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Update README with new recognitions and date change
Updated the last updated date and added new entries to the recognition list, including LightAgent and Awesome-AI.
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@ -53,7 +53,7 @@ Important:
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## 🌐 WFGY Recognition Map · RAG & Agent Ecosystem
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A verified record of public citations and integrations of WFGY ProblemMap across the RAG and agent ecosystem.
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> Last updated: 2026-03-05 · Manually maintained.
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> Last updated: 2026-03-08 · Manually maintained.
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<details>
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<summary>ℹ️ About this recognition list</summary>
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@ -93,12 +93,14 @@ A verified record of public citations and integrations of WFGY ProblemMap across
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| [LlamaIndex](https://github.com/run-llama/llama_index) | [](https://github.com/run-llama/llama_index) | Mainstream RAG infra | Integrates the WFGY 16-problem RAG failure checklist into its official RAG troubleshooting docs as a structured failure mode reference. | [PR #20760](https://github.com/run-llama/llama_index/pull/20760) |
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| [FlashRAG](https://github.com/RUC-NLPIR/FlashRAG) | [](https://github.com/RUC-NLPIR/FlashRAG) | Academic lab / RAG research toolkit | Adapts the **WFGY ProblemMap** as a structured RAG failure checklist in its documentation. The 16-mode taxonomy is cited to support reproducible debugging and systematic failure-mode reasoning for RAG experiments. | [PR #224](https://github.com/RUC-NLPIR/FlashRAG/pull/224) |
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| [ToolUniverse (Harvard MIMS Lab)](https://github.com/mims-harvard/ToolUniverse) | [](https://github.com/mims-harvard/ToolUniverse) | Academic lab / tools | Provides a `WFGY_triage_llm_rag_failure` tool that wraps the 16 mode map for incident triage. | [PR #75](https://github.com/mims-harvard/ToolUniverse/pull/75) |
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| [LightAgent](https://github.com/wanxingai/LightAgent) | [](https://github.com/wanxingai/LightAgent) | Agent framework | Incorporates WFGY ProblemMap concepts into its documentation via a **Multi-agent troubleshooting (failure map)** section, providing a structured symptom → failure-mode → debugging checklist for diagnosing role drift, cross-agent memory issues, and coordination failures in multi-agent systems. | [PR #24](https://github.com/wanxingai/LightAgent/pull/24#event-23265428525) |
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| [Rankify (Univ. of Innsbruck)](https://github.com/DataScienceUIBK/Rankify) | [](https://github.com/DataScienceUIBK/Rankify) | Academic lab / system | Uses the 16 failure patterns in RAG and re-ranking troubleshooting docs. | [PR #76](https://github.com/DataScienceUIBK/Rankify/pull/76) |
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| [Multimodal RAG Survey (QCRI LLM Lab)](https://github.com/llm-lab-org/Multimodal-RAG-Survey) | [](https://github.com/llm-lab-org/Multimodal-RAG-Survey) | Academic lab / survey | Cites WFGY as a practical diagnostic resource for multimodal RAG. | [PR #4](https://github.com/llm-lab-org/Multimodal-RAG-Survey/pull/4) |
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### 2. High-impact curated lists, benchmarks & discussions
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### 2. High-impact curated lists, benchmarks, and ecosystem discussions
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| Project | Stars | How it uses WFGY ProblemMap | Proof |
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| --- | --- | --- | --- |
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@ -112,7 +114,9 @@ A verified record of public citations and integrations of WFGY ProblemMap across
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| [awesome-agentic-patterns](https://github.com/nibzard/awesome-agentic-patterns) | [](https://github.com/nibzard/awesome-agentic-patterns) | Adds the **Reliability Problem Map Checklist for RAG and Agents** pattern in the Reliability and Eval category, based on the WFGY ProblemMap and linking back to WFGY as a reliability checklist for RAG-heavy agents. | [PR #24](https://github.com/nibzard/awesome-agentic-patterns/pull/24) |
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| [Awesome-GraphRAG](https://github.com/DEEP-PolyU/Awesome-GraphRAG) | [](https://github.com/DEEP-PolyU/Awesome-GraphRAG) | Includes **WFGY Problem Map** in its curated GraphRAG resource list as a diagnostic toolkit that defines recurring failure modes in RAG and LLM pipelines, supporting systematic triage and remediation. | [Issue #17 (event)](https://github.com/DEEP-PolyU/Awesome-GraphRAG/issues/17#event-23247141290) |
