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What is a plan-act-review loop in agentic coding?

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A plan-act-review loop splits agent work into controlled stages that repeat until the task is verified.

  • Plan. The agent inspects the task and proposes steps, assumptions and risks. It also lists the files it expects to change. A person or policy approves the direction.
  • Act. The agent performs one bounded step and gathers evidence, such as test output.
  • Review. The agent and supervisor compare the result with the plan and acceptance criteria. They correct mistakes, update assumptions and choose the next step.

This is safer than one long run because a wrong direction shows up early. Plans should stay light for small tasks. They become more detailed as impact, uncertainty and irreversibility grow.

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The plan-act-review loop
Plansteps, risks, files to change
Approvea person or policy signs off
Actone bounded step, collect evidence
Reviewcheck evidence, fix, pick next step
repeat until verified
Plansteps, risks, files to change
Approvea person or policy signs off
Actone bounded step, collect evidence
Reviewcheck evidence, fix, pick next step
back to Plan — repeat until verified

Each review feeds the next plan, so a wrong direction shows up after one small step instead of at the end of a long run.

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What you can say

  1. A plan-act-review loop breaks an agent's work into three stages that repeat until the task is verified, instead of one long unsupervised run.
  2. In the plan stage the agent reads the task and proposes steps, assumptions, risks and the files it expects to touch, and a person or a policy approves that direction.
  3. Then it acts, one bounded step at a time, and collects evidence like test output instead of just saying it's done.
  4. In review, the agent and whoever supervises it compare the result with the plan and the acceptance criteria, fix mistakes, update assumptions and pick the next step.
  5. The payoff is that a wrong direction shows up after the first step, not at the end of a long run when it's expensive to unwind.
  6. I'd keep plans light for small tasks and make them more detailed as impact, uncertainty and irreversibility go up, because a heavy plan for a typo fix is just overhead.

Weak answers to avoid

  • Plans once, then lets it run to the end That's the long run the loop exists to prevent. Say that act is one bounded step and review follows each step, so drift gets caught early.
  • Review means the agent says it's done An agent's own report can be wrong or skip work. Say review compares evidence like test output against the plan and acceptance criteria.
  • Same heavy plan for every task A detailed plan for a one-line fix wastes time. Say plan depth grows with impact, uncertainty and irreversibility.
  • Leaves out who approves the plan If no person or policy approves the direction, the plan is only a description. Name the approval step that comes before the agent acts.
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