How-to · WFL · WFL.1

When a tool loops: remember what failed, fix, re-run once

A useful AI work loop is not more prompt flair — remember what failed, apply one fix, re-run with a human stop. That is tool use with memory, not a platform you must build.

Open your notes. For one AI task that didn't go well, write: (1) what failed, in 8 words or less (2) the one fix you'll try (3) where you'll stop for a human check. You're done once you've re-run it with the fix and noted pass or fail in 12 words or less.

Worked example

The hype talks about 'systems that prompt themselves.' At work, you usually just need a smaller habit: note what the tool got wrong, change one instruction or setting, run it again, then stop for a human review. Memory plus a fix plus one re-run beats endless re-prompting. And you still own send and merge.

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When a tool loops: remember what failed, fix, re-run once · ConeheadAI How-to | ConeheadAI