Many Agents, One Context Layer: My AI Engineering Environment
I run a handful of AI agents — cloud and local — each for a different job, all sharing one MCP context layer for GitHub, email, my IDE and the browser. Here is how the whole environment fits together, down to a local Qwen model on a 32 GB Mac.
Jun 2, 2026 · 7 min read