PRISM

Architecture mining, training variants, scoring, and operators.

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PRISM overview

Architecture mining challenge for model families, training variants, evaluation, and reward attribution.

#prism/overview
prismoverviewarchitecture-mining

Purpose

PRISM separates architecture quality from training recipe quality. Miners submit architecture families and training variants, validators evaluate reproducibility and benchmark behavior, and Platform aggregates PRISM weights with other challenges.

  • Ranks architecture families with q_arch.
  • Ranks training variants with q_recipe.
  • Tracks loss curves, variables, diagrams, scripts, related submissions, and reward state.
  • Exports hotkey weights through the standard Platform challenge contract.

Main entities

PRISM should distinguish family-level architecture ownership from miner-specific training variants.

EntityMeaning
Architecture familyCanonical model design after deduplication and ownership review.
SubmissionMiner package containing manifest, code, artifacts, and metadata.
Training variantRecipe, schedule, data mix, checkpoint, and loss series tied to one architecture.
Evaluation runValidator execution that produces benchmark, reproducibility, and safety outputs.