Back
Research infrastructure / Active
Numerai Classic research stack
Research infrastructure for Numerai Classic: versioned ingestion, deterministic paths, tests and era-based validation doctrine.
NumeraiEra validationReproducibility
Problem
Financial competitions require strict hygiene: dataset versions, temporal splits, reproducibility and stable live behavior.
Approach
Test-protected downloader, version resolution, deterministic storage and repo conventions before validation, features, models and inference.
Evidence
Partial-download cleanup.
Latest dataset resolution or explicit version pinning.
Doctrine: the era is the core unit, not random splits.