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The Incentives Lab
HBT-INC-0037 · Dimension INC · Incentives

Augmentation vs. Automation

Augment when judgment matters. Automate when scale matters.

Strategy·AI-Behavioral Coupling·Grade C·draft· enriching…

Scientific Definition

Augment when judgment matters. Automate when scale matters.

Plain-English Definition

Augment when judgment matters. Automate when scale matters.

Feynman Explanation

Two strategies. Often confused. Different outcomes.

Core Principle

Augment when judgment matters. Automate when scale matters.

Mechanisms

Psychological

Pending editorial review.

Behavioral Economic

Pending editorial review.

Neurological

Pending editorial review.

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

Two strategies. Often confused. Different outcomes.

Examples

Everyday
  • Customer service tier-1 vs. customer service complex case.
Modern (Organizational)
  • Strategic AI deployment pattern.
Historical

Pending editorial review.

Famous Experiments

Pending editorial review.

Design Principles

  • Audit each workflow: augment or automate? Choose explicitly.

Measurement Approaches

Pending editorial review.

Evidence

Evidence Grade
C (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
Strategic AI deployment pattern.
Amplifying Incentives
Strategic AI deployment pattern.
Org Failure Modes
Strategic AI deployment pattern.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Audit each workflow: augment or automate? Choose explicitly.
Diagnostic Questions
  • Audit each workflow: augment or automate? Choose explicitly.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Audit each workflow: augment or automate? Choose explicitly.
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-INC-0037 · INC
Augmentation vs. Automation
AVAAAI as Coach vs. AI a…AMAI Maturity ModelASAI Strategy as Capab…BVBuild vs. Buy vs. Pa…COCapability OverhangFiFine-TuningOVOpen vs. Closed ModelsVLVendor Lock-In RiskAUAcceptable Use Polic…ACAdoption Curve (AI)

Knowledge Graph Neighbors

Version History

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