improve training loop

src/microbots/auto_memory/training/__init__.py

@@ -0,0 +1,42 @@
+"""Training subpackage for auto_memory.
+
+Houses the learning phase that is fully independent of the eval loop in
+:mod:`microbots.auto_memory`. The only shared surface between the two
+phases is (eventually) :class:`~microbots.auto_memory.repo_memory.RepoMemory`.
+
+The framework is domain-agnostic: an ``AGENTS.md`` file defines *what* the
+agent should learn, a source directory is mounted into the sandbox as the
+material to learn *from*, and a ``memory_dir`` collects the resulting
+notes. The default ``AGENTS.md`` shipped in this package targets
+repository learning, but the framework itself makes no such assumption \u2014
+the source can be a source-code repo, a docs tree, a dataset, an example
+gallery, or anything else that fits in a directory.
+
+Public API
+  (an existing local path or a git repo to clone).
+  notes in a shared ``/memories/`` tree.
+  points.
+"""
+
+from microbots.auto_memory.training.config import TrainingConfig
+from microbots.auto_memory.training.training_source import TrainingSource
+from microbots.auto_memory.training.orchestrator import (
+    TrainingIterationRecord,
+    TrainingOrchestrator,
+    TrainingSummary,
+)
+from microbots.auto_memory.training.cli import (
+    run_training,
+    run_training_from_yaml,
+)
+
+__all__ = [
+    "TrainingConfig",
+    "TrainingSource",
+    "TrainingOrchestrator",
+    "TrainingSummary",
+    "TrainingIterationRecord",
+    "run_training",
+    "run_training_from_yaml",
+]
+

src/microbots/auto_memory/training/__main__.py

@@ -0,0 +1,11 @@
+"""Enable ``python -m microbots.auto_memory.training``."""
+
+from __future__ import annotations
+
+import sys
+
+from microbots.auto_memory.training.cli import main
+
+
+if __name__ == "__main__":  # pragma: no cover
+    sys.exit(main())