VoicesMax Woolf Agent Skeptic to Convert 10K Words AGENTS.md Patternminimaxir.com·high signalXBlueskyLinkedInCopy linkWoolf documents building six Rust projects: UMAP 2-10x faster, HDBSCAN 23-100x faster, GBDT 24-42x faster. AGENTS.md methodology and multi-model optimization passes immediately actionable.SourceSource pageminimaxir.com↳ Follow the threadPolicy dependency / Stack layerTrump Signs a Memorandum Letting Vetted Private Firms Run Government-Authorized Offensive Cyber Operations — With a $1M Bond RequirementThe White House (corroborated by The Record and Lawfare; r/singularity 453up/115c)Shared entity / Stack layerMacro Open-Sources a Full Team OS Under AGPLv3 — Email, Chat, Docs, Tasks, Calls, CRM and Agents, Built in Rust and SolidJSGitHub TrendingPolicy dependency / Stack layerA Reference Architecture Where Agents Can Propose Actions But Are Structurally Unable to Authorize ThemGitHubStack layer / Threat patternHARD: let the agent evolve its own runtime defenses instead of hand-writing guardrailsarXivStack layer / ContrastAn AI agent refactored a 717K-line TypeScript codebase in 3 days for $2,430 using 31 spec-audit passes and no human code reviewarXiv 2608.12440Stack layer / Update threadKarpathy's New 1-Hour Stanford Lecture Compresses All of AI Engineering Into Five Layers — and Ends With 'Delete Everything, Keep Graph'X/TwitterStack layer / Follow-up threadA Builder Running Six Always-On Agents Reports Negative ROI: '10x Longer Setting This Up Than Doing It Myself'Chad Arimura / Hacker NewsStack layer / Update threadZeroshot Is Rewriting Its Executor–Verifier Orchestrator in Rust, Two Releases Deep in One DayGitHub