Notes from the trenches on AI engineering, LLM apps, and the full-stack work that holds it all together.
Spotify open-sourced Xirp, a vendor-neutral workspace for Claude Code, Codex, and Gemini CLI with shared context across 36,000+ sessions. Here is what that means for teams drowning in parallel agents.
An AI agent is a model plus tools, memory, and a goal. See how that differs from a chatbot, where agents win in sales and support, and what to ask before you connect one to your CRM.
Starting February 1, 2027, new YouTube creators need 8,000 watch hours or 20 million Shorts views in 90 days before ad and Premium revenue sharing kicks in. Existing partners face new activity floors too. Here is what changed and who it hits hardest.
How to use AI for lead capture, qualification, scoring, and follow-up across web chat, WhatsApp, SMS, and voice. Speed-to-lead math, metrics that matter, and tactics that get numbers banned.
The Rundown team's Nate used ChatGPT's Chrome extension to fill DNS records from host instructions. One-off legacy UIs are a sweet spot for browser agents.
Anthropic made auto mode the default on Pro, Max, and Team plans after a 1,053-tester study. The classifier blocked 89% of dangerous shell commands while manual approval fatigue dropped human catches to 5%.
Cross-session messaging in Claude Code v2.1.224 lets independent terminals share plain-text notes locally. Here is how ListAgents and SendMessage work, what stays off the wire, and when I still use agent teams instead.
Figure AI, Weave, Sunday Robotics, and LG are all folding clothes on stage. I broke down why deformable-object manipulation is the real test and what teleop means for buyers.