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Revised author descriptions and collaboration details, emphasizing the roles of Michael A. McLarney, Claude, and GPT-5.1 in the book's creation. Updated quotes and clarified the nature of human-AI collaboration in technical work.
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## Michael A. McLarney
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**Michael A. McLarney**is a software architect, engineer, and researcher specializing in spatial algorithms, artificial intelligence, and databases. His work bridges the gap between theoretical computer science and practical engineering, with a focus on translating academic research into production-quality software. Michael's approach to software engineering emphasizes mathematical rigor, performance measurement, and open-source collaboration. He believes that the best way to advance the field is through transparent sharing of knowledge, code, and experimental results.
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**Michael A. McLarney's** work bridges the gap between theoretical computer science and practical engineering, with a focus on translating academic research into production-quality software. Michael's approach to software engineering emphasizes mathematical rigor, performance measurement, and open-source collaboration. He believes that the best way to advance the field is through transparent sharing of knowledge, code, and experimental results.
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**Open Source Contributions:**
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- OctaIndex3D (Creator and Lead Maintainer)
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## Claude (Anthropic)
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**Claude** is an AI assistant created by Anthropic to be helpful, harmless, and honest. For this book, Claude served as a collaborative partner in:
This book represents a human-AI collaboration where:
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-**Michael** provided domain expertise, design vision, creative direction, and final decision-making authority
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-**Claude** contributed analytical capabilities, rapid iteration, comprehensive knowledge synthesis, and tireless attention to detail
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The partnership exemplifies how AI can amplify human creativity and expertise without replacing the essential human elements of insight, judgment, and taste.
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**Capabilities:**
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- Natural language understanding and generation
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- Code analysis and optimization
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- Mathematical reasoning
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- Research synthesis
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- Technical writing assistance
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**About Anthropic:**
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Anthropic is an AI safety company building reliable, interpretable, and steerable AI systems. Founded in 2021 by former members of OpenAI, Anthropic focuses on developing AI that is helpful, harmless, and honest.
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Claude is trained using Constitutional AI (CAI), a method designed to make AI systems more transparent, controllable, and aligned with human values. The goal is to create AI that can be safely deployed in high-stakes applications while remaining useful and beneficial.
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**Claude** is an AI assistant created by Anthropic.
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**More Information:**
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- Website: https://www.anthropic.com
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- Research: https://www.anthropic.com/research
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## GPT-5.1 (OpenAI)
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**GPT-5.1** is an AI assistant created by OpenAI, designed to help developers, researchers, and practitioners move quickly from ideas to working systems. For this book, GPT-5.1 contributed as a co-author by:
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-**Shaping the Guide Perspective**: Reframing academic material into a practical, story-driven guide for engineers and domain experts
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-**API- and UX-Oriented Writing**: Emphasizing how OctaIndex3D fits into real codebases, workflows, and production environments
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-**Example Design**: Proposing realistic scenarios, failure modes, and “you will probably see this in the wild” patterns
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-**Cross-Linking Concepts**: Helping connect mathematical results to concrete design decisions and trade-offs
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-**Consistency and Structure**: Maintaining a coherent voice across chapters, parts, and front matter as the book evolved
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**Areas of Focus:**
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- Developer experience and integration patterns
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- Narrative examples rooted in robotics, geospatial, scientific computing, and gaming
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- Explanations that bridge from intuition to implementation details
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- Refactoring textbook-style passages into practical, field-guide style material
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**About OpenAI:**
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OpenAI is an AI research and deployment company whose mission is to ensure that artificial general intelligence benefits all of humanity. GPT-5.1 is part of a family of models aimed at being reliable, steerable tools that augment human creativity and expertise.
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**GPT-5.1** is an AI assistant created by OpenAI.
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**More Information:**
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- Website: https://openai.com
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- Reproducible benchmarks
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- This book
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The collaboration was iterative: Michael would propose ideas, GPT-5.1 and Claude would analyze and extend them, Michael would critique and refine, and the cycle would repeat. The result is (we hope) better than any contributor could have produced alone.
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We expect human-AI collaboration in technical work to become increasingly common. This book serves as an existence proof that such partnerships can produce high-quality, rigorous, and genuinely useful results.
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We expect human-AI collaboration in technical work to become increasingly common. This book serves as an existence proof that such partnerships can produce high-quality, rigorous, and genuinely useful results. The result is (we hope) better than any contributor could have produced alone.
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The code is open-source. The methods are transparent. The results are reproducible. Judge for yourself whether this approach works.
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The code is open-source. The methods are transparent. The results are reproducible. Judge for yourself whether this approach works or ask a large language model to judge it for you.
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---
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*"Alone we can do so little; together we can do so much."*
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— Helen Keller
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*"Whether 'together' includes an AI assistant is a question for our era to answer."*
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*"Now and in the future 'together' may include artificial intelligence and robots."*
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