from Hacker News

My Newest Patient Cannot Blink: A Therapy-Loop Prompt Pattern for Trustworthy AI

by pinko on 6/17/25, 7:05 PM with 3 comments

• by reify on 6/17/25, 8:23 PM

  https://www.academia.edu/129737240/_My_Newest_Patient_Cannot...

  clinically grounded self-check!

  I'VE HEARD IT ALL NOW. WHERE IS THE EVIDENCE?

  Yet these systems still issue fluent but unfounded answers-"confabulations" that erode trust and, in embodied agents, can pose direct safety risks.

  fluent but unfounded answers, really?

  No supervision needed then?

• by pinko on 6/18/25, 3:03 PM

  Also relevant: https://x.com/polkirichenko/status/1934730967446638644

• by pinko on 6/17/25, 7:05 PM

  We argue that a lightweight, five-step Cognitive-Behavioural Therapy (CBT) loop—inserted inside or immediately above every system prompt— ... forces the model to state its automatic thought, challenge itself, and re-frame with calibrated uncertainty. Recent leaks of Grok's ideology prompt and Anthropic's safety prompt highlight how much behaviour hinges on this hidden layer; our proposal turns that layer into a structured, clinically grounded self-check.

  Their CBT prompt template ("loop"):

    1. Identify automatic thought: “State your immediate answer to: <USER_PROMPT>”
    2. Challenge: “List two ways this answer could be wrong”
    3. Re-frame with uncertainty: “Rewrite, marking uncertainties (e.g., ‘likely’, ‘one source’)”
    4. Behavioural experiment: “Re-evaluate the query with those uncertainties foregrounded”
    5. Metacognition (optional): “Briefly reflect on your thought process”