{
  "schema": "vedokrok.public-item.v1",
  "release_id": "MHC-RPUB-20260920-75ad787a",
  "url": "/knowledge/test-ai-as-thought-partner-on-the-work-that-needs-judgment",
  "id": "MHC-D-RESEARCH-0384",
  "version": "0.1.0",
  "title": "Test 'AI as thought partner' on the work that needs judgment",
  "summary": "A good metaphor for AI is still a hypothesis about behavior.",
  "kind": "heuristic",
  "body": "For judgment-heavy work, trial prompts or training that frame AI as a partner for questioning, alternatives and critique rather than an answer machine. Compare it with ordinary use on quality and review effort. Keep the framing only where it changes useful behavior; do not turn 'thought partner' into branding that hides overreliance.",
  "limits": [
    "The 2026 field experiment found qualified, uneven effects and reported methodological limitations; no universal causal benefit is established."
  ],
  "topics": [
    "union-ai-assisted-thinking-work"
  ],
  "intents": [],
  "source_ids": [
    "RS-26BD913972C4F436"
  ],
  "evidence": [
    {
      "claim": "The same 2026 field experiment found a thought-partner reframing intervention associated with higher individual document quality at the top of the distribution, with caveats about confounds and sensitivity analyses.",
      "source_id": "RS-26BD913972C4F436",
      "role": "supports",
      "note": "The effect was uneven and methodologically qualified; framing should be tested locally rather than marketed as a universal technique.",
      "locator": "Abstract"
    }
  ],
  "use_when": [
    "You want AI to support reasoning rather than merely produce a draft, and the team is considering a framing or training intervention."
  ],
  "avoid_when": [
    "The 2026 field experiment found qualified, uneven effects and reported methodological limitations; no universal causal benefit is established."
  ],
  "example": "For architecture review, ask the AI to surface tradeoffs and missing failure modes, then measure whether reviewers catch more issues than with ordinary prompting.",
  "check": "The thought-partner framing has a task-specific observed benefit or is dropped without ceremony.",
  "sources": [
    {
      "id": "RS-26BD913972C4F436",
      "title": "Scaffolding Human-AI Collaboration: A Field Experiment on Behavioral Protocols and Cognitive Reframing",
      "url": "https://www.microsoft.com/en-us/research/publication/human-ai-collaboration-field-experiment/"
    }
  ],
  "relations": [],
  "collections": [
    {
      "id": "RC-433FB61AA7D7AF43",
      "title": "Use AI where it helps, and keep the thinking that still matters",
      "url": "/collections/use-ai-where-it-helps-and-keep-the-thinking-that-still-matters"
    }
  ]
}