An internal code-review bot ballooned in complexity and cost, even leaking API keys. Then, a week with ctxbudgeter slashed expenses by 60% and plugged a critical security hole.
Forget the basic AI code review. A new plugin called adamsreview is layering a sophisticated multi-agent system on top of Claude Code, aiming to catch more bugs and fewer hallucinations.
Adopting AI for coding is one thing. Dealing with the fallout when that AI-generated code floods your production pipeline? That's a whole different beast. Devs are finding out the hard way.
GitHub says Copilot boosts coding speed by 55%. But one dev just flipped the script—hacking it into a burnt-out architect who roasts your Tailwind dreams. Genius or madness?
Code review is one of the most impactful quality practices in software engineering, yet many teams struggle with reviews that are too slow, too superficial, or too adversarial.