Equal-compute small-model swarm benchmark and empirical coordination suite testing sub-1B open-weight models with pre-registered cryptographic commitments.
Cryptographic benchmark pre-registration, Bitcoin-anchored OpenTimestamps attestation, and agent harness drift observatory.