Alexander Opalic
TLDR Google Cloud shipped the Open Knowledge Format (OKF): a directory of Markdown files with YAML frontmatter that any agent can read and any human can edit. No SDK, no runtime, no database. I already do something like this in every coding repo. Markdown files the agent reads before it works,...
Alexander Opalic
TLDR Memory is what separates a chatbot from an agent. A chatbot answers. An agent answers shaped by what it knows about your project and what it learned last time. There’s a clean framework for this from a Princeton team called CoALA, and it splits agent memory into four types: working,...
Alexander Opalic
Next Level GitHub Copilot Agents.md Subagents & Skills by Alexander Opalic Workshop Outline What is an Agent? (LLM → Agent transformation) Context Engineering (the real skill) Back Pressure (core validation concept) AGENTS.md (open standard) Subagents (specialized invocation) Skills...