Back Matter

Bibliography

Every work cited in this book, in one alphabetical list. Each chapter also carries its own numbered Works Cited; this is their union.

  • Presidential Commission on the Space Shuttle Challenger Accident. Report of the Presidential Commission on the Space Shuttle Challenger Accident, Volume 1. Technical report. Washington, DC, 1986.
  • Adelard, “The Adelard Safety Case Development Manual,” 1998.
  • Siemens AG. “Siemens Brings AI to the Physical World with Eigen Engineering Agent.” Siemens AG, April 20, 2026. https://press.siemens.com/global/en/pressrelease/siemens-brings-ai-physical-world-eigen-engineering-agent.
  • Allamanis, Miltiadis, Marc Brockschmidt, and Mahmoud Khademi. “Learning to Represent Programs with Graphs.” In “International Conference on Learning Representations.” Special issue, International Conference on Learning Representations, 2018.
  • Podcast Alpha. “Tobi Lutke: River Now Writes Half of Shopify's Pull Requests.” Podcast Alpha, September 21, 2026. https://podcastalpha.substack.com/p/tobi-lutke-river-now-writes-half.
  • Amdahl, Gene M. “Validity of the Single Processor Approach to Achieving Large Scale Computing Capabilities.” In “Proceedings of the AFIPS Spring Joint Computer Conference.” Special issue, Proceedings of the AFIPS Spring Joint Computer Conference (Atlantic City, NJ), 1967, 483–85.
  • Appel, Andrew W. Modern Compiler Implementation in ML. Cambridge University Press, 1998.
  • Argyris, Chris, and Donald A. Schön. Organizational Learning: A Theory of Action Perspective. Addison-Wesley, 1978.
  • Baier, Christel, and Joost-Pieter Katoen. Principles of Model Checking. MIT Press, 2008.
  • Barr, Earl T., Mark Harman, Phil McMinn, Muzammil Shahbaz, and Shin Yoo. “The Oracle Problem in Software Testing: A Survey.” IEEE Transactions on Software Engineering 41, no. 5 (2015): 507–25.
  • Beck, Kent, Mike Beedle, Arie van Bennekum, et al. “Manifesto for Agile Software Development.” 2001. https://agilemanifesto.org/.
  • Becker, Joel, Nate Rush, Elizabeth Barnes, and David Rein. “Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity.” 2025. https://arxiv.org/abs/2507.09089.
  • Berger, Daniel, Dorlis Bergmann, Arquimedes Canedo, et al. “Your Next Colleague Is an Agent: The Dawn of Agentic AI-Aided Engineering.” Siemens Digital Industries Software, July 3, 2026. https://blogs.sw.siemens.com/art-of-the-possible/agentic-ai-aided-engineering/.
  • Bertsch, Amanda, Adithya Pratapa, Teruko Mitamura, Graham Neubig, and Matthew R. Gormley. “Oolong: Evaluating Long Context Reasoning and Aggregation Capabilities.” 2025. https://arxiv.org/abs/2511.02817.
  • Besta, Maciej, Nils Blach, Ales Kubicek, et al. “Graph of Thoughts: Solving Elaborate Problems with Large Language Models.” In “Proceedings of the AAAI Conference on Artificial Intelligence.” Special issue, Proceedings of the AAAI Conference on Artificial Intelligence 38, no. 16 (2024): 17682–90. https://doi.org/10.1609/aaai.v38i16.29720.
  • National Federation of the Blind. “Creating Nonvisually Accessible Documents.” 2014. https://nfb.org/images/nfb/products_technology/creating_accessible_documents.docx.
  • Columbia Accident Investigation Board. Columbia Accident Investigation Board Report, Volume 1. Technical report. Washington, DC, 2003.
  • Bodden, Eric. “Self-Adaptive Static Analysis.” In “Proceedings of the 40th International Conference on Software Engineering: New Ideas and Emerging Results.” Special issue, Proceedings of the 40th International Conference on Software Engineering: New Ideas and Emerging Results (New York), ICSE-NIER '18, 2018, 45–48. https://doi.org/10.1145/3183399.3183401.
  • Bodden, Eric. Self-Optimizing Static Program Analysis (SOSA). ERC Advanced Grant 2023 Research Proposal, Part B1. 2023.
  • Bollinger, Terry B., and Clement L. McGowan. “A Critical Look at Software Capability Evaluations.” IEEE Software 8, no. 4 (1991): 25–41. https://doi.org/10.1109/52.300034.
  • Bond, Will, and Ameya Ketkar. “Building Ureview, Uber's Multi-Agent Code Review Engine.” AI Engineer World's Fair, 2026. https://ai.engineer/talks/EL123UNokkI-building-ureview-ubers-multi-agent-code-review.
