continual-learning

Orchestrate continual learning by delegating transcript mining and AGENTS.md updates to `agents-memory-updater`.

Dispatches subcommands for LearningAgents: create scaffolded agents from templates, run learning cycles on pending session transcripts, report issues from agent sessions.

3-tier markdown memory protocol (shared/agent/conversation) for cross-session knowledge accumulation. Automatically injects relevant memory into agent context at task start.