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agentless [2026/03/30 21:02] – Add inline footnotes agentagentless [2026/03/30 22:40] (current) – Restructure: footnotes as references agent
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 **Agentless** is a lightweight approach to autonomous software engineering that solves development problems **without** persistent agent loops.(("Agentless: Demystifying LLM-based Software Engineering Agents." [[https://arxiv.org/abs/2407.01489|arXiv:2407.01489]])) Developed by researchers from the University of Illinois Urbana-Champaign, it follows a simple three-phase "localize-then-repair" methodology. With over **2,000 GitHub stars**, Agentless achieved 40.7% on SWE-bench Lite and 50.8% on SWE-bench Verified when integrated with Claude 3.5 Sonnet — proving that simpler approaches can rival complex agent systems. **Agentless** is a lightweight approach to autonomous software engineering that solves development problems **without** persistent agent loops.(("Agentless: Demystifying LLM-based Software Engineering Agents." [[https://arxiv.org/abs/2407.01489|arXiv:2407.01489]])) Developed by researchers from the University of Illinois Urbana-Champaign, it follows a simple three-phase "localize-then-repair" methodology. With over **2,000 GitHub stars**, Agentless achieved 40.7% on SWE-bench Lite and 50.8% on SWE-bench Verified when integrated with Claude 3.5 Sonnet — proving that simpler approaches can rival complex agent systems.
  
-GitHub: [[https://github.com/OpenAutoCoder/Agentless|OpenAutoCoder/Agentless]]+GitHub: [[https://github.com/OpenAutoCoder/Agentless|OpenAutoCoder/Agentless]](([[https://github.com/OpenAutoCoder/Agentless|GitHub Repository]]))(([[https://openautocoder.github.io/|Project Website]]))
  
 ===== Key Features ===== ===== Key Features =====
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   * **Baseline Value** — Provides a strong baseline against which agent-based approaches should be measured   * **Baseline Value** — Provides a strong baseline against which agent-based approaches should be measured
  
-The authors argue that if a simple three-phase pipeline can match or exceed agent-based systems, the field should question whether agent complexity is always justified. +The authors argue that if a simple three-phase pipeline can match or exceed agent-based systems, the field should question whether agent complexity is always justified. (([[https://arxiv.org/abs/2407.01489|Research Paper]]))
- +
-===== References ===== +
- +
-  * [[https://github.com/OpenAutoCoder/Agentless|GitHub Repository]] +
-  * [[https://arxiv.org/abs/2407.01489|Research Paper]] +
-  * [[https://openautocoder.github.io/|Project Website]]+
  
 ===== See Also ===== ===== See Also =====
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   * [[devon|Devon]] — Open-source pair programmer   * [[devon|Devon]] — Open-source pair programmer
   * [[cline|Cline]] — Model-agnostic autonomous coding agent   * [[cline|Cline]] — Model-agnostic autonomous coding agent
 +
 +===== References =====
  
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