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Field notes · Research

The research behind the work.

Original papers on AI, trust, and the organizations whose credibility is on the line. Read here and cite freely. Printable from any paper; PDF bundles ship later.

All sources verified & peer-reviewed.
Type
Title & abstract
Metadata
Analysis · 2026
Flagship

The AI Credibility Crisis

What the evidence actually supports about AI-generated fluency, broken statistics, and the self-efficacy gap ordinary readers face.

9 min12 sources
Paper · 2026
Featured

Finding AI Guidance Worth Trusting

A discernment guide for mission-driven leaders — expert vs guide, the network test, and whose judgment will shape your staff's judgment.

14 min4 sources
Thesis · 2026

*Core curriculum material.*

The Credibility Thesis

What credibility means in the AI era — measurable but not reducible — and why scenius is the sustainable response.

*Core curriculum material.*
22 min2 sources
Paper · 2026

The Cost of Fragmentation

Eight shared cost vectors — memory, continuity, compounding, credibility, and more — levied differently on leaders, churches, institutions, and nonprofits.

18 min1 sources
Paper · 2026

Sandbox Discovery: Where Learning Actually Happens

Stage 2 of the AI Stewardship Sequence — bounded experimentation after Safety, with four outputs and a graduation gate before Training or Tech.

10 min3 sources
Paper · 2026

The Skill of AI: Why "Reskilling" Is the Wrong Frame

Stage 3 of the AI Stewardship Sequence — judgment, taste, verification, and collaborative posture, not feature tours or certification.

12 min3 sources