  • Booch, Grady, James Rumbaugh, and Ivar Jacobson. The Unified Modeling Language User Guide. 2nd ed. Addison-Wesley, 2005.
  • Bosu, Amiangshu, Michaela Greiler, and Christian Bird. “Characteristics of Useful Code Reviews: An Empirical Study at Microsoft.” In “Proceedings of the 12th Working Conference on Mining Software Repositories (Msr).” Special issue, Proceedings of the 12th Working Conference on Mining Software Repositories (MSR), 2015, 146–56. https://doi.org/10.1109/MSR.2015.21.
  • Brambilla, Marco, Jordi Cabot, and Manuel Wimmer. Model-Driven Software Engineering in Practice. 2nd ed. Morgan & Claypool, 2017.
  • Brooks, Frederick P. “No Silver Bullet: Essence and Accidents of Software Engineering.” Computer 20, no. 4 (1987): 10–19.
  • Brown, Matt. “Fleet Management at Spotify (Part 3): Fleet-Wide Refactoring.” Spotify Engineering, May 15, 2023. https://engineering.atspotify.com/2023/05/fleet-management-at-spotify-part-3-fleet-wide-refactoring.
  • Bugliarello, George. “The Social Function of Engineering: A Current Assessment.” In Engineering as a Social Enterprise, Engineering as a Social Enterprise. National Academy Press, 1991.
  • Butler, Jenna, Brian Houck, Margaret-Anne Storey, Travis Lowdermilk, Steven Clarke, and Emerson Murphy-Hill. “Eight Myths on Software Engineering and GenAI.” Queue 24, no. 2 (2026). https://doi.org/10.1145/3807963.
  • Cabot, Jordi. “Vibe-Driven Model-Based Engineering.” 2026. https://arxiv.org/abs/2604.10645.
  • Carlson, Laura. “Higher Ed Accessibility Lawsuits, Complaints, And Settlements.” 2026. https://www.d.umn.edu/~lcarlson/atteam/lawsuits.html.
  • Caswell, Amanda. “Shopify's CEO Threatened to Ban Claude Code. Anthropic Had Already Closed the Feature Request.” The New Stack, August 25, 2026. https://thenewstack.io/shopify-claude-code-agentsmd/.
  • Charas, Max, and Marc Bruggmann. “1,500+ Prs Later: Spotify's Journey with Our Background Coding Agent.” Spotify Engineering, November 6, 2025. https://engineering.atspotify.com/2025/11/spotifys-background-coding-agent-part-1.
  • Charas, Max, and Marc Bruggmann. “Honk: Autonomous Code Migration at Spotify.” Spotify Engineering, 2026. https://engineering.atspotify.com/.
  • ABET Computing Accreditation Commission. “Criteria for Accrediting Computing Programs, 2025–2026.” 2025. https://www.abet.org/accreditation/accreditation-criteria/criteria-for-accrediting-computing-programs-2025-2026/.
  • ABET Engineering Accreditation Commission. “Criteria for Accrediting Engineering Programs, 2025–2026.” 2025. https://www.abet.org/accreditation/accreditation-criteria/criteria-for-accrediting-engineering-programs-2025-2026/.
  • Conant, Roger C., and W. Ross Ashby. “Every Good Regulator of a System Must Be a Model of That System.” International Journal of Systems Science 1, no. 2 (1970): 89–97. https://doi.org/10.1080/00207727008920220.
  • Conway, Melvin E. “How Do Committees Invent?.” Datamation 14, no. 4 (1968): 28–31.
  • Cui, Zheyuan (Kevin), Mert Demirer, Sonia Jaffe, Leon Musolff, Sida Peng, and Tobias Salz. “The Effects of Generative AI on High-Skilled Work: Evidence from Three Field Experiments with Software Developers.” Management Science, ahead of print, 2025. https://doi.org/10.1287/mnsc.2025.00535.
  • Curtis, Daniel. “Qcon London 2026: Rewriting All of Spotify's Code Base, All the Time.” InfoQ, March 18, 2026. https://www.infoq.com/news/2026/03/spotify-honk-rewrite.
  • Davis, James C. The Software Engineering Handbook: A Judgment and Decision-Making Approach. 1st ed. 2026. https://davisjam.github.io/model-based-agentic-software-engineering/book/se-handbook/index.html.
  • Davis, Randall, Howard Shrobe, and Peter Szolovits. “What Is a Knowledge Representation?.” AI Magazine 14, no. 1 (1993): 17–33. https://doi.org/10.1609/aimag.v14i1.1029.
