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Resources

Required tools​

  • Python with a locked environment
  • scikit-learn-compatible baseline pipeline
  • data-version fingerprinting
  • experiment metadata in machine-readable form
  • tests for split integrity and feature availability

Artifact schemas​

A run record includes commit, environment, dataset fingerprint, configuration, seed policy, start time, metrics, slices, produced artifacts, and parent run. A decision record includes owner, threshold, capacity assumption, fallback, expiry, and approver.

Primary references​

Prefer specifications and primary papers for claims. Treat blog posts as leads, not authority.