Reading up on knowledge-management

Meta built an AI agent for compliance domains that combines a structured, auditable knowledge base with composable reasoning recipes and a self-improvement loop that compiles expert feedback into verified, regression-tested file edits without model retraining.

Google Cloud introduces the Open Knowledge Format (OKF), an open specification for representing curated knowledge as markdown files with YAML frontmatter to enable portable, agent-readable context.

CoworkPowers is a Claude Code plugin that implements a research-work-review-compound loop to systematically improve knowledge work quality and speed by extracting reusable patterns after each task.