# Turn badcases into a Dataset

> Convert recurring failure patterns into reviewable Tasks without leaking raw private history.

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LLMS index: [llms.txt](/harbor-self-evolving/llms.txt)

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A Dataset is curated business intent, not a dump of private transcripts. Abstract the failure, preserve the relevant constraint and create an independently reviewable expected behavior.

## You do {#you-do}

Deduplicate failure patterns, remove private identifiers, separate tuning from holdout and review every instruction file.

## Harbor records {#harbor-records}

Task ids, paths, instructions, sensitive-metadata checks and immutable source digest.

## This does not prove {#does-not-prove}

A clean Dataset does not prove the population is complete or that one metric captures all business risk.