persisted with pickle, so a + non-picklable value would otherwise abort the whole session store() with an opaque error. :param session: The session whose id is named in the error. :param ctx: The merged framework_context to validate. :raises TypeError: If any value in ctx is not pickle-serializable. @@ -325,16 +302,9 @@ def _ensure_framework_context_picklable(session: Session, ctx: Mapping[str, Any] @staticmethod def _log_framework_context_stream_failure(session: Session | None, error: Exception) -> None: """ - Logs a streamed-run framework_context write-back failure instead of raising it. - - In ``run()`` a write-back error (non-picklable context, a failed framework state read) - is caught by the runner's own ``except Exception`` and surfaced as an error reply, and - ``Runtime.run`` still persists the session. ``stream()`` has no such ``except``, so the - same error would escape the generator, reach the transport as a raw error chunk, and skip - ``Runtime.stream``'s ``store()`` — losing the whole turn's session state, not just the - context. Stream write-back therefore logs and skips: the previously stored context is left - intact and the rest of the session still persists, matching the ``run()`` degradation. - + Logs a streamed-run framework_context write-back failure instead of raising it. Raising from a stream + would escape the generator as a transport error and skip Runtime.stream's session store(), losing the + whole turn's state rather than just the context. :param session: The session whose write-back failed, named in the log message. :param error: The exception raised while producing or storing the context. """ @@ -476,3 +446,18 @@ def _attach_system_tools(self) -> None: for tool in SystemToolFactory.get_all(self.name): self.attach_tool(tool.func) + + @staticmethod + def _append_tools(agent: Any, wrapped: list[Any]) -> None: + """ + Appends already-wrapped tools to a framework-native agent's list-based `tools` attribute, + creating the list when it is absent and skipping tools that are already attached. Shared by + the framework agents whose native tool collection is a plain list. + :param agent: The framework-native agent holding the `tools` attribute. + :param wrapped: The wrapped tools to attach. + """ + for w in wrapped: + if not hasattr(agent, "tools") or agent.tools is None: + agent.tools = [] + if w not in agent.tools: + agent.tools.append(w) diff --git a/ak-py/src/agentkernel/framework/adk/adk.py b/ak-py/src/agentkernel/framework/adk/adk.py index d3441735d..645db9246 100644 --- a/ak-py/src/agentkernel/framework/adk/adk.py +++ b/ak-py/src/agentkernel/framework/adk/adk.py @@ -78,23 +78,9 @@ async def update_session_state(self, invocation_id: str, author: str, state: dic async def get_state(self) -> dict: """ - Returns the current session-scoped ADK state with non-caller keys stripped. - - ADK's native state lives in an InMemorySessionService and is not part of the pickled AK - session, so the runner reads it back here to give the framework_context cross-turn - durability. Two groups of keys are removed because they are not caller state: - - - ``ak_tool_context`` — AK-internal, seeded fresh every turn, so the caller's context never - accumulates a stale internal id. - - ``app:`` / ``user:`` / ``temp:`` prefixed keys — the first two are app- and user-scoped - values that ``InMemorySessionService`` merges into the returned session on read - (``_merge_state``), the third is invocation-scoped. None belong in a per-session caller - context that gets pickled into the AK session. - - Note that the returned state is accumulate-only: ADK keeps every key written to this session - for its lifetime, so a key the caller drops from framework_context reappears here on the next - turn, and values an agent writes itself (e.g. ``LlmAgent(output_key=...)``) are - indistinguishable from tool writes and round-trip too. + Returns the current session-scoped ADK state with non-caller keys stripped: the AK-internal + ``ak_tool_context`` id, plus the ``app:`` / ``user:`` / ``temp:`` prefixed keys that are app-, user- or + invocation-scoped rather than session state. :return: The accumulated session-scoped ADK state, or an empty dict when no session exists. """ if self._session is None: @@ -161,7 +147,7 @@ def _process_requests(requests: list[AgentRequest]) -> tuple[str, list[types.Par parts.append(types.Part(file_data=types.FileData(file_uri=base64_data))) continue - if base64_data.startswith(("data:")): + if base64_data.startswith("data:"): mime_type = base64_data.split(";")[0][5:] else: if not req.mime_type: @@ -194,9 +180,8 @@ async def _setup_session_context( ctx: AKToolContext = AKToolContext(Runtime.current(), agent, session, requests) await adk_session.create_session(app_name=app_name, user_id=user_id, session_id=session.id) - # The AK-internal key is assigned LAST so a caller key named `ak_tool_context` can never - # replace the id tools resolve their context by (AKToolContext.fetch would raise KeyError for - # every tool call in the run). Same "internal key wins" ordering as LangGraph's `messages`. + # The AK-internal key is assigned last so a caller key of the same name cannot replace the id tools + # resolve their context by. state = dict(injected or {}) state["ak_tool_context"] = ctx.id await adk_session.update_session_state(ctx.id, agent.name, state) @@ -218,9 +203,9 @@ async def get_response(runner: Runner, user_id: str, session_id: str, parts: lis response_text = "" if hasattr(runner, "run_async"): - # Drain the stream instead of breaking on the first final response. Stopping early makes - # ADK cancel its still-running root agent task ("Root node was cancelled."), and the - # last final response is the right one when sub-agents are involved. Matches `stream()`. + # Drain the stream instead of breaking on the first final response. Stopping early makes ADK cancel + # its still-running root agent task, and the last final response is the right one when sub-agents + # are involved. async for event in runner.run_async(user_id=user_id, session_id=session_id, new_message=new_message): if event.is_final_response() and event.content and event.content.parts: text_parts = [p.text for p in event.content.parts if hasattr(p, "text") and p.text] @@ -241,6 +226,7 @@ async def run(self, agent: Any, session: Session, requests: list[AgentRequest]) :param requests: The requests to the agent. :return: The result of the agent's execution. """ + prompt = "" try: prompt, parts = self._process_requests(requests) @@ -252,10 +238,8 @@ async def run(self, agent: Any, session: Session, requests: list[AgentRequest]) with ctx: reply = await self.get_response(runner=runner, session_id=session.id, parts=parts, user_id=user_id) - # Read ADK's accumulated state back (ak_tool_context already stripped by get_state) and - # write it back in FULL — keys a tool ADDED during the run round-trip here (the deliberate - # divergence from smolagents). Inside the try, after the run, so a framework error skips - # write-back and leaves the previously stored context intact. + # Read ADK's accumulated state back and write it back in full, so keys a tool added during the run + # also round-trip. After the run, so a framework error leaves the stored context intact. if incoming is not None: produced = await adk_session.get_state() self._store_framework_context(session, incoming, produced) @@ -305,12 +289,8 @@ async def stream(self, agent: Any, session: Session, requests: list[AgentRequest if chunk: yield chunk - # Write back only after the event stream drains normally. A disconnect - # (GeneratorExit at a yield) or a mid-stream error unwinds before this line, so the - # stored context is left intact — never moved into a finally. A failed state read - # or write-back is logged rather than raised, so the response already streamed to - # the client does not turn into a transport error that also skips Runtime.stream's - # session store(). + # Write back only after the event stream drains normally, so a disconnect or a mid-stream error + # leaves the stored context intact. Deliberately not in a finally. if incoming is not None: try: produced = await adk_session.get_state() @@ -364,12 +344,7 @@ def attach_tool(self, tool: Any) -> None: :param tool: Raw Python callable or already-wrapped ADK FunctionTool. """ # Delegate to the tool builder to handle binding - wrapped = GoogleADKToolBuilder.bind([tool]) - for w in wrapped: - if not hasattr(self._agent, "tools") or self._agent.tools is None: - self._agent.tools = [] - if w not in self._agent.tools: - self._agent.tools.append(w) + self._append_tools(self._agent, GoogleADKToolBuilder.bind([tool])) def get_a2a_card(self): """ diff --git a/ak-py/src/agentkernel/framework/crewai/crewai.py b/ak-py/src/agentkernel/framework/crewai/crewai.py index d985d114e..62c2e67c9 100644 --- a/ak-py/src/agentkernel/framework/crewai/crewai.py +++ b/ak-py/src/agentkernel/framework/crewai/crewai.py @@ -377,13 +377,9 @@ async def run(self, agent: Any, session: Session, requests: list[AgentRequest]) verbose=False, memory=memory, ) - # CrewAI's kickoff(inputs=...) are .format() template-interpolation variables, not a - # context/state object, so there is no safe per-run caller-state slot. Warn when a - # non-empty framework_context is set (a caller-set {} is falsy and does not warn) and - # leave the stored key untouched — no injection, no write-back. Tools that need the dict - # can still reach it via ToolContext.get().session. The warning fires once per runner - # rather than once per turn: the condition holds for every turn of a session that seeded - # a context, and repeating an unactionable warning on each of them is just log noise. + # CrewAI's kickoff(inputs=...) are template-interpolation variables, not a context/state object, so + # there is no per-run caller-state slot. The stored key is left untouched and warned about once per + # runner, since the condition holds for every turn of the session. if not self._context_warned and session is not None and session.get(Session.Keys.FRAMEWORK_CONTEXT.value): self._log.warning("framework_context is set but CrewAI does not support per-run caller