Searching protocol for "mapping-validation"
Deterministic map validation harnesses.
Automate complete traceability audits.
Validate beads issues and dependencies before TDD.
Reusable batch questions to reduce interactions.
Keep AI model pricing accurate and up to date.
Keep code docs in sync after changes.
Upsert Octopus transactions to ledger safely
GF(3)-balanced triads for multi-skill orchestration.
Build and validate AST-based repo maps.
Generate Excalidraw diagrams instantly.
Ensure state machines behave correctly.
Enforces a deterministic PubFi DSL server contract.