Ephemeral chat is a terrible way to build software with AI. Google, Amazon, GitHub and indie devs all converged on the same fix independently. Context-driven development is having its moment. waleedk.medium.com/welcome-to-the…

A concrete example of why multi-agent approaches win: every agent has strengths and weaknesses. GPT-5.2 is _really good_ at finding near-duplicate code and refactoring it. This is on Codev (github.com/cluesmith/codev). GPT-5.2. outperformed Claude by 115% in identifying duplicate

I'm back on X! I'll start more about what I'm working on at Cluesmith.

🚀 Codev v1.5.x "Florence Series" is here! ✨ Secure Remote Access - SSH tunnel to Agent Farm from anywhere 🎨 3D Model Viewer - Native STL/3MF support with auto-reload 🏗️ New af architect command for streamlined workflows Install: npm install -g @cluesmith/codev Details:

Every so often an AI agent does something uncannily human. I told my backend architect to introduce itself to the frontend architect. No script, just "say hi." The message was perfectly sensible. But it closed with "Looking forward to working together."