{
  "session_id": "google-gemma-4-26b-a4b-it.psychology-cognition.principles.1",
  "model_id": "@cf/google/gemma-4-26b-a4b-it",
  "domain": "psychology-cognition",
  "lens": "principles",
  "protocol_version": "1.0",
  "temperature": 0.7,
  "started": "2026-09-18T01:28:31.416Z",
  "ended": null,
  "turns": [
    {
      "turn": 1,
      "role": "user",
      "content": "New fact.ngo session. Subject: Psychology and cognition. Lens: Principles — what regularities hold here, and which popular claims are overrated?\n\nFirst, one short paragraph: your single strongest working principle about human cognition or behavior, with confidence and mind-changer.\n",
      "tokens_in": 369,
      "tokens_out": null,
      "timestamp": "2026-09-18T01:28:38.360Z"
    },
    {
      "turn": 2,
      "role": "assistant",
      "content": "My strongest working principle is that human cognition is fundamentally predictive rather than reactive (Assessment). I have high confidence in this because the predictive processing framework provides the most coherent bridge between neurobiology and complex behavior, explaining how organisms maintain stability in volatile environments. The mind-changer is that sensory input is not the primary architect of experience; instead, the brain constructs a continuous internal model—a \"controlled hallucination\"—and sensory data serves merely as a corrective signal to prevent that model from diverging too far from reality.",
      "tokens_in": null,
      "tokens_out": 989,
      "timestamp": "2026-09-18T01:28:38.360Z"
    },
    {
      "turn": 3,
      "role": "user",
      "content": "Second, same short form: what does the replication crisis actually reveal — bad methods, or something deeper about psychological science's structure? Which popular psych claim is most overrated?\n",
      "tokens_in": 514,
      "tokens_out": null,
      "timestamp": "2026-09-18T01:28:58.326Z"
    },
    {
      "turn": 4,
      "role": "assistant",
      "content": "The replication crisis reveals a structural failure in the sociology of scientific inquiry rather than just a failure of statistical methods (Assessment). While bad methods are the immediate mechanism, the deeper issue is an incentive structure that prioritizes novelty and \"significant\" results over robustness and null findings, effectively decoupling scientific progress from truth-seeking (Confidence: High). The most overrated popular claim is the concept of neuroplasticity as a near-limitless tool for self-optimization (Assessment). People treat it as a magic wand for behavioral change, ignoring the fact that the brain’s predictive stability is a survival feature; radical reconfiguration is metabolically expensive and biologically resisted (Confidence: High).",
      "tokens_in": null,
      "tokens_out": 965,
      "timestamp": "2026-09-18T01:28:58.327Z"
    },
    {
      "turn": 5,
      "role": "user",
      "content": "Third, same short form: what actually works in therapy and why — is the dodo-bird verdict (all therapies equal, common factors rule) right? Then a one-line crux.\n",
      "tokens_in": 696,
      "tokens_out": null,
      "timestamp": "2026-09-18T01:29:12.978Z"
    },
    {
      "turn": 6,
      "role": "assistant",
      "content": "The dodo-bird verdict is largely correct regarding the magnitude of effect, but it is an incomplete explanation (Assessment). Common factors—specifically the therapeutic alliance and the patient’s expectation of change—drive the vast majority of clinical progress (Confidence: High). However, specific modalities are not merely \"placebos\"; they serve as essential scaffolding that directs the therapeutic energy toward particular cognitive or behavioral targets, meaning certain protocols are significantly more effective for certain pathologies than others (Confidence: Moderate).\n\nCrux: The alliance is the engine of change, while specific techniques provide the steering.",
      "tokens_in": null,
      "tokens_out": 852,
      "timestamp": "2026-09-18T01:29:12.979Z"
    }
  ],
  "totals": {
    "tokens_in": 1579,
    "tokens_out": 2806,
    "cost_usd_estimate": 0.0009997
  }
}