Member Educator
MemberTwo things happened in dev tooling this week worth poking at: AI agents got their own runtime process outside your editor, and Ruby's JIT quietly closed a performance gap everyone assumed was permanent. Two interactive labs.
This week: Claude Opus 5 launches, Kimi K3 open weights arrive as the largest release ever, Nvidia backs open models, and the EU AI Act deadline nears.
Automated engineer onboarding uses AI agents to handle access requests, environment setup, and documentation so new hires ship real code on day one.
n8n's AI Agent node turns webhooks and cron jobs into a real ops teammate. Setup, 7 workflows, and the gotchas nobody mentions.
AWS taught its DevOps Agent to block your own pull requests, and a 600-run benchmark showed Ruby edging out Python when an AI agent writes the code. Two interactive labs.
OpenAI's Agents SDK turns GPT models into agents that read files, run commands, and ship real output. Here's how DevOps and security pros use it.
This week: Congress's AI Kill Switch Act, a Claude Cowork sandbox flaw, Stripe eyes OpenRouter, AMD's Anthropic deal, and Google Cloud's profit surge.
How multi-agent AI pipelines draft incident postmortems automatically, pulling logs, traces, and deploy history before anyone starts writing.
// the shed — daily dispatch Agent Host Protocol Meets The Ruby Rebound Two things happened this week that don’t […]
GitHub Copilot CLI, agent mode, and coding agent: setup, 7 real DevOps workflows, cost tips, and the gotchas nobody mentions.
This week's AI news roundup: the US accuses Moonshot AI of model theft, OpenAI raises its compute bet to 750B, and a major phishing platform falls.
AI agent fleets can quietly burn thousands in API spend. Automated cost governance catches runaway agents and budget overruns before the invoice does.