core-engineering

Code review feedback is structured by severity to prioritize production readiness, separating critical security and data loss issues from recommended maintainability improvements and optional enhancements. This triage framework focuses agent feedback on high-impact risks first.

Generating runnable code with error handling and observability requires production-grade engineering principles and security-first guardrails. This approach drives agents to ask up to three high-impact questions when ambiguous and outputs complete implementations without placeholders.

Vetting dependencies and standardizing secure coding practices across stacks requires establishing tooling baselines for linting, formatting, and security scanning. This includes enforcing repo-wide scanning for secrets and CVEs alongside dependency vetting checks.

Preventing AI code generation from fabricating APIs and making unverified security claims requires applying security-first guardrails and production checks. This enforces strong error-handling, testing intent, and correctness for Unicode, time, and number handling.

Evaluating code diffs for production deployment requires checking cross-cutting risks including strong error-handling, observability, testing intent, Unicode, time, and number correctness, and dependency vetting. This ensures the code is secure and production-ready.