Subodh Jena
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The Tool-Calling Agent Loop: ReAct as It Actually Ships

Mar 16, 2026·7 min·AI

The 2022 ReAct paper parsed thought-action-observation from free text. Production agents today use native tool-calling, a step budget, input and output guardrails, and explicit handoff handling. The simple loop earns its hardening.

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