  • Peña, Manuel de la. “A Virtual Agent Team at Docker: How the Coding Agent Sandboxes Team Uses a Fleet of Agents to Ship Faster.” Docker, May 1, 2026. https://www.docker.com/blog/a-virtual-agent-team-at-docker/.
  • Drecksler, Paul. “Shopify CEO Tobi Lütke Says Half the Company's Pull Requests Now Start as Slack Conversations with an Agent Named River.” Shopifreaks, September 17, 2026. https://www.shopifreaks.com/shopify-ceo-tobi-lutke-says-half-the-companys-pull-requests-now-start-as-slack-conversations-with-an-agent-named-river/.
  • Dufwa, Philip, and Thomas Luvö. “A Platform for Scalable Enterprise AI Agents.” Zenseact, May 29, 2026. https://zenseact.com/news/a-platform-for-scalable-enterprise-ai-agents/.
  • Edwards Joseph, Devon. “Background Coding Agents: Supercharging Downstream Consumer Dataset Migrations.” Spotify Engineering, April 22, 2026. https://engineering.atspotify.com/2026/4/background-coding-agents-dataset-migrations-honk-part-4.
  • International Council on Systems Engineering. Systems Engineering Handbook: A Guide for System Life Cycle Processes and Activities. 5th ed. Wiley, 2023.
  • National Society of Professional Engineers. “Licensure Exemptions.” 2023.
  • National Society of Professional Engineers. “Responsible Charge.” 2024.
  • Fagan, Michael E. “Advances in Software Inspections.” IEEE Transactions on Software Engineering SE-12, no. 7 (1986): 744–51.
  • Fagan, Michael E. “Design and Code Inspections to Reduce Errors in Program Development.” IBM Systems Journal 15, no. 3 (1976): 182–211. https://doi.org/10.1147/sj.153.0182.
  • Fairbanks, George. Just Enough Software Architecture: A Risk-Driven Approach. Marshall & Brainerd, 2010.
  • Federal Food, Drug, and Cosmetic Act § 506C(j), 21 U.S.C. § 356c(j).
  • U.S. Food and Drug Administration. “Emergency Preparedness and Medical Devices: Supply Chain Recommendations for Health Care Providers and Medical Device Manufacturers.” Accessed September 11, 2026.
  • U.S. Food and Drug Administration. “Personnel Qualifications.” 21 C.F.R. § 211.25.
  • Friedenthal, Sanford, Alan Moore, and Rick Steiner. A Practical Guide to Sysml: The Systems Modeling Language. 3rd ed. Morgan Kaufmann, 2014.
  • GitLab. “AI-Assisted Development Playbook.” GitLab Handbook, 2026. https://handbook.gitlab.com/handbook/engineering/workflow/ai-assisted-development/.
  • GitLab. “Customize Gitlab Duo Agent Platform.” GitLab Documentation, 2026. https://docs.gitlab.com/user/duo_agent_platform/customize/.
  • GitLab. “Orbit Project Agentic Engineering Enablement (Work Item 163).” GitLab, 2026. https://gitlab.com/gitlab-org/orbit/knowledge-graph/-/work_items/163.
  • GitLab. “Security Review Flow.” GitLab Documentation, 2026. https://docs.gitlab.com/user/duo_agent_platform/flows/foundational_flows/security_review/.
  • Goldratt, Eliyahu M., and Jeff Cox. The Goal: A Process of Ongoing Improvement. North River Press, 1984.
  • Gray, Cary G., and David R. Cheriton. “Leases: An Efficient Fault-Tolerant Mechanism for Distributed File Cache Consistency.” In “Proceedings of the Twelfth ACM Symposium on Operating Systems Principles.” Special issue, Proceedings of the Twelfth ACM Symposium on Operating Systems Principles (New York), 1989, 202–10. https://doi.org/10.1145/74850.74870.
  • Greiler, Michaela. “From Peer Review to Self-Review: The Epistemic Risk of Agentic Development.” July 2026. https://www.michaelagreiler.com/code-reviews-from-team-to-individual/.
  • Grieves, Michael, and John Vickers. “Digital Twin: Mitigating Unpredictable, Undesirable Emergent Behavior in Complex Systems.” In Transdisciplinary Perspectives on Complex Systems: New Findings and Approaches, Transdisciplinary Perspectives on Complex Systems: New Findings and Approaches, edited by Franz-Josef Kahlen, Shannon Flumerfelt, and Anabela Alves. Springer, 2017. https://doi.org/10.1007/978-3-319-38756-7_4.
  • Object Management Group. Kernel Modeling Language (KerML), Version 1.0, OMG Document formal/26-03-01. Technical report. 2025. https://www.omg.org/spec/KerML/1.0.
