Stack layer / Threat pattern
Simon Willison ships llm-openrouter 0.7 with three server-side tools: Shell, WebFetch and WebSearch
GitHub (simonw/llm-openrouter)
Same source domain / Semantic neighbor
Pattern: Willison Reframes the Core Agent Skill as Instruct-Then-Verify, Not Line-by-Line Review
Simon Willison
Stack layer / Contrast
Anthropic shipped its internal CI/CD on-call agent as a public setup kit, with skills in git and a lessons.md learning loop
Claude by Anthropic
Stack layer / Threat pattern
Software 3.0 Thesis: The UI and Business-Logic Tiers Dissolve, Leaving Database, Model and Agent
arXiv 2608.20201
Stack layer / Contrast
Safety Nets Shrink Certifiable Aviation Neural Networks by Three Orders of Magnitude With 100% Correct Runtime Behavior
arXiv 2608.20053
Stack layer / Threat pattern
A Full Self-Hosted Agentic Software Factory on a 2021 i7 and a £20/Month Subscription, With Tailscale as the Only Ingress
blog.jakesaunders.dev / Hacker News
Stack layer / Threat pattern
Warp CEO Zach Lloyd launches Warp Factories and puts a number on it: 'we automate 30 to 35% of our tasks on a weekly basis'
Warp
Stack layer / Contrast
Ora benchmarks six agent harnesses against live customer sites and measures native success versus web-search fallback
Vercel Blog