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The Incentives Lab
HBT-BIO-0065 · Dimension BIO · Biology

Prediction Machine (Friston)

The brain is a prediction engine; surprise is the signal to update.

Cognition·Neural Mechanism·Grade B·draft· enriching…

Scientific Definition

The brain is a prediction engine; surprise is the signal to update.

Plain-English Definition

The brain is a prediction engine; surprise is the signal to update.

Feynman Explanation

Your brain is constantly hallucinating the world and correcting itself.

Core Principle

The brain is a prediction engine; surprise is the signal to update.

Mechanisms

Psychological

Pending editorial review.

Behavioral Economic

Pending editorial review.

Neurological

The brain is a prediction engine; surprise is the signal to update.

Evolutionary

Pending editorial review.

Sociological

Pending editorial review.

Computational

Pending editorial review.

Systems

Pending editorial review.

Inputs (Triggers)

Pending editorial review.

Outputs (Behaviors)

Pending editorial review.

Behavioral Signature

Your brain is constantly hallucinating the world and correcting itself.

Examples

Everyday
  • Active inference framework.
Modern (Organizational)
  • Why surprise is so cognitively expensive — and so valuable.
Historical

Pending editorial review.

Famous Experiments

Pending editorial review.

Design Principles

  • Design environments where productive surprise can land.

Measurement Approaches

Pending editorial review.

Evidence

Evidence Grade
B (A strongest → E speculative)
Replication
★★★☆☆
Intervention Confidence
2 / 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
Why surprise is so cognitively expensive — and so valuable.
Amplifying Incentives
Why surprise is so cognitively expensive — and so valuable.
Org Failure Modes
Why surprise is so cognitively expensive — and so valuable.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Design environments where productive surprise can land.
Diagnostic Questions
  • Design environments where productive surprise can land.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Design environments where productive surprise can land.
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-BIO-0065 · BIO
Prediction Machine (Friston)
PMACAnterior Cingulate C…BPBoredom (Productive)ChChronobiologyCBCognitive Bias (Neur…CLCognitive LoadCRCognitive ReflectionCOCurse of the FamiliarDMDefault Mode NetworkDDDiet & Decision Qual…EDEgo Depletion

Knowledge Graph Neighbors

Version History

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