VoicesWillison Agentic Engineering Interactive Explanations Chaptersimonwillison.net·high signalXBlueskyLinkedInCopy linkFourth chapter of Agentic Engineering Patterns guide. Agents build interactive visualizations of their own code to fight cognitive debt.SourceSource pagesimonwillison.net↳ Follow the threadPolicy dependency / Stack layer1Password Reports 21% Engineering Productivity Gain From Codex Under Strict Security PolicyOpenAI BlogPolicy dependency / Stack layerTerence Tao proposes labeling problems "analysis-required" so a bare AI answer earns nothingsimonwillison.netStack layer / Threat patternRAGFlow 0.27.2 rewrites its Agentic RAG retrieval framework and patches a starlette CVEGitHubPolicy dependency / Stack layerGitHub Code Quality lets you hand 25 findings to Copilot in one action and get a PR backGitHub ChangelogPolicy dependency / Stack layerCROSS-CATEGORY: Three Independent Agent-Action Gates Shipped in 48 Hours, All Judging the Command Against Stated IntentProduct Hunt, github.com/AGGIB/Stroq and rewarelabs.com (three independent sources; the 72% figure is Reware's own)Stack layer / ContrastPydantic AI 2.42.0 adds a first-class provider for GitHub Copilot's OpenAI-compatible APIGitHubStack layer / Threat patternAn Attacker Built a Credential-Harvesting Pipeline With a Multi-Agent Framework in Under Six HoursGoogle Cloud Threat IntelligencePolicy dependency / Stack layern8n CVE-2026-86996: attaching a workflow to an Agent as a tool bypassed its own caller policyGitHub Security Advisories