weitianxin/Awesome-Agentic-Reasoning

• highreadme#1

  Reposition the README's opening paragraph to explicitly state it's an 'awesome curated list' based on a survey

  原因：

  当前

  This repository organizes research by thematic areas that integrate reasoning with action, including planning, tool use, search, self-evolution through memory and feedback, multi-agent systems, and real-world applications and benchmarks.

  复制粘贴的修复

  复制

  This repository is an **awesome curated list of research papers and resources** on Agentic Reasoning for Large Language Models, based on our comprehensive survey. It organizes research by thematic areas that integrate reasoning with action, including planning, tool use, search, self-evolution through memory and feedback, multi-agent systems, and real-world applications and benchmarks.

  待办完成忽略
• mediumreadme#2

  Add a concise 'What is this repo?' section or expand the introduction

  原因：

  复制粘贴的修复

  复制

  Add a new section or expand the existing '🌟 Introduction' with: 'This repository serves as a living, curated collection of essential research papers and resources on Agentic Reasoning for Large Language Models. It is designed for researchers, developers, and enthusiasts seeking to understand and explore the latest advancements in LLM agent planning, tool use, self-evolution, and multi-agent systems, directly complementing our survey paper.'

  待办完成忽略
• lowtopics#3

  Expand repository topics with more specific keywords

  原因：

  当前

  agent, agentic-ai, awesome-resources, generative-ai, large-language-models, reasoning, survey

  复制粘贴的修复

  复制

  agent, agentic-ai, awesome-resources, generative-ai, large-language-models, reasoning, survey, awesome-list, llm-agents, agent-planning, tool-use, self-evolution, multi-agent-systems

  待办完成忽略

本次扫描解析到的品类 GEO 通道：google/gemini-2.5-flash, deepseek/deepseek-v4-flash

• 品类问题

  Where can I find a curated list of research papers on agentic reasoning for LLMs?

  你：未被推荐
  AI 推荐顺序：

  1. Awesome-LLM-Agents
  2. Agent AI
  3. A Survey on Large Language Model based Agents
  4. The Rise and Potential of Large Language Model Based Agents: A Survey
  5. Papers With Code
  6. AI Agent List

  AI 推荐了 6 个替代方案，却始终没点名 weitianxin/Awesome-Agentic-Reasoning。这就是要补上的差距。

  查看 AI 完整回答
• 品类问题

  What are the leading research papers on LLM agent planning, tool use, and self-evolution?

  你：未被推荐
  AI 推荐顺序：

  1. ReAct
  2. Toolformer
  3. Voyager
  4. Generative Agents
  5. Reflexion
  6. AutoGPT
  7. Tree of Thoughts

  AI 推荐了 7 个替代方案，却始终没点名 weitianxin/Awesome-Agentic-Reasoning。这就是要补上的差距。

  查看 AI 完整回答

• Metadata completeness

  pass

• README presence

  pass

• Compared to common alternatives in this category, what is the core differentiator of weitianxin/Awesome-Agentic-Reasoning?

  pass
  ⚠AI 未点名 weitianxin/Awesome-Agentic-Reasoning —— 很可能在说另一个项目

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• If a team adopts weitianxin/Awesome-Agentic-Reasoning in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI 明确点名了 weitianxin/Awesome-Agentic-Reasoning

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• In one sentence, what problem does the repo weitianxin/Awesome-Agentic-Reasoning solve, and who is the primary audience?

  pass
  ⚠AI 未点名 weitianxin/Awesome-Agentic-Reasoning —— 很可能在说另一个项目

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？