All Before You Code After Code Gen Product Decisions Packs

Post-Generation Audit Kit

Just received a large AI-generated diff? Run these four audits before merging. They catch the things human reviewers miss in AI-generated code: implicit architectural decisions, unhandled edge cases, security vulnerabilities, and missing observability.

Step 1 | v1.0

Implicit Decision Auditor

Surfaces every implicit decision the AI made in generated code — library picks, patterns, error strategies — so you can accept or override them deliberately.

Step 2 | v1.0

Edge Case Sweep

Systematically identifies unhandled edge cases in AI-generated code across null values, concurrency, boundaries, encoding, and partial failures.

Step 3 | v1.0

Security Review

OWASP-aligned security audit of AI-generated code covering injection, auth bypass, secrets exposure, XSS, CSRF, and insecure dependencies.

Step 4 | v1.0

Observability Gap Finder

Identifies missing logging, metrics, traces, alerts, and error classification in AI-generated code so you can debug production issues before they happen.