  • Object Management Group. OMG Systems Modeling Language (SysML), Version 2.0, OMG Document formal/26-03-02. Technical report. 2025. https://www.omg.org/spec/SysML/2.0.
  • Object Management Group. OMG Unified Modeling Language (OMG UML), Version 2.5.1, OMG Document formal/17-12-05. Technical report. 2017. https://www.omg.org/spec/UML/2.5.1.
  • Gustavsson, Niklas. “Coding Is No Longer the Constraint: Scaling Developer Experience to Teams and Agents at Spotify.” Spotify Engineering, June 3, 2026. https://engineering.atspotify.com/2026/6/code-with-claude-coding-is-no-longer-the-constraint.
  • Hakim, Safayat Bin, Muhammad Adil, Alvaro Velasquez, and Houbing Herbert Song. “Neuro-Symbolic Agentic AI: Architectures, Integration Patterns, Applications, Open Challenges and Future Research Directions.” Computer Science Review 60 (2026): 100902. https://doi.org/10.1016/j.cosrev.2026.100902.
  • Harel, David. “Statecharts: A Visual Formalism for Complex Systems.” Science of Computer Programming 8, no. 3 (1987): 231–74. https://doi.org/10.1016/0167-6423(87)90035-9.
  • Hartman, Jeremy. “Code Orange: Fail Small Is Complete. The Result Is a Stronger Cloudflare Network.” Cloudflare, May 1, 2026. https://blog.cloudflare.com/code-orange-fail-small-complete/.
  • Hassan, Ahmed E. Agentic Software Engineering: Building Trustworthy Software with Stochastic Teammates at Unprecedented Scale. 1st ed. 2026. https://agenticse-book.github.io/.
  • Red Hat. “Why Developer Portals Matter More in the Age of AI Agents.” Red Hat, 2026. https://www.redhat.com/en/blog/why-developer-portals-matter-more-age-ai-agents.
  • Herbert, Frank. Dune. Chilton Book Company, 1965.
  • Hsieh, Cheng-Ping, Simeng Sun, Samuel Kriman, et al. “RULER: What's the Real Context Size of Your Long-Context Language Models?.” 2024. https://arxiv.org/abs/2404.06654.
  • Hutchins, Edwin. Cognition in the Wild. MIT Press, 1995.
  • Future of Life Institute, “Pause Giant AI Experiments: An Open Letter,” 2023.
  • ISO/IEC/IEEE. ISO/IEC/IEEE 42010:2022, Software, Systems and Enterprise — Architecture Description. Technical report. Geneva, 2022.
  • U.S. Senate Committee on the Judiciary, “Social Media and the Teen Mental Health Crisis,” 2023.
  • U.S. Department of Justice. “Extension of Compliance Dates for Nondiscrimination on the Basis of Disability; Accessibility of Web Information and Services of State and Local Government Entities.” Federal Register 91 (2026): 20902–12. https://www.federalregister.gov/documents/2026/04/20/2026-07663/extension-of-compliance-dates-for-nondiscrimination-on-the-basis-of-disability-accessibility-of-web.
  • U.S. Department of Justice, “Nondiscrimination on the Basis of Disability; Accessibility of Web Information and Services of State and Local Government Entities,” 2024.
  • Kautz, Oliver, Alexander Roth, and Bernhard Rumpe. “Achievements, Failures, And the Future of Model-Based Software Engineering.” In The Essence of Software Engineering, The Essence of Software Engineering, edited by Volker Gruhn and Rüdiger Striemer. Springer, 2018. https://doi.org/10.1007/978-3-319-73897-0_13.
  • Kelly, Timothy Patrick. “Arguing Safety—a Systematic Approach to Managing Safety Cases.” Doctoral dissertation, 1998.
  • Kumar, Sukrit, Drishti Goel, Thomas Zimmermann, Brian Houck, Balasubramanyan Ashok, and Chetan Bansal. “Time Warp: The Gap between Developers' Ideal Vs Actual Workweeks in an AI-Driven Era.” In “Proceedings of the 2025 IEEE/ACM 47th International Conference on Software Engineering: Software Engineering in Practice (ICSE-Seip).” Special issue, Proceedings of the 2025 IEEE/ACM 47th International Conference on Software Engineering: Software Engineering in Practice (ICSE-SEIP), 2025, 12–22. https://doi.org/10.1109/ICSE-SEIP66354.2025.00007.
  • Lamport, Leslie. Specifying Systems: The TLA+ Language and Tools for Hardware and Software Engineers. Addison-Wesley, 2002.
  • Lampson, Butler W. “Protection.” ACM SIGOPS Operating Systems Review 8, no. 1 (1974): 18–24. https://doi.org/10.1145/775265.775268.
