DevTools Feed

A programmer looking stressed at a computer screen with lines of code, some glowing red, indicating errors.

AI Code Works. It's Not Production-Ready.

Shipping features with AI is slick. Getting that code to actually *work* in production? That's where the real engineering kicks in, and most teams are lagging.

6 min read 1 week, 1 day ago

Diagram of code pipeline with backpressure valves blocking bad AI-generated patterns in SvelteKit repos

AI Dev Tools

Backpressure: Enforcing Sanity on AI-Spawned SvelteKit Code

AI code assistants promise speed, but deliver subtle bombs—SQL injections, N+1 queries—that slip past TypeScript. One dev's backpressure system turns fuzzy guidelines into ironclad enforcers.

4 min read 1 month, 2 weeks ago

mutest command line output showing survived and killed mutants in Go code

Engineering Culture

Go Tests Green? Mutest Proves They're Full of Holes

CI greenlights your AI-generated Go code. Coverage? 100%. But swap >= for > and tests still pass. Enter mutest: the tool exposing what your suite misses.

5 min read 1 month, 2 weeks ago

#ai-code-generation

AI Code Works. It's Not Production-Ready.

Backpressure: Enforcing Sanity on AI-Spawned SvelteKit Code

Go Tests Green? Mutest Proves They're Full of Holes