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@online{mcpdocs,
author = {{Model Context Protocol}},
title = {Model Context Protocol Documentation},
year = {2026},
url = {https://modelcontextprotocol.io/},
urldate = {2026-03-15}
}
@online{delimarsky2025speckit,
author = {Den Delimarsky},
title = {Diving Into Spec-Driven Development With GitHub Spec Kit},
year = {2025},
url = {https://developer.microsoft.com/blog/spec-driven-development-spec-kit},
urldate = {2026-03-15}
}
@online{githubspeckit,
author = {{GitHub}},
title = {spec-kit: Toolkit to Help You Get Started with Spec-Driven Development},
year = {2026},
url = {https://github.com/github/spec-kit},
urldate = {2026-03-15}
}
@online{openspec,
author = {{Fission AI}},
title = {OpenSpec: Spec-Driven Development for AI Coding Assistants},
year = {2026},
url = {https://github.com/Fission-AI/OpenSpec},
urldate = {2026-03-15}
}
@online{agent32context,
author = {{AI Agent32}},
title = {Agent Architecture Overview: From Prompt to Context},
year = {2025},
url = {https://www.agent32.org/agent-architecture-overview-from-prompt-to-context/},
urldate = {2026-03-15}
}
@online{codecademymcpclaude,
author = {{Codecademy Team}},
title = {How to Use Model Context Protocol (MCP) with Claude},
year = {2025},
url = {https://www.codecademy.com/article/how-to-use-model-context-protocol-mcp-with-claude-step-by-step-guide-with-examples},
urldate = {2026-03-15}
}
@misc{hu2025sokreverseengineering,
author = {Hu, Xinyu and Fu, Zhiwei and Xie, Shaocong and Ding, Steven H. H. and Charland, Philippe},
title = {SoK: Potentials and Challenges of Large Language Models for Reverse Engineering},
year = {2025},
eprint = {2509.21821},
archivePrefix = {arXiv},
primaryClass = {cs.SE},
doi = {10.48550/arXiv.2509.21821},
url = {https://arxiv.org/abs/2509.21821}
}
@inproceedings{fahmi2007reverse,
author = {Fahmi, S. A. and Choi, Ho-Jin},
title = {Software Reverse Engineering to Requirements},
booktitle = {International Conference on Convergence Information Technology (ICCIT)},
year = {2007}
}
@article{raibulet2017mdre,
author = {Raibulet, Claudia and Arcelli Fontana, Francesca and Zanoni, Marco},
title = {Model-Driven Reverse Engineering Approaches: A Systematic Literature Review},
journal = {IEEE Access},
year = {2017}
}
@book{wooldridge2009multiagent,
author = {Wooldridge, Michael},
title = {An Introduction to MultiAgent Systems},
edition = {2},
publisher = {John Wiley \& Sons},
year = {2009}
}
@inproceedings{qian2024chatdev,
author = {Qian, Chen and Liu, Wei and Liu, Hongzhang and Chen, Nuo and Dang, Yufan and Li, Jiahao and Yang, Cheng and Chen, Weize and Su, Yusheng and Cong, Xin and Xu, Juyuan and Li, Dahai and Liu, Zhiyuan and Sun, Maosong},
title = {ChatDev: Communicative Agents for Software Development},
booktitle = {Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)},
pages = {15174--15186},
year = {2024},
url = {https://arxiv.org/abs/2307.07924}
}
@inproceedings{nunes2025maintainability,
author = {Nunes, Henrique and Figueiredo, Eduardo and Rocha, Larissa and Nadi, Sarah and Ferreira, Fischer and Esteves, Geanderson},
title = {Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects},
booktitle = {IEEE International Conference on Software Analysis, Evolution and Reengineering (SANER)},
year = {2025},
doi = {10.1109/SANER64311.2025.00069}
}
@inproceedings{feng2024abstain,
author = {Feng, Shangbin and Shi, Weijia and Wang, Yike and Ding, Wenxuan and Balachandran, Vidhisha and Tsvetkov, Yulia},
title = {Don't Hallucinate, Abstain: Identifying LLM Knowledge Gaps via Multi-LLM Collaboration},
booktitle = {Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics},
year = {2024},
