How to build LLM-powered developer tools that produce reliable answers in production codebases — covering retrieval, orchestration, and verification.
The articles build a single architecture from the ground up. Read them in order for the full picture, or jump to the component you are working on.
- Why LLM-powered tools fail in production
- Symbol-granular chunking for code retrieval
- Graph-augmented retrieval and reciprocal rank fusion
- Incremental graph updates (coming soon)
- Deterministic review rules (coming soon)
- The plan/dispatch/synthesize pattern (coming soon)
- A two-stage verification cascade (coming soon)
- Cost attribution by role (coming soon)