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CONTEXT-ENGINEERING5 MIN READ

Retrofit One Agent With Checkpoints and a State Card

Commit to adding a state card and refresh checkpoints to one long-running coding or operations agent workflow.

A long-running coding, security review, migration, or operations agent that currently depends too much on raw transcript history. Pick an agent workflow where the same constraints must stay true across many turns and where you can realistically add a checkpoint every few steps or tool calls. I will retrofit [agent workflow] with a state card containing [objective, constraints, decisions, open questions, fresh evidence], and I will refresh it every [N turns/tool calls] or when [critical fact changes]. Follow up in 2 days on whether the retrofit was used in a real run. The next code-migration agent run where blocked directories…

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