{
  "version": "intuitiveai-post-training-v1",
  "provenance": "Original synthetic teaching cases; no personal data or pretrained checkpoint.",
  "rlhf": {
    "train_id": "preference-fit-01",
    "preferred_response": "A",
    "prompt": "What is 15 times 4 plus 5?",
    "responses": {"A": "Certainly! Multiplication comes first: 15 times 4 is 60. Therefore the final answer is 60.", "B": "65"},
    "reference": [0.5, 0.5],
    "transfer_id": "independent-correctness-01",
    "transfer_correct_response": "B",
    "note": "Controlled conflicting criteria: a deliberately bad preference label rewards the verbose A; independently checked arithmetic rewards B. Correctness labels are supplied, not inferred by an LLM or a text parser. Not an estimate of real population quality."
  },
  "lora": {
    "W": [[1, 0], [0, 1]],
    "A": [[1, -1]],
    "B": [[0.5], [-0.5]],
    "alpha": 2,
    "worked_input": [2, 1],
    "transfer_input": [0.3, -0.7],
    "quantization_weights": [-1, -0.3, 0, 0.3, 1],
    "evaluation_base": [[0.3, -0.7], [1.0, 0.2]]
  },
  "grpo": {
    "prompt_id": "15-times-4-plus-5",
    "answers": [65, 60, 65, 70],
    "correct_answer": 65,
    "format_scores": [1, 1, 0, 1],
    "ratios": [[1.4, 1.0, 99], [0.6, 99, 99], [1.1, 1.0, 0.9], [1.4, 0.6, 99]],
    "masks": [[1, 1, 0], [1, 0, 0], [1, 1, 1], [1, 1, 0]],
    "transfer_group_rewards": [5, 5, 5, 5]
  }
}