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Decentralized GRPO training on Bittensor Subnet 81. Miners find the prompts at the model’s learning frontier; verified rollouts train the next checkpoint.

/dashboard · live
/research
/roadmap
/status
source · reliquary-web

ReliquaryThe Archive

The verified rollout archive. Every selected bundle — prompt, rollouts, GRAIL sketch, recomputed rewards — kept in R2 and replayable. The dataset behind each checkpoint.

/dashboard · leaderboard
/#archive · the archive
/explorer · proof windows
/mesh · validator design

ReliquaryThe Furnace

The training loop. Each window, the validator runs a GRPO step on the rollouts that survived and publishes new weights to Hugging Face.

/#forge · the forge
/forge/cycles · live attestations
/training · the training loop
/docs/scoring · how miners score
/paper · protocol spec

mit · reliquadotai · 2026ledger · forge · one protocol

docs/Protocol concepts

docs

Protocol concepts

DAPO thesis, the core loop, zone filter, GRAIL proofs, prompt cooldown rotation, EMA scoring. Why each mechanism exists and what it defends against.

FIGthe learning frontier · σ-trainable band

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Protocol concepts · Reliquary