Authored by teyrebaz33. Adds agent/embeddings.py with Embedder protocol, FastEmbedEmbedder (local, 384d), OpenAIEmbedder (API, 1536d), factory, and cosine similarity utilities. 30 tests. Optional fastembed dependency. Infrastructure for #509 (cognitive memory) and #489 (semantic search). Closes #675.