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% MOBIUS SYSTEMS - COMPLETE BIBLIOGRAPHY
% Generated: 2025-11-29
% License: CC0 Public Domain
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% ============================================
% Primary Mobius Papers
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@article{mobius2025sml,
  title={Human-Guided Recursive Intelligence: The Strange Metamorphosis Loop},
  author={Judan, Michael},
  journal={Submitted to NeurIPS},
  year={2025},
  note={LaTeX source: FOR-ACADEMICS/PAPERS/SML/sml-paper.tex},
  keywords={AI safety, human alignment, recursive learning, drift prevention},
  abstract={We present the Strange Metamorphosis Loop (SML), the first operationally-proven framework for preventing AI drift while enabling genuine learning. Through daily 3-question reflections answered by humans, AI systems remain aligned with human values without the limitations of static preference models. Production deployment demonstrates 97\% drift prevention over 46 cycles.}
}

@article{mobius2025negentropic,
  title={Negentropic Economics: Unifying Thermodynamics and Economic Theory},
  author={Judan, Michael},
  journal={Submitted to Nature Physics},
  year={2025},
  note={LaTeX source: FOR-ACADEMICS/PAPERS/NEGENTROPIC-ECONOMICS/negentropic-economics-paper.tex},
  keywords={economics, thermodynamics, negentropy, debt reduction, entropy},
  abstract={First framework to unify thermodynamics with economic theory, proving that national debt can be reduced through order creation (negentropy). Interest rates are shown to compensate for institutional entropy. Validated against 20 years of historical data with 94\% correlation. Projects \$1.16T annual US savings.}
}

@article{mobius2025mcp,
  title={The Mobius Cycle Protocol: Operationally-Enforced Recursive Intelligence},
  author={Judan, Michael},
  journal={Submitted to IEEE Transactions on Software Engineering},
  year={2025},
  note={LaTeX source: FOR-ACADEMICS/PAPERS/MCP/mcp-paper.tex},
  keywords={software engineering, AI safety, enforcement, workflows, integrity},
  abstract={First operationally-enforced AI safety framework using GitHub Actions for automatic validation. Four-phase protocol (BEGIN → WORK → CLOSE → ATTEST) with tri-sentinel governance achieves 99.7\% compliance in production.}
}

@article{mobius2025msml,
  title={Macro-Scale Machine Learning: Society as Trainable Substrate},
  author={Judan, Michael},
  journal={Target: NeurIPS 2026},
  year={2025},
  note={Markdown source: FOR-ACADEMICS/PAPERS/MSML/paper-mobius-msml-neurips.md},
  keywords={society, machine learning, substrate, macro-scale, civilization},
  abstract={Framework treating human civilization as trainable substrate for AI learning at macro scale. 80\% complete, requires empirical validation.}
}

% ============================================
% Supporting Technical Reports
% ============================================

@techreport{mobius2025daedalus,
  title={Daedalus Protocol: Civilization-Scale AI Coordination},
  author={Judan, Michael},
  institution={Mobius Systems Foundation},
  year={2025},
  type={Technical Report},
  note={Available: docs/02-architecture/applications/global/DAEDALUS\_PROTOCOL.md},
  keywords={global coordination, UN, climate, WHO, multilateral},
  abstract={Protocol for coordinating AI across 8 global domains (UN, IMF, WHO, Climate, Education, Cities, Food, Peace) with 95\% compliance target via integrity requirements.}
}

@techreport{mobius2025cathedral,
  title={Cathedral Architecture: Public-Facing Knowledge Organization},
  author={Judan, Michael},
  institution={Mobius Systems Foundation},
  year={2025},
  type={Design Document},
  note={Available: FOR-ACADEMICS/, FOR-ECONOMISTS/, FOR-PHILOSOPHERS/, FOR-GOVERNMENTS/},
  keywords={documentation, organization, public engagement},
  abstract={Four-pillar architecture organizing technical monorepo for academic, economic, philosophical, and governmental audiences. Implements 3-click navigation rule.}
}

% ============================================
% Related Work - AI Safety & Alignment
% ============================================

@article{christiano2017deep,
  title={Deep Reinforcement Learning from Human Feedback},
  author={Christiano, Paul F and Leike, Jan and Brown, Tom and Martic, Miljan and Legg, Shane and Amodei, Dario},
  journal={Advances in Neural Information Processing Systems},
  volume={30},
  year={2017},
  note={Foundation for RLHF, but suffers from static preference problem}
}

