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HBT-INC-0053 · Dimension INC · Incentives

Cargo-Cult Adoption

AI bolted onto existing workflows to look forward-leaning.

Adoption·AI-Behavioral Coupling·Grade C·draft· enriching…
In one paragraph

Cargo-Cult Adoption is aI bolted onto existing workflows to look forward-leaning. It sits in the Incentives dimension (INC) of the Human Behavior Taxonomy™ as element HBT-INC-0053, within the Adoption family. The core principle: aI bolted onto existing workflows to look forward-leaning. In incentive terms, it matters because it changes the payoff people perceive before they choose — which means it can be designed for, or exploited.

Scientific Definition

AI bolted onto existing workflows to look forward-leaning.

Plain-English Definition

AI bolted onto existing workflows to look forward-leaning.

Feynman Explanation

We added AI. Somewhere. The board loved it.

Core Principle

AI bolted onto existing workflows to look forward-leaning.

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

We added AI. Somewhere. The board loved it.

Examples

Everyday
  • Chatbots launched without integration, escalation, or measurement.
Modern (Organizational)
  • Investment without thesis. Theater without value.
Historical

Pending editorial review.

Lab Commentary

Original analysis from The Incentives Lab — how this element behaves inside real payoff structures.

Why this element matters to incentive design

Executives usually notice this element only after it has cost something. By then it looks like a one-off. It is not. The mechanism underneath it operates in the Incentives dimension — what makes behavior more or less likely?. You can recognize it in the field by its signature: we added AI. Somewhere. The board loved it. Every element in the Incentives dimension changes the perceived payoff of an action before the action happens, which is exactly where incentive design has leverage.

How it gets exploited

Left undesigned, investment without thesis. Theater without value. It is amplified whenever investment without thesis. Theater without value. Inside organizations that shows up as investment without thesis. Theater without value. The pattern is the same one Goodhart's Law describes: the measurable proxy attracts the effort, and the purpose behind it quietly loses funding.

How the Lab designs around it

The redesign move is to define the business outcome before deploying the tool. Design against it the way you would design against a known failure mode — assume it will appear, and price the exploit before someone finds it.

Famous Experiments

Pending editorial review.

Design Principles

  • Define the business outcome before deploying the tool.

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
Investment without thesis. Theater without value.
Amplifying Incentives
Investment without thesis. Theater without value.
Org Failure Modes
Investment without thesis. Theater without value.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Define the business outcome before deploying the tool.
Diagnostic Questions
  • Define the business outcome before deploying the tool.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Define the business outcome before deploying the tool.
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-0053 · INC
Cargo-Cult Adoption
CAACAdoption Curve (AI)AAAlgorithmic AversionJRJob RedesignPPPilot PurgatoryRMResistance MappingSASandbagging AdoptionSAShadow AISTStatus Threat (AI)AUAcceptable Use Polic…AgAgent

Knowledge Graph Neighbors

Where Cargo-Cult Adoption is cited in the corpus

Questions about Cargo-Cult Adoption

What is Cargo-Cult Adoption?
Cargo-Cult Adoption is aI bolted onto existing workflows to look forward-leaning. It sits in the Incentives dimension (INC) of the Human Behavior Taxonomy™ as element HBT-INC-0053, within the Adoption family. The core principle: aI bolted onto existing workflows to look forward-leaning. In incentive terms, it matters because it changes the payoff people perceive before they choose — which means it can be designed for, or exploited.
What is an example of Cargo-Cult Adoption?
Investment without thesis. Theater without value. The Incentives Lab catalogs everyday, organizational, and historical instances of this element on its Human Behavior Taxonomy™ page (HBT-INC-0053).
How is Cargo-Cult Adoption exploited?
Investment without thesis. Theater without value.
How do you design around Cargo-Cult Adoption?
Define the business outcome before deploying the tool.
Which behavioral dimension does Cargo-Cult Adoption belong to?
Cargo-Cult Adoption is classified in the Incentives dimension (INC) of the Human Behavior Taxonomy™, family "Adoption", class "AI-Behavioral Coupling". Its permanent identifier is HBT-INC-0053 and its evidence grade is C.

Version History

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