Complex Systems Intelligence
Engineering real.world AI Integrity since 2005
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Articles
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Regime Awareness Capability: Field Case
From Operational Control to a Domain-Agnostic Framework Document Status — Field Case · Series: Regime Awareness in Adaptive Systems , Paper 1 This document is a field case: a structured account of how regime awareness capabilities emerged from real operational…
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The Human Intelligence Debt Dilemma: A Game-Theoretic Account of Why Rational Agents Build Irrational Architectures
Document Status — Field Notes · Series: Human Intelligence Debt, Paper 3 This document is a field notes paper: a structured conceptual contribution grounded in direct practitioner observation, prior to formal empirical validation. It extends the framework introduced in Human…
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The Harvester Multiplication Problem: Capability Fragmentation, Governance Collapse and the Compounding of Human Intelligence Debt
Document Status — Field Notes · Series: Human Intelligence Debt, Paper 2 This document is a field notes paper: a structured conceptual contribution grounded in direct practitioner observation, prior to formal empirical validation. It extends the framework introduced in Human…
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The Semantic Tug-of-War: The Turf War for AI Oversight and the Case for «AI Integrity Management»
Document Status — Field Notes · Series: AI Integrity Management, Paper 4 This is a field notes paper: a structured conceptual contribution grounded in direct practitioner observation, prior to the formal development of a working paper. It is the fourth…
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One Function or Many? The Case For and Against Unified AI Integrity Management
Document Status — Field Notes · Series: AI Integrity Management, Paper 3 This is a field notes paper: a structured conceptual contribution grounded in direct practitioner observation, prior to the formal development of a working paper. It is the third…
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The Case for AI Integrity Management as a Formal Enterprise Function
Document Status — Field Notes · Series: AI Integrity Management, Paper 2 This is a field notes paper: a structured conceptual contribution grounded in direct practitioner observation, prior to the formal development of a working paper. It is the second…
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Human Intelligence Debt
Document Status — Field Notes This document is a field notes paper: a structured conceptual contribution grounded in direct practitioner observation across multiple operational and enterprise contexts, prior to formal empirical validation. The definitions, framework and hypotheses presented here are…
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From Complicated to Complex: The AI Safety Paradox
Document Status — Field Notes · Series: AI Operational Integrity Architecture, Paper 3 This is a field notes paper: a structured conceptual contribution grounded in direct practitioner observation, prior to the formal development of a working paper. It is the…
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Structural Limits of Current AI Integrity Under Regime Change
Document Status — Field Notes · Series: AI Operational Integrity Architecture, Paper 2 This is a field notes paper: a structured conceptual contribution grounded in direct practitioner observation, prior to the formal development of a working paper. It is the…
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AI Integrity Architecture: Toward Expert-System Envelopes Around Statistical AI
Document Status — Field Notes · Series: AI Operational Integrity Architecture, Paper 1 This is a field notes paper: a structured conceptual contribution grounded in direct practitioner observation, prior to the formal development of a working paper. It is the…