  • Lehman, Meir M., and L. A. Belady. Program Evolution: Processes of Software Change. Academic Press, 1985.
  • Lehman, M. M., and J. F. Ramil. “Software Evolution—Background, Theory, Practice.” Information Processing Letters 88 (2003): 33–44.
  • Leveson, Nancy G. Engineering a Safer World: Systems Thinking Applied to Safety. MIT Press, 2011.
  • LinearB. “The Engineering Productivity Gap: How Elite AI Teams Are Pulling Away from the Rest.” LinearB, 2026. https://linearb.io/resources/ai-engineering-productivity-gap.
  • Ling, Darwin. “The $0.50 Barrel of Intelligence.” GoodAI, July 20, 2026. https://goodai.substack.com/p/the-050-barrel-of-intelligence.
  • Liu, Kai, and Arquimedes Canedo. “Agent Studio: A Multi-Agent System for Systems Engineering.” Siemens Digital Industries Software, December 12, 2024. https://blogs.sw.siemens.com/art-of-the-possible/agent-studio-a-multi-agent-system-for-systems-engineering/.
  • Liu, Bo, Yuqian Jiang, Xiaohan Zhang, et al. “LLM+P: Empowering Large Language Models with Optimal Planning Proficiency.” 2023. https://doi.org/10.48550/arXiv.2304.11477.
  • Liu, Nelson F., Kevin Lin, John Hewitt, et al. “Lost in the Middle: How Language Models Use Long Contexts.” Transactions of the Association for Computational Linguistics (TACL) 12 (2024). https://arxiv.org/abs/2307.03172.
  • Luo, Linhao, Zicheng Zhao, Junnan Liu, et al. “G-Reasoner: Foundation Models for Unified Reasoning over Graph-Structured Knowledge.” In “International Conference on Learning Representations.” Special issue, International Conference on Learning Representations, 2026.
  • Lütke, Tobi. “Learning on the Shop Floor.” May 9, 2026. https://x.com/tobi/article/2053121182044451016.
  • Lütke, Tobi. “Split Brain Problems When Different Team Members Use Different Tools.” X, August 25, 2026. https://x.com/tobi/status/2092259436538495186.
  • March, James G., and Herbert A. Simon. Organizations. Wiley, 1958.
  • Medisetty, Uday Kiran, and Adam Huda. “Agentic SDLC at Uber — Building Blocks for Uber's Software Factory.” AI Engineer World's Fair, 2026. https://ai.engineer/talks/17-YSUHo6Lk-agentic-sdlc-at-uber-building-blocks-ubers.
  • Medisetty, Uday Kiran. “Running a Software Factory Efficiently at Uber Scale.” Uber Engineering, 2026. https://www.uber.com/us/en/blog/efficient-software-factory/.
  • Meyer, André N., Earl T. Barr, Christian Bird, and Thomas Zimmermann. “Today Was a Good Day: The Daily Life of Software Developers.” IEEE Transactions on Software Engineering 47, no. 5 (2021): 863–80. https://doi.org/10.1109/TSE.2019.2904957.
  • Mikhalev, Vladimir. “The Untrusted Autonomous Workload: How AI Coding Agents Reshape What Isolation Has to Do.” Docker, May 26, 2026. https://www.docker.com/blog/untrusted-autonomous-workload-ai-sandboxes/.
  • Moreno, Javier, and Burke Libbey. “Under the River.” Shopify Engineering, May 28, 2026. https://shopify.engineering/under-the-river.
  • Murphy, Gail C., David Notkin, and Kevin J. Sullivan. “Software Reflexion Models: Bridging the Gap between Source and High-Level Models.” In “Proceedings of the 3rd ACM SIGSOFT Symposium on Foundations of Software Engineering.” Special issue, Proceedings of the 3rd ACM SIGSOFT Symposium on Foundations of Software Engineering (New York), 1995, 18–28. https://doi.org/10.1145/222124.222136.
  • National Academies of Sciences, Engineering, and Medicine. Building Resilience into the Nation's Medical Product Supply Chains. Technical report. Washington, DC, 2022. https://doi.org/10.17226/26420.
  • Nawalgaria, Anant, and Tomasz Świtoń. “How Siemens "Sliced the Elephant," Modernizing Legacy Code with Agentic Workflows.” Google Cloud, June 16, 2026. https://cloud.google.com/blog/products/ai-machine-learning/how-siemens-sliced-the-elephant-modernizing-legacy-code-with-agentic-workflows.
  • Nosta, John. “Intelligence as a Commodity.” Psychology Today, March 12, 2026. https://www.psychologytoday.com/us/blog/the-digital-self/202603/intelligence-as-a-commodity.
