Equation 25 · Reliable AI Agents Are Control Systems, Not Chatbots
What does this equation mean?
Read the formula alongside the article passage below. Each part has a deeper page with its role in the equation, the supporting passage and nearby citations.
realized loss from harmful actions. Read the equation part by part below; each part has a contextual explanation and a link to its mathematical background.
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How to interpret it
Read this expression with the definitions, units, and assumptions supplied by the article.
What the article says around this equation
where R is task reward, C is computational and human-review cost, L is realized loss from harmful actions, and U is residual uncertainty at commitment. The coefficients are governance choices, not model parameters. Hospitals, game studios, semiconductor fabs, and personal coding projects should not assign them equally.
For background, read the article’s source list.
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