context/state; ignoring it.") self._context_warned = True @@ -522,12 +518,7 @@ def attach_tool(self, tool: Any) -> None: :param tool: Raw Python callable or already-wrapped CrewAI tool. """ # Delegate to the tool builder to handle binding - wrapped = CrewAIToolBuilder.bind([tool]) - for w in wrapped: - if not hasattr(self.agent, "tools") or self.agent.tools is None: - self.agent.tools = [] - if w not in self.agent.tools: - self.agent.tools.append(w) + self._append_tools(self.agent, CrewAIToolBuilder.bind([tool])) def override_system_prompt(self, prompt: str) -> None: """ diff --git a/ak-py/src/agentkernel/framework/langgraph/langgraph.py b/ak-py/src/agentkernel/framework/langgraph/langgraph.py index 87c2e99be..b29c623d1 100644 --- a/ak-py/src/agentkernel/framework/langgraph/langgraph.py +++ b/ak-py/src/agentkernel/framework/langgraph/langgraph.py @@ -387,9 +387,8 @@ async def run(self, agent: Any, session: Session, requests: list[AgentRequest]) config, messages = self._prepare_session_and_messages(agent, session, prompt) - # Spread the per-run framework context's top-level keys into the input state so they map - # onto the graph's state channels. `messages` is written last, so a caller key can never - # replace it. Unknown keys are silently dropped by prebuilt agents (no error). + # Spread the per-run framework context's top-level keys into the input state so they map onto the + # graph's state channels. `messages` is written last so a caller key cannot replace it. incoming = self._load_framework_context(session) input_state: dict[str, Any] = {} if incoming: @@ -401,8 +400,7 @@ async def run(self, agent: Any, session: Session, requests: list[AgentRequest]) config=config, ) - # Only keys the graph's state schema declares as channels come back on `result`; the - # rest are dropped. Written back after a successful invoke, before returning. + # Only keys the graph's state schema declares as channels come back on `result`; the rest are dropped. if incoming is not None: produced = {k: result[k] for k in incoming if k in result} self._store_framework_context(session, incoming, produced) @@ -459,12 +457,9 @@ async def stream(self, agent: Any, session: Session, requests: list[AgentRequest if isinstance(item, dict) and item.get("text"): yield item["text"] - # astream_events yields events, not a final state dict, so read the produced state back - # explicitly once the stream drains normally. Inside the try, after the loop — a - # disconnect (GeneratorExit) or a mid-stream error unwinds before this line. A failed - # state read or write-back is logged rather than raised, so the response already - # streamed to the client does not turn into a transport error that also skips - # Runtime.stream's session store(). + # astream_events yields events, not a final state dict, so read the produced state back explicitly + # once the stream drains normally. A disconnect or a mid-stream error unwinds before this line, + # leaving the stored context intact. if incoming is not None: try: state = await agent.agent.aget_state(config) diff --git a/ak-py/src/agentkernel/framework/openai/openai.py b/ak-py/src/agentkernel/framework/openai/openai.py index ab6639020..eb7c5d55f 100644 --- a/ak-py/src/agentkernel/framework/openai/openai.py +++ b/ak-py/src/agentkernel/framework/openai/openai.py @@ -180,13 +180,11 @@ async def run(self, agent: Any, session: Session, requests: list[AgentRequest]) return AgentReplyText(response="Sorry. No valid content found in the requests") input_data, session_to_use = self._get_run_input(agent, session, prompt, message_content) - # Load the per-run framework context (deep copy) and inject it so tools can read/write - # it via RunContextWrapper.context. context=None (absent key) matches prior behaviour. + # Inject the per-run framework context so tools can read and write it via RunContextWrapper.context. incoming = self._load_framework_context(session) reply = (await Runner.run(agent.agent, input_data, session=session_to_use, context=incoming)).final_output - # OpenAI tools mutate the injected object in place, so the produced state is the same - # object. Write back only after a successful native call, before returning. + # OpenAI tools mutate the injected object in place, so the produced state is the same object. self._store_framework_context(session, incoming, incoming) structured = AgentReplyAny.from_output(reply, prompt) @@ -226,10 +224,8 @@ async def stream(self, agent: Any, session: Session, requests: list[AgentRequest if event.data.delta: yield event.data.delta - # Write back only when the stream drains normally. A client disconnect (GeneratorExit - # at a yield) or a framework error unwinds before this line, leaving the stored context - # intact. Kept out of `finally` so partial state is never persisted. A write-back error - # is logged rather than raised — see Runner._log_framework_context_stream_failure. + # Write back only when the stream drains normally, so a disconnect or a framework error leaves the + # stored context intact. Deliberately not in a finally. try: