Content by Desi Villanueva (2)

Desi Villanueva explains why AI coding agents “forget” work mid-session (context rot and compaction) and introduces auto-memory, a small Python CLI that reads GitHub Copilot CLI’s local SQLite session store to cheaply recall recent files and session details for faster re-orientation.

Desi Villanueva argues for running Claude Code and GitHub Copilot CLI side-by-side so agentic workflows keep moving during model-provider slowdowns, and shows how to share instructions, skills, agents, MCP servers, and hook logic across both tools with minimal duplication.