What the courts are telling us
The candidate packet includes source URLs, dates, geography, missing-evidence flags, and sponsor status. Deterministic code still owns freshness, duplicates, rights, privacy, thresholds, and publication authority.
Why this shift matters for players and organizers
The frozen acceptance threshold is 0.95 among structurally valid advisory outputs. A low-confidence item stays held; it does not become a story because the model sounds certain.
Practical takeaways from the field desk
• Closed labels
• 0.95 frozen threshold
• No browsing or publishing authority
