GitHub’s latest agent-validation write-up offers a practical fix for a real problem: brittle CI checks that fail AI coding agents even when the work succeeds.
Vercel’s newly open-sourced deepsec uses coding agents to investigate large codebases in stages, revalidate findings, and produce security issues developers can actually work with.
GitHub’s latest agentic workflow guidance gets one thing right: most token waste comes from bad workflow design, not just model choice. Here’s the practical fix.