Results for “model-checking”

Prevents AI-introduced regressions with sandbox-mode API testing, automated bug-check workflows, and patterns that catch blind spots where the same model writes and reviews code.

Verify tasks marked [X] in tasks.md are implemented, not phantom completions (marked done but backed by missing or dead code).

Enforces rigorous ML modeling, feature engineering, training, and evaluation standards at principal-engineer level.

Runs bottom-up type-chain validation across database, hooks, and UI layers, then fixes errors at the failing layer for project health checks before large changes.

Internal codebase knowledge-check assistant for maintainers. Focus on architecture understanding, implementation details, and change-risk analysis for this repository.

Pattern-Based Diagnosis

Review a code change for changed behavior that could regress without reliable verification catching it. Use when checking whether a change is adequately verified.

Implements or verifies the six-layer type safety chain from Drizzle schema through Zod, services, API routes, and React hooks, including regeneration after DB changes and bootstrapping in new folders.

Perform a non-destructive cross-artifact consistency and quality analysis across spec.md, plan.md, and tasks.md. Identifying inconsistencies, duplications, ambiguities, and underspecified items.

Designer's eye QA: finds visual inconsistency, spacing issues, hierarchy problems, AI slop patterns, and slow interactions — then fixes them. (gstack)