self._store_framework_context(session, incoming, incoming) except Exception as e: @@ -285,12 +281,7 @@ def attach_tool(self, tool: Any) -> None: :param tool: Raw Python callable or already-wrapped OpenAI function_tool. """ # Delegate to the tool builder to handle binding - wrapped = OpenAIToolBuilder.bind([tool]) - for w in wrapped: - if not hasattr(self._agent, "tools") or self._agent.tools is None: - self._agent.tools = [] - if w not in self._agent.tools: - self._agent.tools.append(w) + self._append_tools(self._agent, OpenAIToolBuilder.bind([tool])) def get_a2a_card(self): """ diff --git a/ak-py/src/agentkernel/framework/smolagents/smolagents.py b/ak-py/src/agentkernel/framework/smolagents/smolagents.py index 37f66d716..c80dbc6d4 100644 --- a/ak-py/src/agentkernel/framework/smolagents/smolagents.py +++ b/ak-py/src/agentkernel/framework/smolagents/smolagents.py @@ -153,8 +153,7 @@ async def run(self, agent: Any, session: Session, requests: list[AgentRequest]) # Rehydrate framework memory from the AgentKernel session before execution. self._hydrate_memory(agent, session) - # Load the per-run framework context and inject it as smolagents additional_args, but - # only when a context is present — this keeps the no-context call byte-for-byte as before. + # Inject the per-run framework context as smolagents additional_args, only when one is present. incoming = self._load_framework_context(session) run_kwargs: dict[str, Any] = {"reset": False} if incoming is not None: @@ -166,9 +165,8 @@ async def run(self, agent: Any, session: Session, requests: list[AgentRequest]) # Persist updated framework memory back to the AgentKernel session. self._sync_memory(agent, session) - # Write back the context restricted to the keys the caller seeded — agent.state also - # holds framework-internal entries with no clean prefix to filter on, so a brand-new - # key a tool adds is not round-tripped (documented smolagents divergence). + # Write back only the keys the caller seeded: agent.state also holds framework-internal entries with + # no clean prefix to filter on, so a brand-new key a tool adds is not round-tripped. produced: dict[str, Any] | None = None if incoming is not None and hasattr(agent.agent, "state") and isinstance(agent.agent.state, dict): produced = {k: agent.agent.state[k] for k in incoming if k in agent.agent.state} diff --git a/ak-py/src/agentkernel/trace/langfuse/langgraph.py b/ak-py/src/agentkernel/trace/langfuse/langgraph.py index f714400d7..f04fe6103 100644 --- a/ak-py/src/agentkernel/trace/langfuse/langgraph.py +++ b/ak-py/src/agentkernel/trace/langfuse/langgraph.py @@ -23,12 +23,9 @@ def __init__(self, client: Langfuse): def _prepare_session_and_messages(self, agent: Any, session: Session, prompt: str) -> tuple[dict, list]: """ - Wires the Langfuse callback handler into the base runner's session config so LangGraph emits - traces, without re-implementing the run/stream bodies. - - Overriding this single seam (rather than the whole ``run``/``stream``) keeps the base runner - in charge of message building AND the per-run ``framework_context`` injection/write-back — - both of which ``run`` and ``stream`` share — so tracing never silently bypasses that plumbing. + Wires the Langfuse callback handler into the base runner's session config so LangGraph emits traces. + Overriding this seam rather than the whole run/stream bodies keeps the base runner in charge of message + building and framework_context handling, so tracing never bypasses them. :param agent: The LangGraph agent. :param session: The AgentKernel session. :param prompt: The prompt text. diff --git a/ak-py/tests/test_adk_runner.py b/ak-py/tests/test_adk_runner.py index 6915095e2..b314ae501 100644 --- a/ak-py/tests/test_adk_runner.py +++ b/ak-py/tests/test_adk_runner.py @@ -138,16 +138,14 @@ async def test_seeded_context_injected_and_full_state_written_back(self): agent = _mock_agent(output_schema=None) adk_session = MagicMock() - # get_state returns the accumulated state with ak_tool_context already stripped. adk_session.get_state = AsyncMock(return_value={"seeded": 9, "added": "new"}) setup = AsyncMock(return_value=("user", MagicMock(), _ctx_mock(), adk_session)) with patch.object(runner, "_setup_session_context", setup), patch.object(GoogleADKRunner, "get_response", AsyncMock(return_value="hello")): reply = await runner.run(agent, session, requests) - # The loaded context is injected into _setup_session_context. assert setup.await_args.args[3] == {"seeded": 1} - # Full stripped state is written back: a mutated seeded key AND a brand-new key both survive. + # The full state is written back, so a mutated seeded key and a brand-new key both survive. assert session.get(FRAMEWORK_CONTEXT) == {"seeded": 9, "added": "new"} assert reply.response == "hello" diff --git a/ak-py/tests/test_crewai_runner.py b/ak-py/tests/test_crewai_runner.py index e0907c305..5d05b7768 100644 --- a/ak-py/tests/test_crewai_runner.py +++ b/ak-py/tests/test_crewai_runner.py @@ -231,9 +231,8 @@ async def test_non_empty_context_warns_once_and_is_preserved(self, caplog): warnings = [record for record