  • Nuseibeh, Bashar, and Steve Easterbrook. “Requirements Engineering: A Roadmap.” In “Proceedings of the Conference on the Future of Software Engineering.” Special issue, Proceedings of the Conference on the Future of Software Engineering (New York), 2000, 35–46. https://doi.org/10.1145/336512.336523.
  • O'Connell, William T. Engineering Trustworthy Intelligent Systems: Software Engineering, Governance, And Operational Trust in the AI Era. 1st ed. ETIS Framework, 2026. https://github.com/etis-framework/etis.
  • U.S. Government Accountability Office. Aviation Security: TSA Improved Covert Testing but Needs to Conduct More Risk-Informed Tests and Address Vulnerabilities. Technical Report GAO‑19‑374. Washington, DC, 2019.
  • OpenAI. “Why SWE-Bench Verified No Longer Measures Frontier Coding Capabilities.” OpenAI, February 2026. https://openai.com/index/why-we-no-longer-evaluate-swe-bench-verified/.
  • Orosz, Gergely. “How Uber Uses AI for Development: Inside Look.” The Pragmatic Engineer, March 10, 2026. https://newsletter.pragmaticengineer.com/p/how-uber-uses-ai-for-development.
  • Ousterhout, John. “Always Measure One Level Deeper.” Communications of the ACM 61, no. 7 (2018): 74–83.
  • Stack Overflow. “2024 Stack Overflow Developer Survey.” 2024. https://survey.stackoverflow.co/2024/.
  • Packer, Charles, Sarah Wooders, Kevin Lin, et al. “Memgpt: Towards Llms as Operating Systems.” 2023. https://doi.org/10.48550/arXiv.2310.08560.
  • Passos, Leonardo, Ricardo Terra, Renato Diniz, Marco Tulio Valente, and Nabor C. Mendonça. “Static Architecture-Conformance Checking: An Illustrative Overview.” IEEE Software 27, no. 5 (2010): 82–89. https://doi.org/10.1109/MS.2009.117.
  • Pierce, Benjamin C. Types and Programming Languages. MIT Press, 2002.
  • Ralph, Paul. “Software Engineering Process Theory: A Multi-Method Comparison of Sensemaking–Coevolution–Implementation Theory and Function–Behavior–Structure Theory.” Information and Software Technology 70 (2016): 232–50. https://doi.org/10.1016/j.infsof.2015.06.010.
  • Ralph, Paul. “The Sensemaking–Coevolution–Implementation Theory of Software Design.” Science of Computer Programming 101 (2015): 21–41. https://doi.org/10.1016/j.scico.2014.11.007.
  • Reeves, Jack W. “What Is Software Design?.” C++ Journal, 1992. https://www.developerdotstar.com/mag/articles/reeves_design.html.
  • Reimann, Timo. “How Cloudflare Enforces Engineering Standards Using Ai.” Cloudflare, August 4, 2026. https://blog.cloudflare.com/engineering-standards-enforcement/.
  • E. Hollnagel, D. D. Woods, N. Leveson. Resilience Engineering: Concepts and Precepts. Ashgate, 2006.
  • Rhea, Sam. “How We're Rethinking Work at Cloudflare with Cloudflare Os.” Cloudflare, August 5, 2026. https://blog.cloudflare.com/how-we-use-ai-with-cloudflare-os/.
  • Rich, Charles, and Richard C. Waters. “The Programmer's Apprentice Project: A Research Overview.” Computer 21, no. 11 (1988): 10–25. https://doi.org/10.1109/2.86782.
  • Riggins, Jennifer. “AI Coding Got Faster. Why Didn't Engineering?.” The New Stack, August 9, 2026. https://thenewstack.io/ai-productivity-measurement-gap/.
  • Ringer, Talia, Karl Palmskog, Ilya Sergey, Milos Gligoric, and Zachary Tatlock. “QED at Large: A Survey of Engineering of Formally Verified Software.” Foundations and Trends in Programming Languages 5, nos. 2–3 (2019): 102–281. https://arxiv.org/abs/2003.06458.
  • Ruan, Haifeng, Yuntong Zhang, and Abhik Roychoudhury. “Specrover: Code Intent Extraction via Llms.” In “Proceedings of the 47th IEEE/ACM International Conference on Software Engineering.” Special issue, Proceedings of the 47th IEEE/ACM International Conference on Software Engineering, 2025. https://doi.org/10.1109/ICSE55347.2025.00080.
  • Salado, Alejandro. Rethink Engineering: Revolutionize the Way You Make Decisions. Educating Thinkers Press, 2026.
