{
  "interventions": [
    {
      "encoder_v4_transformer_prototype_pass_rate": 0.61,
      "expected": "separate user-specific scope and anti_scope updates",
      "name": "same_text_user_swap",
      "qwen_lora_sft_proxy_pass_rate": 0.88
    },
    {
      "encoder_v4_transformer_prototype_pass_rate": 0.73,
      "expected": "increase Reading Fluency Penalty for dense exposition",
      "name": "fluency_stress",
      "qwen_lora_sft_proxy_pass_rate": 0.91
    },
    {
      "encoder_v4_transformer_prototype_pass_rate": 0.62,
      "expected": "track Positive Expectation Violation Rate without rewarding incoherence",
      "name": "positive_surprise",
      "qwen_lora_sft_proxy_pass_rate": 0.86
    },
    {
      "encoder_v4_transformer_prototype_pass_rate": 0.67,
      "expected": "align state changes with Preference Drift Alignment",
      "name": "preference_drift",
      "qwen_lora_sft_proxy_pass_rate": 0.9
    }
  ],
  "protocol": "Simulator Eval Protocol",
  "style": "Claude Blog style"
}