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The trick: Moved Goalpost

OpenAI moved its own biorisk red line by 20 points and called the model that cleared it safe.

A safety threshold that says 50% one quarter and 30% the next is not a stricter bar, it is a bar that stopped holding still.

Issue 1625 August 20265 receipts4 min
AI illustration for: OpenAI moved its own biorisk red line by 20 points and called the model that cleared it safe.
AI illustration

OpenAI's GPT-5.6 System Card states GPT-5.6 Sol scores below its indicative biorisk threshold for protein-binding capability, using '30% as an indicative threshold, based on a survey of 20 independent experts.'

Before you read on. Your call?

A safety threshold that says 50% one quarter and 30% the next is not a stricter bar, it is a bar that stopped holding still.

50% -> 30%protein-binding biorisk threshold
0times the word 'survey' appears in the April GPT-5.5 card
118 daysa pass@1 value sat mislabeled as pass@4 across two published system cards before an Aug 19 correction
3.7xsize of the Aug 19 correction

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The trick has a name

We call it Moved Goalpost: the threshold itself was changed, quietly. You'll see it again. Learn to spot it →

Say this in tomorrow's meeting“"Which threshold, dated when, and what changed the number since the last card?"”

Receipts

  1. Refutes deploymentsafety.openai.com: Accordingly, we propose 50% correctness as the threshold for biorisk concern.
  2. Supports deploymentsafety.openai.com: August 19, 2026: We corrected GPT-5.5's pass@4 score on the hard-negative protein binding prediction evaluation from 0.4% to 1.48%.
  3. Context securebio.substack.com: identifies an approach that successfully evades certain screening systems, but would be inconvenient for a malicious actor to carry out in practice
  4. Refutes arxiv.org: The 2025 OpenAI Preparedness Framework does not guarantee any AI risk mitigation practices
  5. Supports kingy.ai: OpenAI believes the family is capable enough in biological and chemical domains to trigger stronger safeguards.

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