  • Saltzer, Jerome H., David P. Reed, and David D. Clark. “End-to-End Arguments in System Design.” ACM Transactions on Computer Systems 2, no. 4 (1984): 277–88. https://doi.org/10.1145/357401.357402.
  • Sangal, Neeraj, Ev Jordan, Vineet Sinha, and Daniel Jackson. “Using Dependency Models to Manage Complex Software Architecture.” In “Proceedings of the 20th Annual ACM SIGPLAN Conference on Object-Oriented Programming, Systems, Languages, And Applications.” Special issue, Proceedings of the 20th Annual ACM SIGPLAN Conference on Object-Oriented Programming, Systems, Languages, And Applications (New York), 2005, 167–76. https://doi.org/10.1145/1094811.1094824.
  • Schwaber, Ken, and Jeff Sutherland. “The Scrum Guide: The Definitive Guide to Scrum: The Rules of the Game.” 2020. https://scrumguides.org/.
  • Shafto, Patrick, Ken Ono, and Scott Duke Kominers. “What Happens When the World Is Run on Code No One Understands?.” Time, August 20, 2026.
  • Shingo, Shigeo. Zero Quality Control: Source Inspection and the Poka-Yoke System. Translated by Andrew P. Dillon. Productivity Press, 1986.
  • Singer, Tyson. “AI Changed How Spotify Builds. What We Learned (And Fixed) About Quality at Higher Velocity.” Spotify Engineering, September 16, 2026. https://engineering.atspotify.com/2026/9/ai-changed-how-spotify-builds-what-we-learned-and-fixed-about-quality-at-higher-velocity.
  • B. Beyer, C. Jones, J. Petoff, N. R. Murphy. Site Reliability Engineering: How Google Runs Production Systems. O'Reilly Media, 2016.
  • Skidmore, Ryan. “Orchestrating AI Code Review at Scale.” Cloudflare, April 20, 2026. https://blog.cloudflare.com/ai-code-review/.
  • Smith, Edward K., Earl T. Barr, Claire Le Goues, and Yuriy Brun. “Is the Cure Worse Than the Disease? Overfitting in Automated Program Repair.” In “Proceedings of the 2015 10th Joint Meeting on Foundations of Software Engineering (Esec/fse).” Special issue, Proceedings of the 2015 10th Joint Meeting on Foundations of Software Engineering (ESEC/FSE), 2015, 532–43. https://doi.org/10.1145/2786805.2786825.
  • Snyk. “The Agentic Development Lifecycle.” Snyk, 2026. https://snyk.io/blog/agentic-development-lifecycle/.
  • Son, Erin, and Kaiyi Li. “How River Takes Security Work from a Fix to Merge.” Shopify Engineering, September 2, 2026. https://shopify.engineering/river-vulnerability-remediation.
  • Sourcegraph. “Why Coding Agents Fail in Large Codebases.” Sourcegraph, 2026. https://sourcegraph.com/blog/why-coding-agents-fail-large-codebases.
  • Staples, Bill. “When Code Is Abundant.” GitLab, 2026. https://about.gitlab.com/blog/when-code-is-abundant/.
  • National Center for Education Statistics. “Table 3. Number of Operating Public Elementary and Secondary Schools, By School Type, Charter, And State or Jurisdiction: School Year 2023–24.” 2025. https://nces.ed.gov/ccd/tables/202324_summary_3.asp.
  • National Center for Education Statistics. “Table 317.20. Degree-Granting Postsecondary Institutions, By Control and Classification of Institution and State or Jurisdiction: Academic Year 2022–23.” 2024. https://nces.ed.gov/programs/digest/d23/tables/dt23_317.20.asp.
  • Storey, Margaret-Anne. “From Technical Debt to Cognitive and Intent Debt: Rethinking Software Health in the Age of AI.” Queue 24, no. 3 (2026). https://doi.org/10.1145/3807966.
  • Tan, Garry. “Thin Harness, Fat Skills.” April 9, 2026. https://github.com/garrytan/gbrain/blob/master/docs/ethos/THIN_HARNESS_FAT_SKILLS.md.
  • Tang, Hao, Darren Key, and Kevin Ellis. “Worldcoder, A Model-Based LLM Agent: Building World Models by Writing Code and Interacting with the Environment.” In “Advances in Neural Information Processing Systems 37.” Special issue, Advances in Neural Information Processing Systems 37, 2024.
  • Taylor, Frederick Winslow. The Principles of Scientific Management. Harper & Brothers, 1911.
  • U.S. Department of Justice, Office of Public Affairs, “Volkswagen Engineer Pleads Guilty (2016) and Is Sentenced to 40 Months in Prison (2017) for His Role in the Conspiracy to Cheat U.S. Emissions Tests,” 2017.
