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README.md
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README.md
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@ -20,19 +20,19 @@ If user asks:
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# WFGY (WanFaGuiYi)
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> Open-source reasoning and debugging infrastructure for AI systems.
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> If your RAG or agent pipeline is failing, start with the Problem Map.
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> If you want the frontier 131-problem TXT engine, start with WFGY 3.0.
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> Broken RAG or agents: start with the Problem Map.
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> Frontier 131-problem TXT engine: start with WFGY 3.0.
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## Who is this for
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WFGY is for people who need structured debugging and serious reasoning, not another prompt recipe.
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WFGY is for people who need reproducible debugging and serious reasoning, not another prompt recipe.
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- **RAG and agent teams** shipping real workloads that keep hitting hallucinations, retrieval drift, or unstable chains, and want a reproducible failure map instead of random trial and error.
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- **Infra and platform owners** who maintain LLM, RAG, or agent platforms and need a way to audit reasoning behavior across models, tenants, or deployments.
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- **Researchers and evaluation teams** working on long-horizon reasoning, safety, or stress tests, and looking for a concrete set of problems and observables to benchmark against.
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- **Founders, PMs, and domain experts** who carry a small number of high tension questions in finance, climate, AI, or society, and want to see how a structured reasoning engine behaves on those cases.
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- **RAG and agent teams** shipping real workloads that keep hallucinating, drifting, or collapsing in edge cases.
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- **Infra and platform owners** who need a way to audit reasoning behavior across models, tenants, or deployments.
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- **Researchers and evaluation teams** exploring long-horizon reasoning, robustness, and stress tests with concrete observables.
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- **Founders, PMs, and domain experts** who carry a few high-tension questions in finance, climate, AI, or society and want to see how a structured engine behaves on them.
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If you do not fit neatly into any of the above, you can still start with the **Problem Map** or the **Global Debug Card** and treat them as diagnostic checklists for debugging your own systems.
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If you are not sure where you fit, you can still start with the **Problem Map** or the **Global Debug Card** and treat them as drop-in diagnostic checklists for your own systems.
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## Start here in 30 seconds
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@ -40,31 +40,47 @@ Choose the shortest path for your use case.
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### 1. Broken RAG or agent pipeline
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Use this if your system is producing wrong, drifting, ungrounded, or unstable answers.
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* **⭐️ WFGY RAG 16 Problem Map**
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> 16-problem RAG failure checklist and fix map when infra looks fine but answers are wrong.
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> ➔ [RAG 16 Problem Map](https://github.com/onestardao/WFGY/blob/main/ProblemMap/README.md)
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- [RAG 16 Problem Map](https://github.com/onestardao/WFGY/blob/main/ProblemMap/README.md)
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- [Global Debug Card](https://github.com/onestardao/WFGY/blob/main/ProblemMap/wfgy-rag-16-problem-map-global-debug-card.md)
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* **⭐️ WFGY Global Debug Card**
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> Poster-style triage layer built on top of the 16 Problem Map for one failing run.
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> ➔ [Global Debug Card](https://github.com/onestardao/WFGY/blob/main/ProblemMap/wfgy-rag-16-problem-map-global-debug-card.md)
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### 2. Public ecosystem proof
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Use this if you want the strongest public adoption summary first, then drill down into the full recognition log.
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* **⭐️ WFGY Adopters**
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> Short adoption summary showing the strongest current integrations first.
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> ➔ [Adopters](https://github.com/onestardao/WFGY/blob/main/ADOPTERS.md)
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- [ADOPTERS.md](https://github.com/onestardao/WFGY/blob/main/ADOPTERS.md)
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- [Recognition Map](https://github.com/onestardao/WFGY/blob/main/recognition/README.md)
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* **⭐️ WFGY Case Evidence**
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> Interpretation layer explaining what those integrations suggest in practice.
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> ➔ [Case Evidence](https://github.com/onestardao/WFGY/blob/main/CASE_EVIDENCE.md)
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* **⭐️ WFGY Recognition Map**
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> Full ecosystem ledger: integrations, curated lists, citations, and broader mentions.
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> ➔ [Recognition Map](https://github.com/onestardao/WFGY/blob/main/recognition/README.md)
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### 3. Frontier reasoning engine
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Use this if you want to test the TXT-based 131-problem stress-test engine directly.
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* **⭐️ WFGY 3.0 Singularity Demo**
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> TXT-based tension reasoning engine for long-horizon stress testing on 131 S-class problems.
