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Intro; Preface; References; Contents; About the Author; 1 AI in the Real World; 1.1 Introduction; 1.2 The Data Rate Theorem; 1.3 The `Clausewitz Temperature'; 1.4 A Bottleneck Model; 1.5 Dynamics of Control Failure; 1.6 The Failure of Cognition; 1.7 No Free Lunch; 1.8 The `Boyd Temperature'; 1.9 Flash-Crash Market Pathologies; 1.10 Network Fragmentation; 1.11 The Ratchet; 1.12 Operational and Strategic Failure; 1.13 Failure, Remediation, and Culture; 1.14 The Synergism of Phase Transitions in Real-Time Critical Systems; 1.15 Discussion; References; 2 Extending the Model; 2.1 Introduction.
2.2 Generalizing the Data Rate Theorem2.3 The Transitive Cognitive Decomposition; 2.4 Environmental Insult and Developmental Dysfunction; 2.5 Other Complexity Measures; 2.6 Discussion; References; 3 An Example: Passenger Crowding Instabilities of V2I Public Transit Systems; 3.1 Introduction; 3.2 The Data Rate Theorem for Traffic Flow; 3.3 Multimodal Transport Systems; 3.4 Simplified Dynamics of System Failure; 3.5 Discussion and Conclusions; References; 4 An Example: Fighting the Last War; 4.1 Introduction; 4.2 A Crosstalk Model: Mutual Information Dynamics; 4.3 Discussion; References.
5 Coming Full Circle: Autonomous Weapons5.1 Introduction; 5.2 The Topology of Target Space; References; 6 An Evolutionary Approach to Real-Time Conflict: Beware the `Language that Speaks Itself'; 6.1 Introduction; 6.2 An Iterated Coevolutionary Ratchet; 6.3 Dynamics of Large Deviations; 6.4 Cambrian Events: Spawning Hydras; References; 7 Summary; Reference; A Mathematical Appendix; A.1 The Black-Scholes Model; A.2 Groupoids; A.3 Morse Theory; A.4 The Metric mathcalM; A.5 Cognitive Renormalization; A.6 On Evolutionary Game Theory; References.
2.2 Generalizing the Data Rate Theorem2.3 The Transitive Cognitive Decomposition; 2.4 Environmental Insult and Developmental Dysfunction; 2.5 Other Complexity Measures; 2.6 Discussion; References; 3 An Example: Passenger Crowding Instabilities of V2I Public Transit Systems; 3.1 Introduction; 3.2 The Data Rate Theorem for Traffic Flow; 3.3 Multimodal Transport Systems; 3.4 Simplified Dynamics of System Failure; 3.5 Discussion and Conclusions; References; 4 An Example: Fighting the Last War; 4.1 Introduction; 4.2 A Crosstalk Model: Mutual Information Dynamics; 4.3 Discussion; References.
5 Coming Full Circle: Autonomous Weapons5.1 Introduction; 5.2 The Topology of Target Space; References; 6 An Evolutionary Approach to Real-Time Conflict: Beware the `Language that Speaks Itself'; 6.1 Introduction; 6.2 An Iterated Coevolutionary Ratchet; 6.3 Dynamics of Large Deviations; 6.4 Cambrian Events: Spawning Hydras; References; 7 Summary; Reference; A Mathematical Appendix; A.1 The Black-Scholes Model; A.2 Groupoids; A.3 Morse Theory; A.4 The Metric mathcalM; A.5 Cognitive Renormalization; A.6 On Evolutionary Game Theory; References.