in caplog.records if "framework_context" in record.getMessage()] assert len(warnings) == 1 - # kickoff_async is still called with the unchanged empty inputs. crew_cls.return_value.kickoff_async.assert_awaited_once_with(inputs={}) - # The stored key is left untouched (no injection, no write-back). + # The stored key is left untouched: no injection, no write-back. assert session.get(FRAMEWORK_CONTEXT) == {"user_id": "42"} @pytest.mark.asyncio diff --git a/ak-py/tests/test_langgraph_runner.py b/ak-py/tests/test_langgraph_runner.py index c64b2ab10..77298f24e 100644 --- a/ak-py/tests/test_langgraph_runner.py +++ b/ak-py/tests/test_langgraph_runner.py @@ -73,7 +73,7 @@ async def test_caller_keys_spread_into_input_and_declared_channels_round_trip(se assert input_state["ephemeral"] == "x" assert "messages" in input_state - # 'user_id' round-trips from result; 'ephemeral' keeps its seeded value (untouched key preserved). + # 'user_id' round-trips from result; 'ephemeral' keeps its seeded value. assert session.get(FRAMEWORK_CONTEXT) == {"user_id": "99", "ephemeral": "x"} @pytest.mark.asyncio diff --git a/ak-py/tests/test_openai_runner.py b/ak-py/tests/test_openai_runner.py index c727f9d55..2ecea585e 100644 --- a/ak-py/tests/test_openai_runner.py +++ b/ak-py/tests/test_openai_runner.py @@ -179,7 +179,7 @@ async def stream_events(): assert first == "hi" await agen.aclose() # simulate client disconnect at the yield - # Write-back is after the loop → skipped; last-known-good context preserved. + # Write-back is after the loop, so it is skipped and the last-known-good context is preserved. assert session.get(FRAMEWORK_CONTEXT) == {"seed": 1} @pytest.mark.asyncio diff --git a/ak-py/tests/test_smolagents_runner.py b/ak-py/tests/test_smolagents_runner.py index e0b684193..9ca2d93f3 100644 --- a/ak-py/tests/test_smolagents_runner.py +++ b/ak-py/tests/test_smolagents_runner.py @@ -41,7 +41,7 @@ async def test_context_injected_and_seeded_keys_round_trip(self): mock_to_thread.assert_called_once_with(mock_agent.agent.run, "hi", reset=False, additional_args={"seeded": 1}) - # Only the seeded key round-trips; the brand-new internal key is dropped (smolagents divergence). + # Only the seeded key round-trips; the brand-new internal key is dropped. assert session.get(FRAMEWORK_CONTEXT) == {"seeded": 5} @pytest.mark.asyncio diff --git a/ak-py/tests/test_trace_langfuse_langgraph.py b/ak-py/tests/test_trace_langfuse_langgraph.py index 10755589b..32fe05b80 100644 --- a/ak-py/tests/test_trace_langfuse_langgraph.py +++ b/ak-py/tests/test_trace_langfuse_langgraph.py @@ -56,15 +56,13 @@ async def test_context_injected_and_written_back_through_traced_runner(self): with patch("agentkernel.trace.langfuse.langgraph.propagate_attributes", _noop_cm): await runner.run(agent, session, requests) - # The caller keys were spread into the native ainvoke input — the feature is NOT bypassed. _, kwargs = agent.agent.ainvoke.call_args input_state = kwargs["input"] assert input_state["user_id"] == "42" assert input_state["ephemeral"] == "x" assert "messages" in input_state - # The Langfuse callback handler is still wired into the config (tracing preserved). assert kwargs["config"]["callbacks"] == [runner._callback_handler] - # 'user_id' round-trips from result; 'ephemeral' keeps its seeded value (untouched key kept). + # 'user_id' round-trips from result; 'ephemeral' keeps its seeded value. assert session.get(FRAMEWORK_CONTEXT) == {"user_id": "99", "ephemeral": "x"} @pytest.mark.asyncio diff --git a/examples/cli/adk_context/demo.py b/examples/cli/adk_context/demo.py index 06679af88..c0b00eda2 100644 --- a/examples/cli/adk_context/demo.py +++ b/examples/cli/adk_context/demo.py @@ -9,28 +9,12 @@ logger = logging.getLogger("ak.example.adk_context") -# The single reserved session key that carries a per-run, framework-agnostic context/state dict -# across turns. Reference the enum member rather than hardcoding the "framework_context" string. FRAMEWORK_CONTEXT = Session.Keys.FRAMEWORK_CONTEXT.value -# Prefixes the AppendCartPostHook adds to every reply so the stored context is always visible. CART_PREFIX = "Current cart:" NOTE_PREFIX = "Delivery note:" -# --- Tools that read and write the per-run framework context -------------------------------------- -# -# Agent Kernel merges `framework_context` into the ADK session state before the run and reads the -# accumulated state back afterwards, so a tool reads and writes it through ADK's own -# `tool_context.state`. ADK's state is in-memory only; the write-back into the session key is what -# makes it survive beyond this process. -# -# These tools are passed to the ADK agent DIRECTLY rather than through `GoogleADKToolBuilder.bind`. -# The builder consumes `tool_context` to set up Agent Kernel's own ToolContext and does not forward -# it, so a bound tool cannot reach ADK state. Rule of thumb: bind tools that need -# `ToolContext.get()` (session, runtime, agent); pass tools that need ADK state directly. - - def add_to_cart(item: str, tool_context: ToolContext) -> str: """Add a grocery item to the shopping