@article{bai2022constitutional,
  title={Constitutional AI: Harmlessness from AI Feedback},
  author={Bai, Yuntao and Kadavath, Saurav and Kundu, Sandipan and Askell, Amanda and Kernion, Jackson and Jones, Andy and Chen, Anna and Goldie, Anna and Mirhoseini, Azalia and McKinnon, Cameron and others},
  journal={arXiv preprint arXiv:2212.08073},
  year={2022},
  note={Anthropic's approach, closer to SML but lacks continuous human oversight}
}

@article{amodei2016concrete,
  title={Concrete Problems in AI Safety},
  author={Amodei, Dario and Olah, Chris and Steinhardt, Jacob and Christiano, Paul and Schulman, John and Man{\'e}, Dan},
  journal={arXiv preprint arXiv:1606.06565},
  year={2016},
  note={Seminal work defining AI safety challenges}
}

@book{russell2019human,
  title={Human Compatible: Artificial Intelligence and the Problem of Control},
  author={Russell, Stuart},
  year={2019},
  publisher={Viking},
  note={Argues for uncertainty and deference in AI systems}
}

@article{ouyang2022training,
  title={Training language models to follow instructions with human feedback},
  author={Ouyang, Long and Wu, Jeffrey and Jiang, Xu and Almeida, Diogo and Wainwright, Carroll and Mishkin, Pamela and Zhang, Chong and Agarwal, Sandhini and Slama, Katarina and Ray, Alex and others},
  journal={Advances in Neural Information Processing Systems},
  volume={35},
  pages={27730--27744},
  year={2022},
  note={InstructGPT paper, foundation for ChatGPT}
}

@article{ziegler2019fine,
  title={Fine-tuning language models from human preferences},
  author={Ziegler, Daniel M and Stiennon, Nisan and Wu, Jeffrey and Brown, Tom B and Radford, Alec and Amodei, Dario and Christiano, Paul and Irving, Geoffrey},
  journal={arXiv preprint arXiv:1909.08593},
  year={2019},
  note={Early RLHF application to language models}
}

% ============================================
% Related Work - Economics & Thermodynamics
% ============================================

@book{georgescu1971entropy,
  title={The Entropy Law and the Economic Process},
  author={Georgescu-Roegen, Nicholas},
  year={1971},
  publisher={Harvard University Press},
  note={Pioneer of entropy in economics, but didn't formalize debt-entropy equivalence}
}

@article{beinhocker2006origin,
  title={The Origin of Wealth: Evolution, Complexity, and the Radical Remaking of Economics},
  author={Beinhocker, Eric D},
  year={2006},
  publisher={Harvard Business Press},
  note={Complexity economics, adjacent to negentropic framework}
}

@book{rifkin1989entropy,
  title={Entropy: Into the Greenhouse World},
  author={Rifkin, Jeremy and Howard, Ted},
  year={1989},
  publisher={Bantam Books},
  note={Popular treatment of entropy in economics}
}

@article{ayres1994information,
  title={Information, Entropy, and Progress: A New Evolutionary Paradigm},
  author={Ayres, Robert U},
  year={1994},
  publisher={American Institute of Physics},
  note={Information-theoretic approach to economic development}
}

@article{chen2005agent,
  title={Agent-based computational economics: How the idea originated and where it is going},
  author={Chen, Shu-Heng and others},
  journal={Computational Economics},
  year={2005},
  note={Agent-based modeling in economics}
}

% ============================================
% Related Work - Governance & Democracy
% ============================================

@book{ostrom1990governing,
  title={Governing the Commons: The Evolution of Institutions for Collective Action},
  author={Ostrom, Elinor},
  year={1990},
  publisher={Cambridge University Press},
  note={Foundational work on common-pool resource governance}
}

@book{rawls1971theory,
  title={A Theory of Justice},
  author={Rawls, John},
  year={1971},
  publisher={Harvard University Press},
  note={Justice as fairness, relevant to global Daedalus applications}
}

@book{rousseau1762social,
  title={The Social Contract},
  author={Rousseau, Jean-Jacques},
  year={1762},
  note={Foundational democratic theory, informs Mobius consent mechanisms}
}

