# automation

Vaibhav Srivastav's Codex prompt is interesting because it describes an agent maintenance loop: look back at recent work, find repeated workflows, and package only high-confidence patterns into Skills, automations, or subagents. It is agent dreaming: turning busy work into capability.

xkcd #1205 taught a generation of engineers how to think about automation ROI. But AI changed the most expensive variable in that equation: the real return now is often not minutes saved, but cognitive load removed.

Claude Code launches cloud auto-fix: Web/Mobile sessions can automatically follow your PRs, fix CI failures, and address review comments to keep your PR green. It all runs remotely — just walk away and come back to a ready-to-go PR.

Anthropic released Claude computer use in Claude Cowork and Claude Code, letting Claude control your screen, mouse, and keyboard. Paired with Dispatch, you can assign tasks from your phone while Claude works on your Mac.

Claude Code now supports scheduled cloud tasks. Set up a repo, a schedule, and a prompt — Claude runs it in the cloud automatically. Your laptop can finally go to sleep.

DevvMandal announces the release of what they claim is the world's largest open-source computer-use recording dataset — over 10,000 hours of Salesforce, Blender, Photoshop and more, aimed at automating the next level of white-collar work.

Cursor launches always-on background agents (Automations) — self-healing CI, auto-approving PRs, security review, and team memory. This marks the paradigm shift from Coding Assistant to Self-Driving Codebase.

Peter Steinberger shares a high-scale PR triage workflow: run 50 Codex agents in parallel, emit structured JSON for every PR, then consolidate in one large-context session. Clean reports can beat premature vector database architecture.

How OpenClaw remembers things, learns new skills, and runs tasks on autopilot. From Embeddings to Cron Jobs — explained for Python developers.

ShroomDog's internal tech talk on building a three-layer AI system: Telegram + Claude Code + VPS. Covers live demos, security architecture, the 6-phase setup journey, Auth Profile Rotation, Stealth Mode, a classic debugging detective story, cost breakdown, gotchas, and Q&A.

Vercel CEO Guillermo Rauch shares their AI support system achieved an all-time high of 87.6% autonomous resolution rate — and customers love it