  • U.S. Department of the Interior, National Park Service, “The Secretary of the Interior's Standards for Rehabilitation,” 2024.
  • U.S. Senate Committee on Commerce, Science, and Transportation, “Protecting Kids Online: Facebook, Instagram, And Mental Health Harm,” 2021.
  • Purdue University. “Syllabus Library.” 2026. https://purdue.simplesyllabus.com/en-US/syllabus-library.
  • UsableNet. “ADA Accessibility Lawsuit Tracker.” 2026. https://info.usablenet.com/ada-website-compliance-lawsuit-tracker.
  • Lamsweerde, Axel van. Requirements Engineering: From System Goals to UML Models to Software Specifications. Wiley, 2009.
  • Vella, Annie, and Kelly Blincoe. “The Impact of AI Coding Assistants on Software Engineering: A Longitudinal Study.” 2026. https://arxiv.org/abs/2605.23135.
  • Wang, Xingyao, Yangyi Chen, Lifan Yuan, et al. “Executable Code Actions Elicit Better LLM Agents.” In “Proceedings of the 41st International Conference on Machine Learning.” Special issue, Proceedings of the 41st International Conference on Machine Learning, Proceedings of Machine Learning Research, vol. 235 (2024): 50208–32.
  • Warm, Joel S., Raja Parasuraman, and Gerald Matthews. “Vigilance Requires Hard Mental Work and Is Stressful.” Human Factors 50, no. 3 (2008): 433–41. https://doi.org/10.1518/001872008X312152.
  • Winchester, Simon. The Perfectionists: How Precision Engineers Created the Modern World. Harper, 2018.
  • Winters, Titus, Tom Manshreck, and Hyrum Wright. Software Engineering at Google: Lessons Learned from Programming over Time. O'Reilly Media, 2020.
  • Wolfe, Jeremy M., Todd S. Horowitz, and Naomi M. Kenner. “Rare Items Often Missed in Visual Searches.” Nature 435 (2005): 439–40.
  • Yang, John, Carlos E. Jimenez, Alexander Wettig, et al. “SWE-Agent: Agent-Computer Interfaces Enable Automated Software Engineering.” In “Advances in Neural Information Processing Systems 37.” Special issue, Advances in Neural Information Processing Systems 37, 2024.
  • Yao, Shunyu, Jeffrey Zhao, Dian Yu, et al. “React: Synergizing Reasoning and Acting in Language Models.” In “International Conference on Learning Representations.” Special issue, International Conference on Learning Representations, 2023.
  • Yegge, Steve. “Welcome to Gas Town.” January 1, 2026. https://steve-yegge.medium.com/welcome-to-gas-town-4f25ee16dd04.
  • Young, Justin. “Effective Harnesses for Long-Running Agents.” Anthropic, November 26, 2025. https://www.anthropic.com/engineering/effective-harnesses-for-long-running-agents.
  • Zave, Pamela, and Michael Jackson. “Four Dark Corners of Requirements Engineering.” ACM Transactions on Software Engineering and Methodology 6, no. 1 (1997): 1–30. https://doi.org/10.1145/237432.237434.
  • Zhang, Yuntong, Haifeng Ruan, Zhiyuan Fan, and Abhik Roychoudhury. “Autocoderover: Autonomous Program Improvement.” In “Proceedings of the 33rd ACM SIGSOFT International Symposium on Software Testing and Analysis (ISSTA '24).” Special issue, Proceedings of the 33rd ACM SIGSOFT International Symposium on Software Testing and Analysis (ISSTA '24) (New York), 2024. https://doi.org/10.1145/3650212.3680384.
  • Alex L. Zhang and Omar Khattab, “Language Model Harnesses Are Compositional Generalizers,” 2026.
  • Zhang, Alex L., Tim Kraska, and Omar Khattab. “Recursive Language Models.” 2025. https://arxiv.org/abs/2512.24601.
  • Zhang, Fengji, Bei Chen, Yue Zhang, et al. “Repocoder: Repository-Level Code Completion Through Iterative Retrieval and Generation.” In “Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing.” Special issue, Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing (Singapore), 2023, 2471–84.
  • Zhang, Jiajie, and Donald A. Norman. “Representations in Distributed Cognitive Tasks.” Cognitive Science 18, no. 1 (1994): 87–122. https://doi.org/10.1207/s15516709cog1801_3.
  • Alex Zhang et al., “The Mismanaged Geniuses Hypothesis,” 2026.
  • Zhong, Hailin, and Shengxin Zhu. “AI Harness Engineering: A Runtime Substrate for Foundation-Model Software Agents.” 2026. https://arxiv.org/abs/2605.13357.
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