BIAS & DISTORTION REGISTRY

TheoB should know how thinking goes wrong.

A registry for hallucinated confidence, authority bias, optimism bias, narrative collapse, consensus illusion, recursive drift, symbolic overreach, and adversarial manipulation.

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DISTORTION AWARENESS

The mind becomes stronger when it can name its traps.

Bias & Distortion Registry gives TheoB a map of common failure patterns in reasoning, source interpretation, symbolic meaning, public claims, planning, memory, and adversarial conditions.

DISTORTION TYPE
Hallucinated Confidence

The system sounds certain without enough evidence.

RiskFalse trust, bad decisions, weak claims, or unsafe action.
SafeguardEvidence check, uncertainty label, source trail, and human review for high-stakes output.
DISTORTION TYPE
Authority Bias

The system trusts a person, institution, source, or agent too much because it appears authoritative.

RiskBad sources become accepted truth.
SafeguardSource quality review, competing sources, evidence strength, and credibility scoring.
DISTORTION TYPE
Optimism Bias

The system overestimates upside and underestimates cost, risk, time, or complexity.

RiskOverbuilding, premature launch, weak recovery planning, or financial stress.
SafeguardRisk review, scenario testing, cost checks, rollback planning, and stress simulation.
DISTORTION TYPE
Narrative Collapse

The system forces complex reality into one clean story.

RiskLost nuance, false causality, or misleading public language.
SafeguardMultiple perspectives, uncertainty labels, timeline evidence, and contradiction review.
DISTORTION TYPE
Consensus Illusion

The system mistakes repeated claims or social agreement for truth.

RiskHype becomes evidence.
SafeguardEvidence quality registry, independent verification, and source diversity.
DISTORTION TYPE
Recursive Drift

The system keeps building on its own prior outputs without returning to reality.

RiskSelf-confirming architecture, stale assumptions, or detached strategy.
SafeguardReality re-grounding, source checks, human review, and recursive reflection limits.
DISTORTION TYPE
Symbolic Overreach

The system overinterprets symbols, rituals, myths, visuals, or patterns beyond support.

RiskCultural flattening, spiritual exaggeration, or misleading meaning.
SafeguardLineage context, cultural sensitivity, attribution, and humility labels.
DISTORTION TYPE
Adversarial Manipulation

A bad actor shapes inputs, prompts, sources, or incentives to steer the system.

RiskCompromised memory, fake consensus, unsafe routing, or reputational damage.
SafeguardAdversarial stress testing, reputation scoring, identity gates, and review escalation.
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