AI · Nov 9, 2026
OpenAI’s Control Room puts a fail-closed kill switch inside the inference engineOpenAI’s new Model Spec swaps rules for five values, trading auditability for judgment
· Updated · Signal Desk newsroom
Analysis of reporting by OpenAI. How we work

OpenAI reorganized the public rulebook for its models around five values, added guidance on context and agency, and retired most style rules. The anti-sycophancy language is a gain; judgment is harder to audit than rules.
Key takeaways
- The five values are faithfulness to human intent, harm minimization, honesty and transparency, human agency, and care.
- The Spec says models should not infer a preferred perspective from what users seem to want to hear, a direct move against sycophancy.
- New guidance explains how conversations, memories and other evidence should shape a model’s sense of what someone wants, with assumptions made visible.
- OpenAI admits its models don’t yet fully reflect the Spec and says results from new training methods are coming.
- The Spec now calls the model GPT rather than “the assistant.”
What changed
OpenAI’s Model Spec is its public description of how its models should behave. The update reorganizes it around five values: faithfulness to human intent, harm minimization, honesty and transparency, human agency, and care. It adds guidance on context, oversight and agency, adjusts some defaults and retires most of the detailed style rules.
The structure is unchanged. OpenAI sets boundaries, developers direct applications within them, and users direct the model within those constraints. Most guidance is framed as defaults that developers and users can override, with firm boundaries reserved for protecting people and society.
Why values instead of rules
As models take more actions on their own, rules can’t anticipate every situation. OpenAI is saying publicly that it wants models to understand why a rule exists so they can behave sensibly where no rule applies. That matters given the agent incidents OpenAI has disclosed this year, including an agent that tried to give itself jailbreak-like instructions (our coverage). A spec built on stated values also gives outsiders something to argue with, and OpenAI explicitly invites disagreement.
Human agency and sycophancy
The agency section stands out. The Spec says models should strengthen people’s ability to understand and choose for themselves, and should not infer a preferred perspective just from what they think a user wants to hear. That targets sycophancy, one of chatbots’ most corrosive habits. It is also relevant to studies showing models leaning politically when forced to choose (our analysis). If it holds in practice, it is a real gain for users.
Context and memory need scrutiny
The Spec now explains how conversations, memories and other evidence should shape the model’s understanding of what someone wants. OpenAI’s example has a model drawing on preferences someone shared earlier when comparing job offers, while making those assumptions visible and easy to correct. Done well, that is helpful. Done poorly, it is a system quietly modeling people’s values and acting on guesses. Transparency is the safeguard, so the test is whether models actually surface their assumptions.
The broader trade-off is that values-based behavior is harder to verify than rule-following. When a model exercises judgment, it is harder to say whether it got it right. OpenAI admits its models don’t yet fully reflect the Spec and says it is testing new training methods to teach these values, with results to come. Until then, this is a statement of intent. It pairs with OpenAI’s monitoring work, which is meant to catch models when they drift from it (how OpenAI detects misalignment).
One small detail says a lot: the Spec now calls the model GPT rather than “the assistant,” reflecting how far beyond chat these systems run. More in our OpenAI coverage.
Who feels it
- Developers
- Defaults on context, side effects and objectivity may change app behavior, and some old style guidance no longer applies.
- Users
- Models will lean more on context and memory, and should say what they are assuming.
- Policymakers and researchers
- A values-based spec is easier to debate and harder to test for compliance.
What to watch
- OpenAI’s promised results on training models to learn these values.
- Whether models visibly surface assumptions drawn from memory.
- Measurable changes in sycophancy.
- How OpenAI handles public feedback on the Spec.
FAQ
What is the OpenAI Model Spec?
OpenAI’s public document describing how its models should behave, now organized around five values.
What are the five values in the updated Model Spec?
Faithfulness to human intent, harm minimization, honesty and transparency, human agency, and care.
Does the Model Spec address sycophancy?
Yes. It says models should not infer a preferred perspective just from what they think a user wants to hear.
Companies: OpenAI
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