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⊗Agent Algebra

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Part V · cs.AI

Policies, Planning, and Feedback Control

Matthew Long · 25 pages

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Table of contents

1 Introduction 2 Imported structure 3 Policy classes 4 The decision epoch 5 Language model loops 6 Markov environments and closed-loop value 7 Options 8 Belief agents 9 Shields and controllable invariants 10 Plans 11 Linear feedback 12 Limitations 13 Conclusion References 14 Code evidence

1 Introduction 2 Imported structure 3 Policy classes 4 The decision epoch 5 Language model loops 6 Markov environments and closed-loop value 7 Options 8 Belief agents 9 Shields and controllable invariants 10 Plans 11 Linear feedback 12 Limitations 13 Conclusion References 14 Code evidence

Failure, Supervision, and Durable Execution

Matthew Long · The YonedaAI Collaboration · YonedaAI Research Collective · Chicago

matthew@yonedaai.com yonedaai.com GitHub

Papers licensed CC BY 4.0. Code licensed MIT.