AI developer workflow lab
A gallery of inspectable
AI engineering patterns.
Ten focused experiments. One consistent workspace. Try the input, inspect the structured result, and see where the engineering lives.
in the gallery
Explain a stacktrace
Turn a noisy failure into a root cause, a fix path, and a way to verify it.
Fix my SQL
Rewrite a query without hiding the correctness, safety, or performance assumptions.
Refactor a function
Improve a focused unit of code while keeping behavior visible and reviewable.
Generate unit tests
Derive a small, explicit test matrix from code instead of guessing at happy paths.
Security review
Surface credible attack paths with evidence, severity, and a concrete remediation path.
Accessibility audit
Inspect markup and interaction states for keyboard, semantics, focus, and content barriers.
OpenAPI → SDK slice
Turn a small API contract into reviewable client files, not an opaque wall of generated text.
README from a repo brief
Shape raw project notes into documentation with a credible setup path and visible caveats.
Dependency risk map
Combine package metadata lookup with structured review so version risk has evidence behind it.
Screenshot → React
Use vision to turn a real interface reference into a starting component with explicit visual assumptions.