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dashboard research roadmap docs source

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

protocol

Documentation

Narrative docs for operators, auditors, and curious observers. Each one visualizes a single mechanism. For the cryptographic spec, see /paper.

FIG.01suggested reading order

FIG.02the docs · one mechanism each

/docs/how-it-worksHow Reliquary worksOne-page explainer. Everyone should read this first./docs/proof-protocolProof protocol (sketch verifier)The sketch receipt that every miner attaches to a completion, and how validators reverify in milliseconds./docs/mesh-consensusMesh consensusStake-weighted median with 10% cap, 50% quorum, outlier gating. Why no whale validator dominates./docs/scoringScoring + the incentive shiftQuality-over-quantity miner scoring. Σ dense_reward squared, uniqueness dedup, DAPO zone-filter alignment with the trainer./docs/audit-trailContent-addressable audit trailEvery verdict and every checkpoint is SHA-256 bound; Merkle root committed onchain./docs/miningRunning a minerOperational guide: boot sequence, reject reasons taxonomy, submission lifecycle (HTTP-accept vs worker-verdict), and how to look up your specific submission on the dashboard or via the raw archive endpoint./docs/validatingRunning a validatorWeight-only vs trainer mode, current protocol thresholds (B_BATCH, σ_min, GRAIL tolerance, LOGPROB_IS_EPS), and the full verification pipeline diagram./docs/conceptsProtocol conceptsDAPO thesis, the core loop, zone filter, GRAIL proofs, prompt cooldown rotation, EMA scoring. Why each mechanism exists and what it defends against.

Docs · Reliquary