A reader turned my sycophancy gate into an observable test, and the gate failed it — its escape condition was a keyword in the agent's own prose. I measured the false-positive cost over 212 transcripts before tightening it, and 0 turns were newly blocked.
An agent workflow that reads an Azure DevOps work item, guides a coding agent through implementation, validates the changes, and opens a PR — plus the false-green bug I found while...
I built skbx to follow packets through the Linux kernel, preserve what it observed, and replay the evidence later without root.
Explore how integrating Rust's ownership model with AI-driven fuzzing creates self-healing, memory-safe software pipelines for autonomous development.