Measure and audit intelligence gained per joule spent. Proof-of-Learning prototype.
Human-governed AI agents for K–12 proof-of-learning. AI assists. Humans govern. Evidence speaks. Communities validate.
Blockchain-assisted federated learning with Proof-of-Learning verification, zero-knowledge proofs, robust aggregation, and Sybil defense.
Cheap, sound verification of decentralized training steps (Nous Research Psyche/DisTrO): Freivalds matmul checks + floating-point soundness model + adaptive-adversary, multi-round & backdoor security analysis on a real transformer block.
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