cart carried in the per-run context. @@ -39,8 +23,7 @@ def add_to_cart(item: str, tool_context: ToolContext) -> str: """ cart = list(tool_context.state.get("cart") or []) cart.append(item) - # Assign back instead of mutating in place — ADK records a state delta on assignment, and only - # what lands in the state is read back and written to the session. + # Assign back instead of mutating in place: ADK records a state delta on assignment. tool_context.state["cart"] = cart logger.debug("cart is now %s", cart) return f"Added '{item}'. The cart now has {len(cart)} item(s)." @@ -60,22 +43,14 @@ def set_delivery_note(note: str, tool_context: ToolContext) -> str: Args: note: The delivery instruction to remember for this order. """ - # `delivery_note` was never seeded into framework_context — it is a brand-new key this tool adds - # mid-run. On ADK the whole (stripped) state is read back, so it round-trips; on smolagents the - # same write would be dropped, because there the read-back is restricted to pre-seeded keys. + # `delivery_note` was never seeded into framework_context; ADK reads the whole state back, so it round-trips. tool_context.state["delivery_note"] = note logger.debug("delivery note is now %s", note) return f"Noted: {note}" class SeedCartContextPreHook(PreHook): - """Seed an empty framework_context on the first turn so the tools have state to populate. - - An absent key means "no context / no injection" (existing apps are unaffected); a caller-set - dict — even an empty one — is injected and round-tripped. Seeding ``{"cart": []}`` once, before - the first run, is the recommended way to opt a session into carrying per-run state. On later - turns the key is already present (persisted across turns) and is left untouched. - """ + """Seed an empty framework_context on the first turn so the tools have state to populate.""" async def on_run(self, session, agent, requests): if session is not None and session.get(FRAMEWORK_CONTEXT) is None: @@ -87,13 +62,7 @@ def name(self) -> str: class AppendCartPostHook(PostHook): - """Append the stored context to every reply. - - This hook reads ``session.get(framework_context)`` — the Agent Kernel session, not ADK's state — - and post-hooks run after the runner has already written the produced state back. So whatever it - prints is proof that the ADK state round-tripped into the durable session key rather than merely - living in ADK's in-memory session service. - """ + """Append the stored framework_context to every reply, showing that the ADK state round-tripped.""" async def on_run(self, session, requests, agent, agent_reply): if session is None or not isinstance(agent_reply, AgentReplyText): diff --git a/examples/cli/adk_context/demo_test.py b/examples/cli/adk_context/demo_test.py index 040975346..ef01f054d 100644 --- a/examples/cli/adk_context/demo_test.py +++ b/examples/cli/adk_context/demo_test.py @@ -17,8 +17,7 @@ async def test_client(): @pytest.mark.order(1) async def test_first_item_appears_in_cart_line(test_client): - # The AppendCartPostHook appends a deterministic "Current cart:" line built from the session's - # framework_context, so we can assert on it directly rather than fuzzy-matching the LLM's text. + # The post-hook appends a deterministic "Current cart:" line, so assert on it rather than the LLM's text. response = await test_client.send("Add milk to my cart.") assert "Current cart:" in response assert "milk" in response.lower() @@ -32,9 +31,7 @@ async def test_second_item_added_to_cart_line(test_client): @pytest.mark.order(3) async def test_tool_added_key_round_trips(test_client): - # `delivery_note` was never seeded into framework_context — the tool adds it mid-run. ADK reads - # the whole (stripped) state back, so brand-new keys survive; on smolagents this would be - # dropped. The note line only appears if the key made it into the session key. + # `delivery_note` was never seeded; the note line appears only if the key a tool added mid-run survived. response = await test_client.send("Leave the order at the front door.") assert "Delivery note:" in response assert "door" in response.lower() @@ -42,8 +39,7 @@ async def test_tool_added_key_round_trips(test_client): @pytest.mark.order(4) async def test_context_persists_across_turns(test_client): - # A fresh run, yet the post-hook still reports both items and the note — proving the per-run - # framework_context round-tripped through the session rather than resetting each run. + # A fresh run still reports both items and the note, so the context round-tripped through the session. response = await test_client.send("What's in my cart right now?") assert "Current cart:" in response assert "milk" in response.lower() and "eggs" in response.lower() diff --git a/examples/cli/langgraph_context/demo.py b/examples/cli/langgraph_context/demo.py index 2b1e40666..f791204d6 100644 --- a/examples/cli/langgraph_context/demo.py +++ b/examples/cli/langgraph_context/demo.py @@ -11,26 +11,16 @@ logger = logging.getLogger("ak.example.langgraph_context") -# The single reserved session key that carries a