On Gradual AGI

W.H.L. with GPT-6.1 Sol and Claude Opus 5.5

Champaign Magazine · First Edition, 2026

On Gradual AGI treats artificial general intelligence as a gradual, ongoing transformation rather than a single arrival. It sets out the Multi-Plateau Framework and the Unified Gradual AGI Model. The book follows how capability becomes realized change, and how optimization, governance, participation, evidence and feedback shape that path. The book distinguishes claim types, records the evidentiary standing of its principal claims, and specifies tests, limitations, and failure conditions where applicable.

First Edition · Version 1.0.1 · October 2026

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Contents

Front matter: Copyright and License · Preface · Contributors and AI Collaboration · About the Author · Notation Quick Reference · Reader Guide

Part I. Orientation

• 1 · AGI and the Meaning of Gradual Transformation
• 2 · AGI-Inclusive Humanity

Part II. Architecture

• 3 · A Multi-Plateau Framework of the Unified Gradual AGI Model
• 4 · From Potential to Realization
• 5 · Synchronization: Ceiling, Floor, and Slope
• 6 · Optimization: Choosing Among Trajectories

Part III. Mediation

• 7 · Governance: Contesting Realization
• 8 · Participation: Subjects, Acts, and Consequences
• 9 · Participation: What Survives Empirical Contact
• 10 · Observation, Evidence, and Epistemic Discipline
• 11 · Feedback, Recursion, and Ongoing Transformation

Part IV. Integration

• 12 · The Unified Gradual AGI Model

Glossary · Full Notation Guide · Claims and Status Register · Revision Record · Unified References

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Licensed under CC BY 4.0. Source and PDF releases: github.com/champaignmagazine/on-gradual-agi.