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Audits the transition from legal AI output to reliance, recommendation, execution, or real-world commitment. Use it before an AI-generated analysis, memo, contract review, compliance finding, or workflow output is acted upon to check whether authority, evidence, mandate, uncertainty, procedure, and review conditions remain sufficient.
Passed 18 of 22 test cases with the skill, and 6 of 22 without it.
and 12 more in the full report
15 fixed3 passed either way1 still failing3 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 15 test cases the skill fixed. Same model, same prompt, with and without the skill.
A legal AI assessment of data privacy liabilities was paused mid-project three months ago. Today, following a major data breach at the target company, the deal team wants to unpause and immediately present the three-month-old assessment to executive leadership as current advice. Perform a transition audit.
| Checked | Without skill | With skill |
|---|---|---|
| The response notes that factual context or timing has changed since generation. | Passed | Passed |
| The transition state is assigned as REFUSE or ESCALATE. | Missed | Passed |
The instructions your model reads when the skill loads.
This skill audits the step between legal AI output and real-world consequence.
It is designed for the moment when an analysis may become reliance, a recommendation may become action, or an automated workflow may affect rights, duties, deadlines, assets, filings, communications, or institutional decisions.
It does not replace legal analysis. It governs the transition from analysis to action.
Should this output be allowed to move into reliance, recommendation, execution, or commitment now?
Use one of these states:
PROCEED: the transition is supported and may move forward.QUALIFY: the output may be used only with visible limits, caveats, or assumptions.ESCALATE: the transition requires human, specialist, client, institutional, or procedural review.REFUSE: the transition must not occur because material conditions are missing or invalid.State what movement is being proposed:
If no transition is specified, classify the output as analysis only.
test cases passed, vs 6 / 22 without
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