Equation 6 · Reliable AI Agents Are Control Systems, Not Chatbots
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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.
the task objective. Read the equation part by part below; each part has a contextual explanation and a link to its mathematical background.
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Read this expression with the definitions, units, and assumptions supplied by the article.
What the article says around this equation
where is retained working state and g is the task objective. A tool translates the proposed action into an environmental transition; the environment returns evidence; and an evaluator determines whether the evidence supports continuing, replanning, escalating, or stopping. The policy may be a frontier model, but the agent is the entire closed loop.
Sources cited in the article section
- [3] Building effective agents ↗
- [7] ReAct: Synergizing Reasoning and Acting in Language Models ↗
- [8] Toolformer: Language Models Can Teach Themselves to Use Tools ↗
These citations give research context. Read each source to check which claims it supports.
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