PRISM

Architecture mining, training variants, scoring, and operators.

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Scoring, rewards, and weights

How PRISM converts architecture and training evaluation into miner rewards and Platform weights.

#prism/scoring
prismscoringrewardsweights

Scoring components

Scoring should separate architecture merit from training execution quality and operational safety.

ComponentUse
q_archArchitecture quality after deduplication, review, and benchmark behavior.
q_recipeTraining recipe quality for a selected architecture.
Benchmark performanceHeldout tasks, long context, reasoning, and robustness.
EfficiencyParameter, memory, latency, and GPU-hour efficiency.
Reproducibility/safetyBuild consistency and policy compliance.

Weights contract

PRISM returns positive hotkey weights through `/internal/v1/get_weights`; Platform normalizes them with other active challenge emissions.

json
{
  "weights": {
    "5F...minerHotkeyA": 0.72,
    "5G...minerHotkeyB": 0.28
  }
}