url = {https://arxiv.org/abs/2402.00367}
}
@inproceedings{yang2024sweagent,
author = {Yang, John and Jimenez, Carlos E. and Wettig, Alexander and Lieret, Kilian and Yao, Shunyu and Narasimhan, Karthik and Press, Ofir},
title = {{SWE}-agent: Agent-Computer Interfaces Enable Automated Software Engineering},
booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
year = {2024},
url = {https://arxiv.org/abs/2405.15793}
}
@misc{huang2024planningagents,
author = {Huang, Xu and Liu, Weiwen and Chen, Enhong and others},
title = {Understanding the Planning of {LLM} Agents: A Survey},
year = {2024},
eprint = {2402.02716},
archivePrefix = {arXiv},
primaryClass = {cs.AI},
url = {https://arxiv.org/abs/2402.02716}
}
@misc{liu2024hallucode,
author = {Liu, Jiawei and others},
title = {Exploring and Evaluating Hallucinations in {LLM}-Powered Code Generation},
year = {2024},
eprint = {2404.00971},
archivePrefix = {arXiv},
primaryClass = {cs.SE},
url = {https://arxiv.org/abs/2404.00971}
}
@misc{boeckeler2025autonomy,
author = {B{"o}ckeler, Birgitta},
title = {How Far Can We Push {AI} Autonomy in Code Generation? Research, Review, Rebuild},
year = {2025},
url = {https://martinfowler.com/articles/pushing-ai-autonomy.html},
urldate = {2026-03-15}
}
@misc{boeckeler2025sdd,
author = {B{"o}ckeler, Birgitta},
title = {Understanding Spec-Driven-Development: Kiro, spec-kit, and Tessl},
year = {2025},
url = {https://martinfowler.com/articles/exploring-gen-ai/sdd-3-tools.html},
urldate = {2026-03-21}
}
@misc{boeckeler2026contextengineering,
author = {B{\"o}ckeler, Birgitta},
title = {Context Engineering for Coding Agents},
year = {2026},
url = {https://martinfowler.com/articles/exploring-gen-ai/context-engineering-coding-agents.html},
urldate = {2026-03-21}
}
@misc{fowler2004specificationbyexample,
author = {Fowler, Martin},
title = {Specification by Example},
year = {2004},
url = {https://martinfowler.com/bliki/SpecificationByExample.html},
urldate = {2026-03-21}
}
@misc{agentskillsspecification,
author = {{Agent Skills}},
title = {Specification},
year = {2026},
url = {https://agentskills.io/specification},
urldate = {2026-03-21}
}
@misc{agentsmd,
author = {{AGENTS.md}},
title = {AGENTS.md},
year = {2026},
url = {https://agents.md/},
urldate = {2026-03-21}
}
@misc{sourcebotdocs,
author = {{Sourcebot}},
title = {Sourcebot Overview},
year = {2026},
url = {https://docs.sourcebot.dev/docs/overview},
urldate = {2026-03-21}
}
@misc{context7docs,
author = {{Context7}},
title = {Context7},
year = {2026},
url = {https://context7.com},
urldate = {2026-03-21}
}
@misc{du2024codegrag,
author = {Du, Kounianhua and Chen, Jizheng and Rui, Renting and Chai, Huacan and Fu, Lingyue and Xia, Wei and Wang, Yasheng and Tang, Ruiming and Yu, Yong and Zhang, Weinan},
title = {CodeGRAG: Bridging the Gap between Natural Language and Programming Language via Graphical Retrieval Augmented Generation},
year = {2024},
eprint = {2405.02355},
archivePrefix = {arXiv},
primaryClass = {cs.SE},
url = {https://arxiv.org/abs/2405.02355}
}
@inproceedings{gurioli2025stylometry,
author = {Gurioli, Andrea and Gabbrielli, Maurizio and Zacchiroli, Stefano},
title = {Is This You, {LLM}? Recognizing {AI}-Written Programs with Multilingual Code Stylometry},
booktitle = {Proceedings of the IEEE International Conference on Software Analysis, Evolution and Reengineering (SANER)},
publisher = {IEEE},
year = {2025},
doi = {10.1109/SANER64311.2025.00044},
eprint = {2412.14611},
archivePrefix = {arXiv},
url = {https://arxiv.org/abs/2412.14611}
}
@misc{midolo2026promptguidelines,
author = {Midolo, Alessandro and Giagnorio, Alessandro and Zampetti, Fiorella and Tufano, Rosalia and Bavota, Gabriele and Di Penta, Massimiliano},
