+# Changelog
+
+## replace-heuristics-with-azure-openai
+
+- Removed heuristic/sampling-based similarity and replaced role similarity with Azure embedding cosine similarity.
+- Tightened docstrings and typing for `TaskAnalyzer` and `SimilarityEngine`.
+- Removed stray debug output and ensured stderr-safe logging.
+