---
id: "question-incentivizing-honesty"
type: "open-question"
source_timestamps: ["00:15:20", "00:16:05"]
tags: ["organizational-behavior", "incentive-design"]
related: ["framework-world-model-principles"]
resolutionPath: "Designing organizational incentives where employees directly benefit from the World Model's accuracy, rather than feeling surveilled or threatened by it."
sources: ["s15-block-layoffs"]
sourceVaultSlug: "s15-block-layoffs"
originDay: 15
---
# Incentivizing Honest Data Entry

## The Question

How do you make a team realize there is a tangible advantage *for them* to partner with the [[concept-world-model]], rather than viewing it as an executive surveillance tool?

## The Problem

A World Model requires high-fidelity, honest context to function. However, the speaker notes that if employees feel the system threatens them, they will resist. Specifically, they will:

- Withhold critical context
- Route conversations through undocumented back-channels
- Only log successes while hiding failures
- Game the metrics that the model surfaces

This is the social-engineering side of the [[concept-outcome-encoding]] problem — and the failure mode that [[action-encode-outcomes]] depends on solving.

## Resolution Path

Designing organizational incentives where employees directly benefit from the World Model's accuracy, rather than feeling surveilled or threatened by it. Possible mechanisms:

- Tying recognition to honest outcome documentation, not just shipped output
- Exposing the model's signals to teams *first*, before executives, so they can act before being judged
- Treating the model as a personal augmentation tool rather than a reporting tool
- Eliminating asymmetric visibility (executives see all signals; employees see filtered ones)

## Why This Is Critical

This is principle #4 of [[framework-world-model-principles]] — *Design for Resistance*. Without it, the entire compounding mechanism collapses, and [[claim-time-is-the-moat]] cannot be realized.

## Related

- [[framework-world-model-principles]]
- [[concept-outcome-encoding]]
- [[action-encode-outcomes]]
- [[claim-time-is-the-moat]]


## Related across days
- [[concept-outcome-encoding]]
- [[concept-shadow-agents]]
- [[concept-editorial-function]]