diff --git a/.release-please-manifest.json b/.release-please-manifest.json
index ccdabf8..2e04f95 100644
--- a/.release-please-manifest.json
+++ b/.release-please-manifest.json
@@ -1 +1 @@
-{ ".": "0.3.2" }
+{".":"0.3.3"}
diff --git a/CHANGELOG.md b/CHANGELOG.md
index c9d548a..3a45784 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,50 @@
 # Changelog
 
+## [0.3.3](https://github.com/cbueth/delaynet/compare/v0.3.2...v0.3.3) (2026-08-12)
+
+- 🚀 **2-4 times faster network reconstruction!**
+  The Granger causality hot path was rewritten from `statsmodels.OLS().f_test()` to a
+  pure numpy/scipy normal-equations F-test with p-values matching to machine precision.
+  Network reconstruction with the `gc` metric measures **~2.1× faster** on CodSpeed,
+  and the isolated Granger F-test is **up to ~8× faster**
+  ([#46](https://github.com/cbueth/delaynet/pull/46),
+  [`d5e4952`](https://github.com/cbueth/delaynet/commit/d5e4952fe672a1fba3e84d95cd65b7e5b1420471)).
+
+- ⚡ **More performance improvements**
+    - Delta detrending is now O(n) via cumulative sums instead of O(n w)
+      ([`8119494`](https://github.com/cbueth/delaynet/commit/81194940a7954bf392a7c0b4dd12935bd38d8595))
+    - `global_efficiency` inner loop vectorised
+      ([`7d522e7`](https://github.com/cbueth/delaynet/commit/7d522e7f9ab68b7d7348bf2057ca90db479471d2))
+    - Continuous ordinal patterns: serial fast path for small data, decorator overhead
+      bypassed
+      ([`e8f6e0f`](https://github.com/cbueth/delaynet/commit/e8f6e0fac738710ace3ee01a1e04537b161f007d))
+    - Gravity permutation test vectorised with `rng.permuted`
+      ([`5c402c5`](https://github.com/cbueth/delaynet/commit/5c402c59b82ff849fd26c2a32c95e6c0f038df9e))
+    - `print_progress` throttled to 1 Hz instead of printing every pair
+      ([`37cd00d`](https://github.com/cbueth/delaynet/commit/37cd00ddf88ba2c16318197ed6ef50b2d2f9bfbb))
+
+- 📊 **Benchmarks**: new CodSpeed benchmark suite with CI workflow
+  ([#45](https://github.com/cbueth/delaynet/issues/45),
+  [`c42071c`](https://github.com/cbueth/delaynet/commit/c42071c50a00526458e0f58108799582dba3935c)) and
+  benchmarks for detrending, network analysis, and gravity
+  ([`e6dfa1a`](https://github.com/cbueth/delaynet/commit/e6dfa1a45efa4a3a6d69c559da5ce9f289419472)).
+
+- 🐛 **Bug fixes**
+    - Normalisation: retry on `ValueError` when sampling the null ensemble, fixing a flaky
+      reciprocity test
+      ([`07e53d3`](https://github.com/cbueth/delaynet/commit/07e53d3e6ac7884f9e5643731f4d1ffe2acec50d))
+    - Eigenvector centrality: correct directed handling for igraph `1.0.0` and warn on
+      symmetric matrices in directed mode
+      ([`7675b84`](https://github.com/cbueth/delaynet/commit/7675b847ecf7d559d6eb7744f483006d7edb2e06),
+      [`4b479fe`](https://github.com/cbueth/delaynet/commit/4b479fe8ebb6a9c261d643abd3238624080f8b39))
+    - CI: align ruff pre-commit with `uv.lock` and fix commitlint `extends`
+      ([`a90ac2b`](https://github.com/cbueth/delaynet/commit/a90ac2bd180e266c3c030abc59498214e023614f))
+    - Docs: remove the header search button that pushed the sticky navbar down on scroll
+      ([`f72b29d`](https://github.com/cbueth/delaynet/commit/f72b29dcd0edb24feab0235bf28ab0735eedbbe1))
+
+- 📖 **Documentation**: CodSpeed badge
+  ([`0a01312`](https://github.com/cbueth/delaynet/commit/0a01312767568cf962793cdb3b359fef4a1602ea))
+
 ## 0.3.2 (2025-08-14)
 
 - 🐛 Fix: Normalised scalar metrics returned NumPy arrays instead of Python floats; now
diff --git a/CITATION.cff b/CITATION.cff
index b08c361..3ef80d8 100644
--- a/CITATION.cff
+++ b/CITATION.cff
@@ -19,7 +19,7 @@ keywords:
     - mutual information
     - transfer entropy
 license: BSD-3-Clause
-version: 0.3.2  # x-release-please-version
+version: 0.3.3  # x-release-please-version
 
 # add when code published
 # doi: 10.5281/zenodo.0000
diff --git a/delaynet/__init__.py b/delaynet/__init__.py
index 673beed..fbe5f18 100644
--- a/delaynet/__init__.py
+++ b/delaynet/__init__.py
@@ -1,6 +1,6 @@
 """delaynet init."""
 
-__version__ = "0.3.2"
+__version__ = "0.3.3"
 from .utils.logging import logging
 
 # Expose most common functions
diff --git a/docs/conf.py b/docs/conf.py
index 46b21a1..7017a29 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -26,7 +26,7 @@
 project = "delaynet"
 copyright = f"2024–{datetime.now().year}, delaynet maintainers"
 author = "Carlson Büth"
-version = "0.3.2"  # x-release-please-version
+version = "0.3.3"  # x-release-please-version
 
 # -- General configuration ---------------------------------------------------
 # https://www.sphinx-doc.org/en/master/usage/configuration.html#general-configuration