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The Incentives Lab
HBT-COG-0012 · Dimension COG · Cognition

Adaptive Bias

The brain evolved to reason adaptively, not always truthfully, to reduce the cost of errors.

Reasoning·Mental Model·Grade B·draft· enriching…

Scientific Definition

The brain evolved to reason adaptively, not always truthfully, to reduce the cost of errors.

Plain-English Definition

The brain evolved to reason adaptively, not always truthfully, to reduce the cost of errors.

Feynman Explanation

Beliefs are fitness tools, not truth detectors.

Core Principle

The brain evolved to reason adaptively, not always truthfully, to reduce the cost of errors.

Mechanisms

Psychological

Pending editorial review.

Behavioral Economic

The brain evolved to reason adaptively, not always truthfully, to reduce the cost of errors.

Neurological

Pending editorial review.

Evolutionary

Pending editorial review.

Sociological

Pending editorial review.

Computational

Pending editorial review.

Systems

Risk assessments swing with recent headlines rather than base rates.

Inputs (Triggers)

Pending editorial review.

Outputs (Behaviors)

Pending editorial review.

Behavioral Signature

Beliefs are fitness tools, not truth detectors.

Examples

Everyday
  • Overestimating risks after a recent scare, even when the data is unchanged.
Modern (Organizational)
  • Risk assessments swing with recent headlines rather than base rates.
Historical

Pending editorial review.

Famous Experiments

Pending editorial review.

Design Principles

  • Anchor forecasts to long-term data before discussing recent events.

Measurement Approaches

Pending editorial review.

Evidence

Evidence Grade
B (A strongest → E speculative)
Replication
★★★☆☆
Intervention Confidence
3 / 5
Consensus
Pending editorial review (HBT v1.0 auto-seed).
Limitations
Pending editorial review (HBT v1.0 auto-seed).
Open Research Questions

Pending editorial review.

Primary References

Pending editorial review.

Signature Section

The Perverse Incentive Lens™

How this behavior is exploited — and how to redesign around it.

Exploitation
Risk assessments swing with recent headlines rather than base rates.
Amplifying Incentives
Risk assessments swing with recent headlines rather than base rates.
Org Failure Modes
Risk assessments swing with recent headlines rather than base rates.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Anchor forecasts to long-term data before discussing recent events.
Diagnostic Questions
  • Anchor forecasts to long-term data before discussing recent events.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Anchor forecasts to long-term data before discussing recent events.
Team
Pending editorial review (HBT v1.0 auto-seed).
Organization
Pending editorial review (HBT v1.0 auto-seed).
Policy
Pending editorial review (HBT v1.0 auto-seed).
AI Implications
Detection
Pending editorial review (HBT v1.0 auto-seed).
Measurement
Pending editorial review (HBT v1.0 auto-seed).
Mitigation
Pending editorial review (HBT v1.0 auto-seed).
Responsible Use
Pending editorial review (HBT v1.0 auto-seed).

Interactive Mini Network

Click any neighbor to re-center the graph and follow the threads of connection.

HBT-COG-0012 · COG
Adaptive Bias
ABAbAbstractionsABAdditive BiasAAAffirming a DisjunctADAgent DetectionARAlder's RazorAlAlgorithmsAMAll Models Are WrongABAllegiance BiasAFAnecdotal FallacyATAppeal to Majority

Knowledge Graph Neighbors

Version History

v1.1.0 · 2026-06-28Initial auto-seed from corpus.