per-run, framework-agnostic context/state dict -# across turns. Reference the enum member rather than hardcoding the "framework_context" string. FRAMEWORK_CONTEXT = Session.Keys.FRAMEWORK_CONTEXT.value -# Prefix the AppendCartPostHook adds to every reply so the current cart is always visible. CART_PREFIX = "Current cart:" model = ChatOpenAI(model="gpt-4o-mini", temperature=0.0) -# --- The graph state: a cart channel is what makes the round-trip work ----------------------------- -# -# Agent Kernel spreads the `framework_context` dict's top-level keys into the graph's input state, and -# reads back ONLY the keys the graph's state schema declares as channels. `cart` is declared here, so -# it round-trips; a key the schema does NOT declare would be silently dropped by LangGraph on the way -# out. (A prebuilt `create_react_agent` uses a fixed `AgentState` — messages/remaining_steps/ -# structured_response — so seeding `cart` there would inject but never come back. See the README.) - - class ShoppingState(TypedDict): + """Graph state. `cart` is a declared channel, which is what lets it round-trip via framework_context.""" + messages: Annotated[Sequence[BaseMessage], add_messages] cart: list[str] @@ -54,12 +44,7 @@ class CartUpdate(BaseModel): def shopping_node(state: ShoppingState) -> dict: - """Read the cart carried in the graph state, apply the user's request, and write it back. - - The cart arrives in ``state["cart"]`` because Agent Kernel injected the session's - ``framework_context`` into the graph input. Returning an updated ``cart`` puts the new value on - the declared channel, which Agent Kernel then reads back and persists to the session. - """ + """Read the cart carried in the graph state, apply the user's request, and write it back.""" cart = list(state.get("cart") or []) decision: CartUpdate = structured_model.invoke([SYSTEM_MESSAGE] + list(state["messages"])) cart.extend(decision.items_to_add) @@ -75,17 +60,8 @@ def _build_shopping_graph() -> "StateGraph": return graph.compile(name="shopping") -# --- Hooks: seed the context on turn 1, and surface it on every reply ------------------------------ - - class SeedCartContextPreHook(PreHook): - """Seed an empty framework_context on the first turn so the graph has a cart channel to fill. - - An absent key means "no context / no injection" (existing apps are unaffected); a caller-set - dict — even an empty one — is injected and round-tripped. Seeding ``{"cart": []}`` once, before - the first run, is the recommended way to opt a session into carrying per-run state. On later - turns the key is already present (persisted across turns) and is left untouched. - """ + """Seed an empty framework_context on the first turn so the graph has a cart channel to fill.""" async def on_run(self, session, agent, requests): if session is not None and session.get(FRAMEWORK_CONTEXT) is None: @@ -97,13 +73,7 @@ def name(self) -> str: class AppendCartPostHook(PostHook): - """Append the current cart to every reply. - - Post-hooks run after the runner has already written the produced state back to the session, so - ``session.get(framework_context)`` here reflects this turn's changes. This makes the cart visible - on every reply and shows that the same per-run state is reachable from a hook (via the session) - as from inside the graph (via the state channel). - """ + """Append the current cart to every reply, read from the session rather than the graph state.""" async def on_run(self, session, requests, agent, agent_reply): if session is None or not isinstance(agent_reply, AgentReplyText): diff --git a/examples/cli/langgraph_context/demo_test.py b/examples/cli/langgraph_context/demo_test.py index e07005b9b..8faaae2e6 100644 --- a/examples/cli/langgraph_context/demo_test.py +++ b/examples/cli/langgraph_context/demo_test.py @@ -17,8 +17,7 @@ async def test_client(): @pytest.mark.order(1) async def test_first_item_appears_in_cart_line(test_client): - # The AppendCartPostHook appends a deterministic "Current cart:" line to every reply, so we can - # assert on it directly rather than fuzzy-matching the LLM's free-form text. + # The post-hook appends a deterministic "Current cart:" line, so assert on it rather than the LLM's text. response = await test_client.send("Add milk to my cart.") assert "Current cart:" in response assert "milk" in response.lower() @@ -32,9 +31,7 @@ async def test_second_item_added_to_cart_line(test_client): @pytest.mark.order(3) async def test_cart_persists_across_turns(test_client): - # This turn is a fresh run, yet the post-hook still reports both earlier items — proving the - # per-run framework_context round-tripped across turns via the graph's declared `cart` channel - # rather than resetting each run. + # A fresh run still reports both earlier items, so the context round-tripped via the `cart` channel. response = await test_client.send("What's in my cart right now?") assert "Current cart:" in response assert "milk" in response.lower() and "eggs" in response.lower() diff --git a/examples/cli/openai_context/demo.py b/examples/cli/openai_context/demo.py