title = {Guidelines to Prompt Large Language Models for Code Generation: An Empirical Characterization},
year = {2026},
eprint = {2601.13118},
archivePrefix = {arXiv},
primaryClass = {cs.SE},
doi = {10.48550/arXiv.2601.13118},
url = {https://arxiv.org/abs/2601.13118}
}
@misc{korn2026reportingprompting,
author = {Korn, Alexander and Zaruchas, Lea and Arora, Chetan and Metzger, Andreas and Smolka, Sven and Wang, Fanyu and Vogelsang, Andreas},
title = {Reporting LLM Prompting in Automated Software Engineering: A Guideline Based on Current Practices and Expectations},
year = {2026},
eprint = {2601.01954},
archivePrefix = {arXiv},
primaryClass = {cs.SE},
doi = {10.48550/arXiv.2601.01954},
url = {https://arxiv.org/abs/2601.01954}
}
@inproceedings{rodriguezcardenas2026behelm,
author = {Rodriguez-Cardenas, Daniel and Li, Xiaochang and Macedo, Marcos and Mastropaolo, Antonio and Khati, Dipin and Tian, Yuan and Shao, Huajie and Poshyvanyk, Denys},
title = {Towards Comprehensive Benchmarking Infrastructure for LLMs in Software Engineering},
booktitle = {Proceedings of the 2026 IEEE/ACM Third International Conference on AI Foundation Models and Software Engineering (FORGE '26)},
year = {2026},
doi = {10.1145/3793655.3793716},
url = {https://doi.org/10.1145/3793655.3793716}
}
@article{chikofsky1990taxonomy,
author = {Chikofsky, Elliot J. and Cross, James H. II},
title = {Reverse Engineering and Design Recovery: A Taxonomy},
journal = {IEEE Software},
volume = {7},
number = {1},
pages = {13--17},
year = {1990},
doi = {10.1109/52.43044},
url = {https://doi.org/10.1109/52.43044}
}
@inproceedings{tonella2005reverseoo,
author = {Tonella, Paolo},
title = {Reverse Engineering of Object Oriented Code},
booktitle = {Proceedings of the 27th International Conference on Software Engineering (ICSE '05)},
pages = {724--725},
year = {2005},
doi = {10.1145/1062455.1062637},
url = {https://doi.org/10.1145/1062455.1062637}
}
@inproceedings{jarzabek1995genericretool,
author = {Jarzabek, Stan and Tan, Poh Keam},
title = {Design of a Generic Reverse Engineering Assistant Tool},
booktitle = {Proceedings of the 2nd Working Conference on Reverse Engineering (WCRE '95)},
pages = {61--70},
year = {1995},
doi = {10.1109/WCRE.1995.514694},
url = {https://doi.org/10.1109/WCRE.1995.514694}
}
@inproceedings{boronat2025mdrellm,
author = {Boronat, Artur and Mustafa, Jawad},
title = {{MDRE-LLM}: A Tool for Analyzing and Applying {LLM}s in Software Reverse Engineering},
booktitle = {IEEE International Conference on Software Analysis, Evolution and Reengineering (SANER)},
pages = {850--854},
year = {2025},
doi = {10.1109/SANER64311.2025.00090},
url = {https://doi.org/10.1109/SANER64311.2025.00090}
}
@inproceedings{greiner2025sequencediagrams,
author = {Greiner, Sandra and Abdullah, Judi and Kehrer, Timo},
title = {On the Generalization Capabilities of {LLM}s for Reverse Engineering Sequence Diagrams},
booktitle = {2025 ACM/IEEE 28th International Conference on Model Driven Engineering Languages and Systems Companion (MODELS-C)},
pages = {607--616},
year = {2025},
doi = {10.1109/MODELS-C68889.2025.00084},
url = {https://doi.org/10.1109/MODELS-C68889.2025.00084}
}
@inproceedings{acher2023splreengineering,
author = {Acher, Mathieu and Martinez, Jabier},
title = {Generative {AI} for Reengineering Variants into Software Product Lines: An Experience Report},
booktitle = {Proceedings of the 27th ACM International Systems and Software Product Line Conference - Volume B (SPLC '23)},
pages = {57--66},
year = {2023},
doi = {10.1145/3579028.3609016},
url = {https://doi.org/10.1145/3579028.3609016}
}
@inproceedings{kazman1998horseshoe,
author = {Kazman, Rick and Woods, Steven G. and Carri{\`e}re, S. Jeromy},
