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Equation 17 · OpenAI Codex as a Software-Engineering System: Models, Harnesses, and Evidence

What does this equation mean?

qkq_k

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the model’s query or action. Read the equation part by part below; each part has a contextual explanation and a link to its mathematical background.

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qkq_k

Symbol q_k

the model’s query or action.

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subscript

subscript

The lower label selects a particular version, component, or indexed member of the quantity. For example, x₀ and xₜ can be values at different positions.

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How to interpret it

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What the article says around this equation

where qkq_k is the model’s query or action and bkb_k is a context budget. Two agents using the same model can behave differently because their observation functions ΩH\Omega_H expose different facts, truncate different histories, or describe tools differently.

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Sources cited in the article section

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