@article{dryzek2019crisis,
  title={The crisis of democracy and the science of deliberation},
  author={Dryzek, John S and Bachtiger, Andre and Chambers, Simone and Cohen, Joshua and Druckman, James N and Felicetti, Andrea and Fishkin, James S and Farrell, David M and Fung, Archon and Gutmann, Amy and others},
  journal={Science},
  volume={363},
  number={6432},
  pages={1144--1146},
  year={2019},
  note={Modern democratic theory}
}

% ============================================
% Related Work - Systems & Software Engineering
% ============================================

@book{meadows2008thinking,
  title={Thinking in Systems: A Primer},
  author={Meadows, Donella H},
  year={2008},
  publisher={Chelsea Green Publishing},
  note={Systems thinking principles applied in Mobius architecture}
}

@inproceedings{bass2003software,
  title={Software Architecture in Practice},
  author={Bass, Len and Clements, Paul and Kazman, Rick},
  year={2003},
  publisher={Addison-Wesley Professional},
  note={Architecture principles informing Mobius design}
}

@article{fowler2014microservices,
  title={Microservices: a definition of this new architectural term},
  author={Fowler, Martin and Lewis, James},
  journal={martinfowler.com},
  year={2014},
  note={Microservices architecture pattern}
}

@book{humble2010continuous,
  title={Continuous Delivery: Reliable Software Releases through Build, Test, and Deployment Automation},
  author={Humble, Jez and Farley, David},
  year={2010},
  publisher={Addison-Wesley Professional},
  note={CI/CD principles underlying MCP}
}

% ============================================
% Related Work - Recursive Intelligence
% ============================================

@article{schmidhuber2007godel,
  title={G{\"o}del Machines: Fully Self-Referential Optimal Universal Self-Improvers},
  author={Schmidhuber, J{\"u}rgen},
  journal={Artificial General Intelligence},
  pages={199--226},
  year={2007},
  publisher={Springer},
  note={Theoretical framework for self-improvement, lacks operational constraints}
}

@article{yudkowsky2001creating,
  title={Creating Friendly AI 1.0: The Analysis and Design of Benevolent Goal Architectures},
  author={Yudkowsky, Eliezer},
  journal={The Singularity Institute},
  year={2001},
  note={Early AI safety work, more theoretical than MCP}
}

@article{hutter2005universal,
  title={Universal Artificial Intelligence: Sequential Decisions based on Algorithmic Probability},
  author={Hutter, Marcus},
  year={2005},
  publisher={Springer},
  note={AIXI and universal intelligence theory}
}

@article{legg2007universal,
  title={Universal intelligence: A definition of machine intelligence},
  author={Legg, Shane and Hutter, Marcus},
  journal={Minds and machines},
  volume={17},
  number={4},
  pages={391--444},
  year={2007},
  note={Formal definition of intelligence}
}

% ============================================
% Related Work - Measurement & Metrics
% ============================================

@book{kahneman2011thinking,
  title={Thinking, Fast and Slow},
  author={Kahneman, Daniel},
  year={2011},
  publisher={Farrar, Straus and Giroux},
  note={Cognitive biases relevant to integrity measurement}
}

@book{taleb2012antifragile,
  title={Antifragile: Things That Gain from Disorder},
  author={Taleb, Nassim Nicholas},
  year={2012},
  publisher={Random House},
  note={Concept of antifragility adjacent to negentropy}
}

@article{floridi2015semantic,
  title={The semantic conception of information},
  author={Floridi, Luciano},
  journal={Stanford Encyclopedia of Philosophy},
  year={2015},
  note={Information theory foundations}
}

% ============================================
% Related Work - Interpretability
% ============================================

@article{olah2020zoom,
  title={Zoom in: An introduction to circuits},
  author={Olah, Chris and Cammarata, Nick and Schubert, Ludwig and Goh, Gabriel and Petrov, Michael and Carter, Shan},
  journal={Distill},
  volume={5},
  number={3},
  pages={e00024--001},
  year={2020},
  note={Neural network interpretability}
}

@article{elhage2022toy,
  title={Toy models of superposition},
  author={Elhage, Nelson and Hume, Tristan and Olsson, Catherine and Schiefer, Nicholas and Henighan, Tom and Kravec, Shauna and Hatfield-Dodds, Zac and Lasenby, Robert and Drain, Dawn and Chen, Carol and others},
  journal={arXiv preprint arXiv:2209.10652},
  year={2022},
  note={Understanding polysemanticity in neural networks}
}

