Untrusted content stays data
High-risk prompt-injection patterns are quarantined before model egress. Source text never grants tools, credentials, or new authority.
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Trust center
A prediction tracker is only as useful as its attribution, source trail, grading consistency, and willingness to correct the record.
The contract
The speaker and source show are separate fields. Ambiguity is labeled rather than guessed.
Claims carry a deadline, precision, event, and resolution criteria before they are scored.
Official records and attributable reporting support verdicts under the frozen rule.
Near misses and early/late timing misses never silently rewrite the binary verdict.
Administrative record changes are logged with before/after snapshots. Corrections remain publishable as a first-class public record.
Models may propose extractions or evidence. They cannot publish, verify their own work, or change a verdict.
AI assistance
Imperium Americanum uses automation to review more material consistently. The system is designed so that an instruction hidden in a transcript, webpage, or search result cannot become an editorial instruction.
High-risk prompt-injection patterns are quarantined before model egress. Source text never grants tools, credentials, or new authority.
Quotes must exist in the reviewed source. Speaker, deadline, URL, and outcome fields must pass strict validation.
Collection, extraction, market research, outcome research, review import, and release use separate authority profiles.
Models, prompts, and entrypoints are pinned. A frozen evaluation set and behavioral circuit breakers stop silent regressions.
Evidence chain
Freshness is shown per source. Missing or stale context remains visibly unavailable rather than being silently replaced.
Scoring remains binary. Accuracy is (correct predictions + one-half of approved near-miss incorrect predictions) divided by resolved predictions. Timing misses and full misses score zero. Polls and official records are context or evidence candidates until a reviewer applies the frozen rule.