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  "training": "Full-batch mean next-token cross-entropy in nats; 60 targets; simultaneous SGD; gradient norm clipped to one; seed 1; rate 0.3; 25 updates per call",
  "provenance": "Original LearnAI teaching model generated by scripts/build-decoder-checkpoints.mjs. Public synthetic grammar; recorded development scores are repeated-development evidence, not independent tests.",
  "license": "Permission to use, copy, modify and redistribute these original teaching checkpoint weights and grammar data for any purpose, with or without attribution. Provided as-is, without warranty. This permission does not cover unrelated code or third-party materials.",
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}