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get_history_correction aligns a failed script with near-identical history commands segment by segment (shell_ast words with byte-true offsets) and splices the corrected tokens back in place. It only returns a fix when exactly one candidate matches the structure with at most two diverged tokens, each at least 80 percent similar; looser or ambiguous matches decline so the asking history rule stays in charge of them. Ultraworked with [Sisyphus](https://github.com/code-yeongyu/oh-my-openagent) Co-authored-by: Sisyphus <clio-agent@sisyphuslabs.ai>
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