PRISMPRISM
PRISM overview
Architecture mining challenge for model families, training variants, evaluation, and reward attribution.
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.
| Entity | Meaning |
|---|---|
| Architecture family | Canonical model design after deduplication and ownership review. |
| Submission | Miner package containing manifest, code, artifacts, and metadata. |
| Training variant | Recipe, schedule, data mix, checkpoint, and loss series tied to one architecture. |
| Evaluation run | Validator execution that produces benchmark, reproducibility, and safety outputs. |