ReCode combines planning and action in LLM agents
Published on December 13, 2025, the article presents ReCode, a recursive code-generation approach that lets LLM agents switch between strategic planning and detailed actions.
Source: ReCode unifica planejamento e ação para agentes LLM (arxiv.org). Text prepared with AI from this source.
What happened and what to do
Published on December 13, 2025, the article presents ReCode, a paradigm that uses recursive code generation to unify planning and action in LLM agents. Its proposal lets agents adjust the granularity of their decisions rather than rigidly separating high-level planning from low-level actions.
A company could evaluate this approach in a bounded workflow, defining which decisions an agent may make, which actions require approval, and how each step is recorded. An implementation could include integration with internal systems, execution limits, monitoring, and human review mechanisms; whether to use code generation should be assessed against the process’s risks and requirements.
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