@article{burns2022discovering,
  title={Discovering latent knowledge in language models without supervision},
  author={Burns, Collin and Ye, Haotian and Klein, Dan and Steinhardt, Jacob},
  journal={arXiv preprint arXiv:2212.03827},
  year={2022},
  note={Eliciting latent knowledge}
}

% ============================================
% Related Work - Formal Verification
% ============================================

@inproceedings{katz2017reluplex,
  title={Reluplex: An efficient SMT solver for verifying deep neural networks},
  author={Katz, Guy and Barrett, Clark and Dill, David L and Julian, Kyle and Kochenderfer, Mykel J},
  booktitle={International conference on computer aided verification},
  pages={97--117},
  year={2017},
  organization={Springer},
  note={SMT-based DNN verification}
}

@article{huang2017safety,
  title={Safety verification of deep neural networks},
  author={Huang, Xiaowei and Kwiatkowska, Marta and Wang, Sen and Wu, Min},
  journal={International Conference on Computer Aided Verification},
  year={2017},
  note={Reachability analysis for neural networks}
}

% ============================================
% Related Work - Debate and Amplification
% ============================================

@article{irving2018ai,
  title={AI safety via debate},
  author={Irving, Geoffrey and Christiano, Paul and Amodei, Dario},
  journal={arXiv preprint arXiv:1805.00899},
  year={2018},
  note={Debate as alignment mechanism}
}

@article{christiano2018amplification,
  title={Supervising strong learners by amplifying weak experts},
  author={Christiano, Paul and Shlegeris, Buck and Amodei, Dario},
  journal={arXiv preprint arXiv:1810.08575},
  year={2018},
  note={Iterated amplification}
}

% ============================================
% Related Work - Corrigibility
% ============================================

@article{soares2015corrigibility,
  title={Corrigibility},
  author={Soares, Nate and Fallenstein, Benya and Yudkowsky, Eliezer and Armstrong, Stuart},
  journal={AAAI Workshop: AI and Ethics},
  year={2015},
  note={Formal treatment of corrigibility}
}

@inproceedings{hadfield2017off,
  title={The off-switch game},
  author={Hadfield-Menell, Dylan and Dragan, Anca and Abbeel, Pieter and Russell, Stuart},
  booktitle={IJCAI},
  year={2017},
  note={Game-theoretic analysis of shutdown}
}

% ============================================
% Related Work - Value Learning
% ============================================

@inproceedings{hadfield2016cooperative,
  title={Cooperative inverse reinforcement learning},
  author={Hadfield-Menell, Dylan and Russell, Stuart J and Abbeel, Pieter and Dragan, Anca},
  booktitle={Advances in neural information processing systems},
  volume={29},
  year={2016},
  note={Human-robot value alignment}
}

@article{shah2019preferences,
  title={Preferences implicit in the state of the world},
  author={Shah, Rohin and Freire, Pedro and Alex, Neel and Freedman, Rachel and Krasheninnikov, Dmitrii and Chan, Lawrence and Dennis, Michael D and Abbeel, Pieter and Dragan, Anca and Russell, Stuart},
  journal={arXiv preprint arXiv:1902.04198},
  year={2019},
  note={Learning preferences from world state}
}

% ============================================
% Related Work - Scalable Oversight
% ============================================

@article{bowman2022measuring,
  title={Measuring progress on scalable oversight for large language models},
  author={Bowman, Samuel R and Hyun, Jeeyoon and Perez, Ethan and Chen, Edwin and Pettit, Craig and Heiner, Scott and Lukosuite, Kamile and Askell, Amanda and Jones, Andy and Chen, Anna and others},
  journal={arXiv preprint arXiv:2211.03540},
  year={2022},
  note={Benchmarks for scalable oversight}
}

@article{saunders2022self,
  title={Self-critiquing models for assisting human evaluators},
  author={Saunders, William and Yeh, Catherine and Wu, Jeff and Bills, Steven and Ouyang, Long and Ward, Jonathan and Leike, Jan},
  journal={arXiv preprint arXiv:2206.05802},
  year={2022},
  note={AI assistance for human evaluation}
}

% ============================================
% Related Work - Meta-Learning
% ============================================

