Reflexive Artificial Intelligence

Why does artificial intelligence fail at fundamental problems of human intelligence? Not due to insufficient computing power – but due to systematic deficits in reflexivity.

This book develops a philosophically grounded AI theory based on Johannes Heinrichs’ logic of reflexion. It shows that the distinction between four levels of reflexion (L0-L3) not only reconstructs Hegel’s logic but precisely explains why today’s AI systems remain blind to truth, normativity, and self-consciousness.

The Four Levels of Reflexive Intelligence

L0 – Immediate Reflexion: Reactive intelligence (current AI: pattern matching, statistics) L1 – Positing Reflexion: Rule-based intelligence (expert systems, formal logic) L2 – External Reflexion: Metacognitive intelligence (self-modeling, theory of mind) L3 – Determining Reflexion: Normative intelligence (truth-orientation, ethical judgment)

Content

Part I: Foundations – The four levels of reflexion as architectural principle Part II: Critique of Current AI – Why GPT-4, Claude & Co. remain L0-L1 systems Part III: L2 Architectures – Self-modeling as the leap to genuine metacognition Part IV: L3 Perspectives – Truth-oriented AI and normative binding Part V: Philosophical Deepening – Heinrichs’ logic of reflexion in dialogue with Hegel

What Makes It Special

This text is not a popular science simplification but philosophically precise AND technically concrete. Each level of reflexion is both systematically grounded (from Hegel’s Logic) and architecturally specified (how would one implement this?).

17 central theorems form the conceptual framework – from “Reflexion is not representation” through “L0-L1 reduction generates systematic pathologies” to “L3 requires performative self-binding”.

Relation to Other Books

This book is the first systematic application of Heinrichs’ logic of reflexion to artificial intelligence:

• For the philosophical foundations: Johannes Heinrichs: An Introduction
• For further applications (game theory, peace research): Reflexive Systems Theory
• For Heinrichs’ own major work: Dialectic as Logic of Reflexion

Can be read independently – all fundamental concepts of the logic of reflexion are developed.

Bibliography

Year

2026

License

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