OMNIA · governed self-improvement
OCIA
The OMNIA Correction Intelligence Agent learns from consented human corrections and scored outcomes, discovers previously unconnected data relationships, and recommends safer challenger algorithms. It cannot approve itself or silently rewrite production.
Corrections
Outcomes
Discovery
Time holdout
Challenger
Human approval
Bounded canary
Runs
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Recommendations
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Evaluations
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Approved inferred links
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Recent correction cycles
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Recommendations awaiting evidence
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Agent improvement coordinator
70% acceleration · 20% repair · 10% evidence collection. Strong performers get first access to experiment preparation.
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Immutable boundary: correlation is not causation; correction text requires learning consent; holdout superiority permits review, not deployment; only a human may authorize a bounded challenger; no result directly authorizes JWLS.
Claim IntelligenceTrace the statement. Inspect the sources. Follow the outcome.
NOUS × OMNIA / Evidence in motion
See what connects.
One continuous path from a public statement to reusable knowledge.
Open to load your private workspace.
Give your data a track record.
Track a claim to see real sources and outcomes connected here. No example findings are mixed into your data.
Owner-reviewed outcomes · Connections show recorded lineage, not causation. Motion is decorative; it does not represent measured EFVT or live transfers.