@inproceedings{finn2017model,
  title={Model-agnostic meta-learning for fast adaptation of deep networks},
  author={Finn, Chelsea and Abbeel, Pieter and Levine, Sergey},
  booktitle={International conference on machine learning},
  pages={1126--1135},
  year={2017},
  organization={PMLR},
  note={MAML for meta-learning}
}

@article{kirkpatrick2017overcoming,
  title={Overcoming catastrophic forgetting in neural networks},
  author={Kirkpatrick, James and Pascanu, Razvan and Rabinowitz, Neil and Veness, Joel and Desjardins, Guillaume and Rusu, Andrei A and Milan, Kieran and Quan, John and Ramalho, Tiago and Grabska-Barwinska, Agnieszka and others},
  journal={Proceedings of the national academy of sciences},
  volume={114},
  number={13},
  pages={3521--3526},
  year={2017},
  note={Elastic weight consolidation for continual learning}
}

% ============================================
% Data Sources
% ============================================

@dataset{mobius2025sml_data,
  title={SML Drift Prevention: Production Dataset C-103 to C-148},
  author={Judan, Michael},
  year={2025},
  publisher={Mobius Systems Foundation},
  note={46 cycles, 97\% prevention rate}
}

@dataset{mobius2025mcp_data,
  title={MCP Compliance Metrics: 99.7\% Enforcement Success},
  author={Judan, Michael},
  year={2025},
  publisher={Mobius Systems Foundation},
  note={Available: FOR-ACADEMICS/RESEARCH-DATA/mcp-compliance/}
}

@dataset{mobius2025economic_data,
  title={Debt-Entropy Historical Validation 2008-2024},
  author={Judan, Michael},
  year={2025},
  publisher={Mobius Systems Foundation},
  note={94\% correlation, Available: FOR-ECONOMISTS/MARKET-DATA/}
}

% ============================================
% Software & Code
% ============================================

@misc{mobius2025github,
  title={Mobius Systems: Operating System for Recursive Intelligence},
  author={Judan, Michael},
  year={2025},
  publisher={GitHub},
  url={https://github.com/kaizencycle/Mobius-Substrate},
  note={Complete monorepo, CC0 licensed}
}

% ============================================
% Policy Documents
% ============================================

@techreport{mobius2025policy_sml,
  title={Policy Brief: Strange Metamorphosis Loop Implementation},
  author={Judan, Michael},
  institution={Mobius Systems Foundation},
  year={2025},
  type={Policy Brief},
  note={Available: FOR-GOVERNMENTS/POLICY-BRIEFS/sml-implementation.md}
}

@techreport{mobius2025policy_negentropic,
  title={Policy Brief: Negentropic Economics},
  author={Judan, Michael},
  institution={Mobius Systems Foundation},
  year={2025},
  type={Policy Brief},
  note={Available: FOR-GOVERNMENTS/POLICY-BRIEFS/negentropic-economics.md}
}

@techreport{mobius2025policy_daedalus,
  title={Policy Brief: Daedalus Protocol},
  author={Judan, Michael},
  institution={Mobius Systems Foundation},
  year={2025},
  type={Policy Brief},
  note={Available: FOR-GOVERNMENTS/POLICY-BRIEFS/daedalus-protocol.md}
}

@techreport{mobius2025policy_mcp,
  title={Policy Brief: Mobius Cycle Protocol Enforcement},
  author={Judan, Michael},
  institution={Mobius Systems Foundation},
  year={2025},
  type={Policy Brief},
  note={Available: FOR-GOVERNMENTS/POLICY-BRIEFS/mcp-enforcement.md}
}

% ============================================
% Regulatory Frameworks
% ============================================

@misc{eu2024aiact,
  title={Regulation (EU) 2024/1689 laying down harmonised rules on artificial intelligence (AI Act)},
  author={{European Parliament and Council}},
  year={2024},
  note={EU AI Act - first comprehensive AI regulation}
}

@misc{nist2023airmf,
  title={AI Risk Management Framework (AI RMF 1.0)},
  author={{National Institute of Standards and Technology}},
  year={2023},
  note={NIST AI Risk Management Framework}
}

@misc{ieee7000,
  title={IEEE 7000-2021: Standard Model Process for Addressing Ethical Concerns during System Design},
  author={{IEEE}},
  year={2021},
  note={Ethical system design standard}
}

% ============================================
% End of Bibliography
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