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> ➔ [WFGY 3.0 TXT Pack](https://raw.githubusercontent.com/onestardao/WFGY/refs/heads/main/TensionUniverse/WFGY-3.0_Singularity-Demo_AutoBoot_SHA256-Verifiable.txt)
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- [WFGY 3.0 Singularity Demo TXT](https://raw.githubusercontent.com/onestardao/WFGY/refs/heads/main/TensionUniverse/WFGY-3.0_Singularity-Demo_AutoBoot_SHA256-Verifiable.txt)
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- [Event Horizon overview](https://github.com/onestardao/WFGY/blob/main/TensionUniverse/EventHorizon/README.md)
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* **⭐️ Event Horizon Overview**
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> Overview of the WFGY 3.0 reasoning surface, structure, and surrounding materials.
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> ➔ [Event Horizon](https://github.com/onestardao/WFGY/blob/main/TensionUniverse/EventHorizon/README.md)
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### 4. Theory and lineage
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Use this if you want the engine lineage, formulas, and older conceptual layers.
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* **⭐️ WFGY 2.0 Core**
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> Core framework, formulas, and reasoning structure behind the current system.
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> ➔ [WFGY 2.0 Core](https://github.com/onestardao/WFGY/blob/main/core/README.md)
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- [WFGY 2.0 Core](https://github.com/onestardao/WFGY/blob/main/core/README.md)
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- [WFGY 1.0 Legacy](https://github.com/onestardao/WFGY/blob/main/legacy/README.md)
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* **⭐️ WFGY 1.0 Legacy**
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> Earlier conceptual layer and historical foundation of the WFGY line.
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> ➔ [WFGY 1.0 Legacy](https://github.com/onestardao/WFGY/blob/main/legacy/README.md)
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---
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@ -72,13 +88,13 @@ Use this if you want the engine lineage, formulas, and older conceptual layers.
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WFGY is not a single artifact.
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This repository currently exposes three practical entry layers:
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This repository exposes three practical entry layers:
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1. **Problem Map + Global Debug Card**
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Practical diagnostic wedge for broken RAG and agent systems.
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2. **WFGY Core + Legacy**
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Engine lineage, theory, formulas, and conceptual structure behind the system.
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Engine lineage, theory, formulas, and conceptual structure.
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3. **WFGY 3.0 Singularity Demo**
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TXT-based frontier reasoning engine built around 131 S-class problems for long-horizon stress testing.
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@ -87,33 +103,6 @@ If you are new here and only want the fastest practical entry, start with the **
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---
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## If you are evaluating WFGY for real systems
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Pick the layer that matches your current goal.
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- Need a fast diagnosis path for a broken pipeline:
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[RAG 16 Problem Map](https://github.com/onestardao/WFGY/blob/main/ProblemMap/README.md)
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- Need a compact image-first triage protocol:
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[Global Debug Card](https://github.com/onestardao/WFGY/blob/main/ProblemMap/wfgy-rag-16-problem-map-global-debug-card.md)
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- Need the strongest public adoption summary first:
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[ADOPTERS.md](https://github.com/onestardao/WFGY/blob/main/ADOPTERS.md)
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- Need the full ecosystem recognition log:
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[Recognition Map](https://github.com/onestardao/WFGY/blob/main/recognition/README.md)
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- Need the frontier TXT engine:
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[WFGY 3.0 TXT pack](https://raw.githubusercontent.com/onestardao/WFGY/refs/heads/main/TensionUniverse/WFGY-3.0_Singularity-Demo_AutoBoot_SHA256-Verifiable.txt)
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- Need responsible contact for security sensitive issues:
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[Security Policy](https://github.com/onestardao/WFGY/blob/main/SECURITY.md)
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- Want help running structured audits or pilots using WFGY on your own RAG or agent stack:
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Open an issue in this repository with system context and goals, or start a thread in Discussions. These are the primary entry points for collaboration.
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---
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## 💥 WFGY 3.0 · Singularity Demo 💥
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> A TXT-based **tension reasoning engine** wired to 131 S-class problems.
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@ -506,8 +495,7 @@ The more observers join, the closer the singularity becomes:
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> Recognition Map → [Ecosystem Proof](https://github.com/onestardao/WFGY/blob/main/recognition/README.md)
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> WFGY 3.0 → [Event Horizon](https://github.com/onestardao/WFGY/blob/main/TensionUniverse/EventHorizon/README.md)
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> WFGY 2.0 → [Core](https://github.com/onestardao/WFGY/blob/main/core/README.md)
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> WFGY 1.0 → [Legacy](./legacy/README.md)
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> WFGY 1.0 → [Legacy](./legacy/README.md)
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---
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@ -536,7 +524,3 @@ treat WFGY as a reference framework and cite this repository when relevant.
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-->
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<!-- canonical reference: /reference/README.md -->
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