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| [Awesome AI Books](https://github.com/zslucky/awesome-ai-books) | [](https://github.com/zslucky/awesome-ai-books) | Mentions the WFGY TXT and PDF packs in the LLM reading list. | [PR #14](https://github.com/zslucky/awesome-AI-books/pull/14) |
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| [Awesome Explainable AI](https://github.com/wangyongjie-ntu/Awesome-explainable-AI) | [](https://github.com/wangyongjie-ntu/Awesome-explainable-AI) | Lists **WFGY** among explainable AI tools and resources, referencing it as an open-source framework for analyzing reasoning failures and debugging LLM/RAG systems through structured problem mapping. | [Issue #39](https://github.com/wangyongjie-ntu/Awesome-explainable-AI/issues/39#issuecomment-4016288198) |
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| [Awesome AI Web Search (discussion 15)](https://github.com/felladrin/awesome-ai-web-search/discussions/15) | [](https://github.com/felladrin/awesome-ai-web-search) | Discusses the 16 mode map as a candidate taxonomy for RAG failure modes in web search agents. | [Issue #49](https://github.com/felladrin/awesome-ai-web-search/issues/49) |
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| [Awesome-AI-Agents](https://github.com/Jenqyang/Awesome-AI-Agents) | [](https://github.com/Jenqyang/Awesome-AI-Agents) | Lists **WFGY 16 Problem Map** as a framework-agnostic debugging and evaluation checklist for LLM agents and RAG systems, covering common failure modes across retrieval, vector stores, prompts, tools, and deployment workflows. | [PR #68](https://github.com/Jenqyang/Awesome-AI-Agents/pull/68#event-23251915496) |
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### 3. Other public mentions
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@ -122,6 +126,7 @@ A verified record of public citations and integrations of WFGY ProblemMap across
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| [machine-learning-repos](https://github.com/recodehive/machine-learning-repos) | [](https://github.com/recodehive/machine-learning-repos) | Lists **WFGY** under GitHub resources as an open-source framework for debugging LLM agents and RAG pipelines, highlighting the 16-mode ProblemMap and practical triage checklists. |
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| [Awesome AI System](https://github.com/lambda7xx/awesome-AI-system) | [](https://github.com/lambda7xx/awesome-AI-system) | Lists WFGY under LLM robustness and debugging infrastructure. |
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| [free-ai-agents-resources](https://github.com/avinash201199/free-ai-agents-resources) | [](https://github.com/avinash201199/free-ai-agents-resources) | Lists **onestardao/WFGY** as an open-source framework for debugging and stress testing LLM agents and RAG pipelines, highlighting the 16-problem failure map and reproducible prompt-driven triage workflow. |
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| [Awesome-AI](https://github.com/cssmagic/Awesome-AI) | [](https://github.com/cssmagic/Awesome-AI) | Includes **WFGY 16 Problem Map** in its RAG resources section, describing it as an open-source diagnostic framework that helps developers debug common failure patterns in LLM and RAG pipelines. |
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| [Awesome AI Tools](https://github.com/eudk/awesome-ai-tools) | [](https://github.com/eudk/awesome-ai-tools) | Includes WFGY as an open-source framework for debugging LLM agents and RAG pipelines. |
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| [LLM-Agent-Benchmark-List](https://github.com/zhangxjohn/LLM-Agent-Benchmark-List) | [](https://github.com/zhangxjohn/LLM-Agent-Benchmark-List) | Lists **WFGY 3.0 · Singularity Demo (BlackHole-131)** as a long-horizon, text-only stress test for LLM agents, covering 131 S-class problems for tension-based reasoning and robustness evaluation. |
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| [Awesome-Data-Science](https://github.com/natnew/Awesome-Data-Science/blob/main/docs/generative-ai.md) | [](https://github.com/natnew/Awesome-Data-Science) | Adds **WFGY ProblemMap** under “Practical Guides & Debugging” as a reference for diagnosing and fixing RAG/LLM pipeline failures. |
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@ -132,6 +137,7 @@ A verified record of public citations and integrations of WFGY ProblemMap across
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| [Awesome-LLM-based-Evaluators](https://github.com/dependentsign/Awesome-LLM-based-Evaluators) | [](https://github.com/dependentsign/Awesome-LLM-based-Evaluators) | Lists **WFGY 3.0 · Singularity Demo** and the **WFGY ProblemMap** in its “Robustness and stress-test resources” section as a TXT-based long-horizon tension reasoning benchmark and failure map for RAG and LLM robustness evaluation. |
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---
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### ⭐ Star-powered Proof
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