- trace_vlm_caption.py: use MOMENTRY_LLM_VISION_URL and MOMENTRY_LLM_VISION_MODEL
- scene_vlm_caption.py: use MOMENTRY_LLM_VISION_URL and MOMENTRY_LLM_VISION_MODEL
- Changed from Ollama /api/generate to OpenAI-compatible /v1/chat/completions format
- Added embedding server environment variables
- get_face_groups_handler: COALESCE(tp.name, tn.label) for name consistency
- sync_file_status: compare JSON vs pre_chunks (not chunk table)
- face consistency: compare frames.len() not total_faces
- cleanup 2 ghost records with NULL file_name/file_path
- replace identity_agent with face_dedup in pipeline stages
- remove identity_agent_api.rs and all references
- update required_processors to match actual processors
- update AGENTS.md with team responsibilities
- add Studio pipeline changes documentation