submit pr to dev and not main please

docker-compose.yml: resource limits are hardcoded (mem_limit: 12g). assumes deployment hardware has this capacity. use environment variables or remove. verify curl exists in the base image for healthcheck; otherwise use python-native check.

scripts: kill_stuck_process.sh and quick_fix_embedding.sh are band aid fixes; fix the deadlock in the asyncio loop or pipe buffer.

web/activetaskdetail.tsx: defines p component inline within reactmarkdown. this forces remounts on every render. move definition outside main component or use usememo.

src/agents/locate_agent.py: logic uses raw json.loads(response). this will crash on markdown fences. require a clean_json_string() utility wrapper to strip delimiters before parsing

src/knowledge/add_documents.py: _process_lightrag instantiates embedding_client inside the loop. inject client via init or ensure factory is a strict singleton.

typing: code lacks explicit type definitions. test() function missing -> none. await client.embed(...) returns unknown type; assert shape before accessing index 0.

error handling: except exception as e is too broad. masks specific failures. catch specific exceptions.

logging: remove print() statements. use structured logger. avoid f-strings in log calls

documentation: missing docstrings. adhere to google docstring style and verify coverage

testing: dont use shell scripts for verification. move logic to src/scripts/ and implement pytest integration cases.

magic strings: hardcoded strings found. extract to constants.

remove all ai documentation, session logs, etc (optimize_performance.md, troubleshoot_embedding.md, content_files.txt, raw_files.txt). update readme.md if process documentation is required.

good ++
src/knowledge/add_documents.py: the np.array(embeddings) cast is a valid and necessary fix for lightrag compatibility. verify this doesn't regress with the new cast.

web/: note_generated event handling is a solid addition.

src/agents/locate_agent.py: general json parsing logic flow is correct (once sanitized).