A decentralized fitness accountability framework using ETH staking, smart contracts, and fraud-resistant goal validation, inspired by behavioral psychology.

An agentic learning companion that helps developers resume progress after procrastination by selecting a single, minimal next action from a bounded task space. Focused on re-entry, not productivity, with deterministic rules and explainable AI decisions evaluated via Comet Opik.