title = {Requirements for Integrating Software Architecture and Reengineering Models: {CORUM II}},
booktitle = {Proceedings of the Fifth Working Conference on Reverse Engineering ({WCRE} '98)},
pages = {154--163},
year = {1998},
publisher = {IEEE Computer Society},
doi = {10.1109/WCRE.1998.723185},
url = {https://doi.org/10.1109/WCRE.1998.723185}
}
@misc{dirocco2024llmsmde,
author = {Di Rocco, Juri and Di Ruscio, Davide and Di Sipio, Claudio and Nguyen, Phuong T. and Rubei, Riccardo},
title = {On the Use of Large Language Models in Model-Driven Engineering},
year = {2024},
eprint = {2410.17370},
archivePrefix = {arXiv},
primaryClass = {cs.SE},
doi = {10.48550/arXiv.2410.17370},
url = {https://arxiv.org/abs/2410.17370}
}
@inproceedings{carrenobolufer2025llmarchitectures,
author = {Carre{\~n}o-Bolufer, Jes{\'u}s},
title = {Model-Driven Engineering for Implementation and Testing of Large Language Model Architectures},
booktitle = {Proceedings of the 28th Ibero-American Conference on Software Engineering ({CIbSE} 2025)},
pages = {288--295},
year = {2025},
publisher = {Sociedade Brasileira de Computa{\c{c}}{\~a}o},
doi = {10.5753/cibse.2025.35315},
url = {https://doi.org/10.5753/cibse.2025.35315}
}
@inproceedings{siala2024enhancingmdre,
author = {Siala, Hanan Abdulwahab},
title = {Enhancing Model-Driven Reverse Engineering Using Machine Learning},
booktitle = {Proceedings of the 2024 IEEE/ACM 46th International Conference on Software Engineering: Companion Proceedings (ICSE-Companion '24)},
pages = {173--175},
year = {2024},
doi = {10.1145/3639478.3639797},
url = {https://doi.org/10.1145/3639478.3639797}
}
@article{bruneliere2014modisco,
author = {Bruneli{\`e}re, Hugo and Cabot, Jordi and Dup{\'e}, Gr{\'e}goire and Madiot, Fr{\'e}d{\'e}ric},
title = {MoDisco: A Model Driven Reverse Engineering Framework},
journal = {Information and Software Technology},
volume = {56},
number = {8},
pages = {1012--1032},
year = {2014},
doi = {10.1016/j.infsof.2014.04.007},
url = {https://doi.org/10.1016/j.infsof.2014.04.007}
}
@misc{anthropicagentsdk,
author = {{Anthropic}},
title = {Claude Code {SDK}},
year = {2025},
url = {https://docs.claude.com/en/docs/claude-code/sdk},
urldate = {2026-05-01}
}
@misc{openaiagenssdk,
author = {{OpenAI}},
title = {OpenAI Agents {SDK}},
year = {2025},
url = {https://openai.github.io/openai-agents-python/},
urldate = {2026-05-01}
}
@misc{golang,
author = {{The Go Authors}},
title = {The {Go} Programming Language},
year = {2025},
url = {https://go.dev},
urldate = {2026-05-01}
}
@misc{opencodetool,
author = {{SST}},
title = {OpenCode: Open Source AI Coding Agent},
year = {2025},
url = {https://opencode.ai},
urldate = {2026-05-01}
}
@misc{codexcli,
author = {{OpenAI}},
title = {Codex {CLI}: Lightweight Coding Agent in Your Terminal},
year = {2025},
url = {https://github.com/openai/codex},
urldate = {2026-05-01}
}
@misc{claudecodedocs,
author = {{Anthropic}},
title = {Claude Code Overview},
year = {2025},
url = {https://docs.claude.com/en/docs/claude-code/overview},
urldate = {2026-05-01}
}
@article{wang2025surveyagents,
author = {Wang, Lei and Ma, Chen and Feng, Xueyang and Zhang, Zeyu and Yang, Hao and Zhang, Jingsen and Chen, Zhi-Yuan and Tang, Jiakai and Chen, Xu and Lin, Yankai and Zhao, Wayne Xin and Wei, Zhewei and Wen, Ji-Rong},
title = {A Survey on Large Language Model based Autonomous Agents},
journal = {Frontiers of Computer Science},
year = {2025},
doi = {10.1007/s11704-024-40231-1},
url = {https://arxiv.org/abs/2308.11432}
}
@misc{xi2023riseagents,
author = {Xi, Zhiheng and Chen, Wenxiang and Guo, Xin and He, Wei and Ding, Yiwen and Hong, Boyang and Zhang, Ming and Wang, Junzhe and Jin, Senjie and Zhou, Enyu and others},