index aa8a21231..ab08087c9 100644 --- a/examples/cli/openai_context/demo.py +++ b/examples/cli/openai_context/demo.py @@ -7,23 +7,11 @@ logger = logging.getLogger("ak.example.openai_context") -# The single reserved session key that carries a per-run, framework-agnostic context/state dict -# across turns. Reference the enum member rather than hardcoding the "framework_context" string. FRAMEWORK_CONTEXT = Session.Keys.FRAMEWORK_CONTEXT.value -# Prefix the AppendCartPostHook adds to every reply so the current cart is always visible. CART_PREFIX = "Current cart:" -# --- Tools that read and write the per-run framework context -------------------------------------- -# -# The OpenAI Agents SDK injects Agent Kernel's `framework_context` dict as the run *context*. A tool -# receives it as `RunContextWrapper.context` and mutates it IN PLACE; Agent Kernel writes the mutated -# object back to the session after a successful run, so the cart survives to the next turn. This -# "full round-trip" (every key, including ones a tool adds mid-run) is specific to OpenAI — see the -# README for how other frameworks differ. - - def add_to_cart(ctx: RunContextWrapper, item: str) -> str: """Add a grocery item to the shopping cart carried in the per-run context. @@ -47,13 +35,7 @@ def view_cart(ctx: RunContextWrapper) -> str: class SeedCartContextPreHook(PreHook): - """Seed an empty framework_context on the first turn so the tools have a dict to populate. - - An absent key means "no context / no injection" (existing apps are unaffected); a caller-set - dict — even an empty one — is injected and round-tripped. Seeding ``{"cart": []}`` once, before - the first run, is the recommended way to opt a session into carrying per-run state. On later - turns the key is already present (persisted across turns) and is left untouched. - """ + """Seed an empty framework_context on the first turn so the tools have a dict to populate.""" async def on_run(self, session, agent, requests): if session is not None and session.get(FRAMEWORK_CONTEXT) is None: @@ -65,13 +47,7 @@ def name(self) -> str: class AppendCartPostHook(PostHook): - """Append the current cart to every reply. - - Post-hooks run after the runner has already written the (mutated) context back to the session, - so ``session.get(framework_context)`` here reflects this turn's changes. This makes the cart - visible on every reply without the agent having to call view_cart, and shows that the same - per-run state is reachable from a hook (via the session) as from a tool (via the run context). - """ + """Append the current cart to every reply, read from the session rather than the run context.""" async def on_run(self, session, requests, agent, agent_reply): if session is None or not isinstance(agent_reply, AgentReplyText): diff --git a/examples/cli/openai_context/demo_test.py b/examples/cli/openai_context/demo_test.py index cd7874c87..0f9e427f2 100644 --- a/examples/cli/openai_context/demo_test.py +++ b/examples/cli/openai_context/demo_test.py @@ -17,8 +17,7 @@ async def test_client(): @pytest.mark.order(1) async def test_first_item_appears_in_cart_line(test_client): - # The AppendCartPostHook appends a deterministic "Current cart:" line to every reply, so we can - # assert on it directly rather than fuzzy-matching the LLM's free-form text. + # The post-hook appends a deterministic "Current cart:" line, so assert on it rather than the LLM's text. response = await test_client.send("Add milk to my cart.") assert "Current cart:" in response assert "milk" in response.lower() @@ -32,8 +31,7 @@ async def test_second_item_added_to_cart_line(test_client): @pytest.mark.order(3) async def test_cart_persists_across_turns(test_client): - # This turn is a fresh run, yet the post-hook still reports both earlier items — proving the - # per-run framework_context round-tripped across turns rather than resetting each run. + # A fresh run still reports both earlier items, so the context round-tripped across turns. response = await test_client.send("What's in my cart right now?") assert "Current cart:" in response assert "milk" in response.lower() and "eggs" in response.lower() From b1f15952ea586c55f310d58f9617c19abbaed198 Mon Sep 17 00:00:00 2001 From: Induwara Senadheera Date: Mon, 27 Jul 2026 14:12:39 +0530 Subject: [PATCH 9/9] refactor: Initialize prompt variable in langgraph.py for improved clarity --- ak-py/src/agentkernel/framework/langgraph/langgraph.py | 1 + 1 file changed, 1 insertion(+) diff --git a/ak-py/src/agentkernel/framework/langgraph/langgraph.py b/ak-py/src/agentkernel/framework/langgraph/langgraph.py index b29c623d1..ae86ae3b3 100644 --- a/ak-py/src/agentkernel/framework/langgraph/langgraph.py +++ b/ak-py/src/agentkernel/framework/langgraph/langgraph.py @@ -371,6 +371,7 @@ async def run(self, agent: Any, session: Session, requests: list[AgentRequest]) :param requests: The requests to the agent. :return: The result of the agent's execution. """ + prompt = "" context: ToolContext | None = None try: context = ToolContext(Runtime.current(), agent, session, requests).set()