Memory overview
Beakr memory has three layers: the organizational knowledge graph, the reusable skills that teach agents how to work, and the lessons that capture user feedback and preferences over time.
Knowledge graph
Structured pages, graph links, provenance, temporal metadata, and revision context.
Skills
Reusable Markdown procedures that describe what the system can do.
Lessons
Saved feedback, style preferences, and corrections injected when relevant.
The value of memory
Memory is what lets Beakr compound. The knowledge graph captures what the organization knows, skills capture repeatable procedures, and lessons capture how a specific user or team wants the agent to behave. Together, they let future work start from retained context rather than a blank prompt.