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End-to-end management of AI agent skills, context optimization (MCE), and lifecycle monitoring (Discovery to Refinement to Consolidation).

Orchestrate AI agent infrastructure using Modal.com as the execution layer, managing persistent state, and integrating with Cline/OpenCode/Hermes.

Implements Anthropic's "Dreaming" pattern—asynchronous reflection and memory consolidation to build long-term playbooks and self-improve.

Background maintenance agent that prunes, consolidates, and refines agent-created skills to prevent bloat and reduce token waste.

Manages cross-session tiered memory (L1/L2/L3) and compaction logic to maintain performance over long durations.