6 posts
VS Code's Agents Window is not just a UI: it's a multi-engine harness hosting Copilot CLI, Claude, and cloud agents. How the IDE became an operating system for software engineering agents.
How Copilot CLI hosts OpenSpec and Spec Kit flows on local hardware: propose, apply, archive. Why bounded inference cost makes specification-driven iteration practical.
How custom instructions, AGENTS.md, and skills give your local Copilot the context it needs to stop making stupid mistakes.
How MCP servers turn a local LLM into a real agent: test runners, linters, semantic search, and why tool access compensates for weaker reasoning.
The complete setup guide: vLLM and llama.cpp configs, environment variables, the dual-mode trick, debugging /v1/models, every failure mode, and why owning the runtime changes the equation.
AI can generate code faster than we can govern it. This article connects drift, specs, OpenSpec, and GitHub Spec Kit through the idea that really matters now: orchestration.