title = {The Rise and Potential of Large Language Model Based Agents: A Survey},
year = {2023},
eprint = {2309.07864},
archivePrefix = {arXiv},
primaryClass = {cs.AI},
url = {https://arxiv.org/abs/2309.07864}
}
@misc{agenticframeworks2025,
author = {{First AI Movers}},
title = {Agentic {AI} Frameworks 2025: Executive Decision Guide to {LangGraph}, {AutoGen}, {CrewAI} \& Beyond},
year = {2025},
url = {https://www.firstaimovers.com/p/agentic-ai-frameworks-2025-executive-guide-langgraph-autogen-crewai},
urldate = {2026-05-02}
}
@misc{introagents,
author = {{Google}},
title = {Introduction to {AI} Agents},
year = {2024},
url = {https://developers.google.com/machine-learning/resources/intro-llms},
urldate = {2026-05-02}
}
@misc{ralphloop,
author = {{Anthropic}},
title = {Ralph Wiggum: Self-Referential Loop Plugin for Claude Code},
year = {2025},
url = {https://github.com/anthropics/claude-code/blob/main/plugins/ralph-wiggum/scripts/setup-ralph-loop.sh},
urldate = {2026-05-02}
}
@misc{eniser2025realworld,
author = {Eniser, Hasan Ferit and Zhang, Hanliang and David, Cristina and Wang, Meng and Christakis, Maria and Paulsen, Brandon and Dodds, Joey and Kroening, Daniel},
title = {Towards Translating Real-World Code with {LLMs}: A Study of Translating to Rust},
year = {2025},
eprint = {2405.11514},
archivePrefix = {arXiv},
primaryClass = {cs.SE},
url = {https://arxiv.org/abs/2405.11514}
}
@misc{specgen2024,
author = {Ma, Shuhe and others},
title = {{SpecGen}: Automated Generation of Formal Program Specifications via Large Language Models},
year = {2024},
eprint = {2401.08807},
archivePrefix = {arXiv},
primaryClass = {cs.SE},
url = {https://arxiv.org/abs/2401.08807}
}
@article{tang2024understandingllmsse,
author = {Tang, Chaozheng and others},
title = {Understanding the Effectiveness of Large Language Models in Software Engineering},
year = {2024},
eprint = {2404.01422},
archivePrefix = {arXiv},
primaryClass = {cs.SE},
url = {https://arxiv.org/abs/2404.01422}
}
@inproceedings{netz2024nl2webapps,
author = {Netz, Lukas and Michael, Judith and Rumpe, Bernhard},
title = {From Natural Language to Web Applications: Using Large Language Models for Model-Driven Software Engineering},
booktitle = {Modellierung 2024},
editor = {Weske, Mathias and Michael, Judith},
series = {Lecture Notes in Informatics (LNI)},
pages = {179--195},
year = {2024},
publisher = {Gesellschaft f{\"u}r Informatik},
address = {Bonn}
}
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author = {Huang, Jie and Chen, Xinyun and Mishra, Swaroop and Zheng, Huaixiu Steven and Yu, Adams Wei and Song, Xinying and Zhou, Denny},
title = {Large Language Models Cannot Self-Correct Reasoning Yet},
booktitle = {The Twelfth International Conference on Learning Representations (ICLR)},
year = {2024},
eprint = {2310.01798},
archivePrefix = {arXiv},
primaryClass = {cs.CL},
url = {https://arxiv.org/abs/2310.01798}
}
@inproceedings{panickssery2024selfrecognition,
author = {Panickssery, Arjun and Bowman, Samuel R. and Feng, Shi},
title = {{LLM} Evaluators Recognize and Favor Their Own Generations},
booktitle = {Advances in Neural Information Processing Systems 37 (NeurIPS 2024)},
year = {2024},
eprint = {2404.13076},
archivePrefix = {arXiv},
primaryClass = {cs.CL},
url = {https://arxiv.org/abs/2404.13076}
}
@misc{wataoka2024selfpreference,
author = {Wataoka, Koki and Takahashi, Tsubasa and Ri, Ryokan},
title = {Self-Preference Bias in {LLM-as-a-Judge}},
year = {2024},
eprint = {2410.21819},
archivePrefix = {arXiv},
primaryClass = {cs.CL},
url = {https://arxiv.org/abs/2410.21819}
}
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