@stephenlthorn

route-specialist performs two-stage task classification (deterministic rules then optional llm) to select domain-specific prompts and models. deterministic stage handles 70% of cases via file extensions and keywords. ambiguous tasks route to stage 2 llm for structured domain extraction.

Performs a multi-pass senior engineer critique and revision of code, improving quality by catching bugs, API misuse, and style issues across domains like iOS...

Forces M2.7 to produce an explicit structured plan before writing code. This makes Tree-of-Thought reasoning explicit instead of implicit, which is how Sonne...

Writes a structured handoff package when local agent determines cloud Claude Code is needed. This is the ONLY path from local pipeline to cloud — the agent n...

Performs domain- and version-aware hybrid vector+BM25+metadata search on TiDB, with multi-query expansion and optional chain-of-retrieval for multi-hop queries.