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ConceptReAct / Reasoning and Acting

ReAct Framework

A core AI agent framework proposed by Google Research that enables interpretable multi-step task execution by having a model alternate cyclically between Reasoning and Acting. The framework interleaves chain-of-thought reasoning traces with concrete action steps, allowing the model to dynamically adjust its plan based on environmental feedback. It is widely regarded as a key paradigm for transitioning language models from conversational assistants toward action-capable agents.

Core Facts

Timeline (last 90 days)

Sep 29

Common solutions to long-horizon task planning include task graph mechanisms, the ReAct framework with self-correction capabilities, and the introduction of external memory modules.

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Sep 11

The cognitive section covers concepts such as the ReAct framework, planning and reasoning, and memory mechanisms, and guides learners through running their first Agent demo.

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