ToolTrap: “tool results are data” wasn’t enough

Fifteen AI review bots on one repository is not fifteen times the insight — it is a governance problem. How one open-source project keeps machine reviewers advisory, deterministic gates blocking, and PR code out of the trust boundary.

How non-engineers build AI tools on an internal MCP platform and self-merge them to production — the self-merge gate, clean-context AI code review, and the one zone that still needs an engineer.

Hello Devs 👋 One thing I have noticed with AI coding agents is that they are very good at working...

AI is becoming part of almost every layer of an enterprise. Employees are using AI assistants....

AI assistants are very good at writing Python that looks right. It's typed, it's formatted, it comes...

This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real...

Here's the idea: build an app that checks if someone knows their stuff using an interview. You pick a...

Research status: Ongoing Current milestone: v0.39 Type: Experimental research prototype Repository:...

If you are building a RAG or agent pipeline over video, the transcript is the payload. Titles and...

Introduction Every on-call engineer has had the same feeling: an alert fires, the symptoms look...