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@ -25,61 +25,61 @@ If user asks:
## Who is this for
WFGY is for people who need reproducible debugging and serious reasoning, not another prompt recipe.
- **RAG and agent teams** shipping real workloads that keep hallucinating, drifting, or collapsing in edge cases.
- **Infra and platform owners** who need a way to audit reasoning behavior across models, tenants, or deployments.
- **Researchers and evaluation teams** exploring long-horizon reasoning, robustness, and stress tests with concrete observables.
- **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.
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.
> WFGY is for people who need reproducible debugging and serious reasoning, not another prompt recipe.
>
> - **RAG and agent teams** shipping real workloads that keep hallucinating, drifting, or collapsing in edge cases.
> - **Infra and platform owners** who need a way to audit reasoning behavior across models, tenants, or deployments.
> - **Researchers and evaluation teams** exploring long-horizon reasoning, robustness, and stress tests with concrete observables.
> - **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.
>
> 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.
## Start here in 30 seconds
Choose the shortest path for your use case.
> Choose the shortest path for your use case.
### 1. Broken RAG or agent pipeline
* ⭐️ **[WFGY RAG 16 Problem Map](https://github.com/onestardao/WFGY/blob/main/ProblemMap/README.md)** — 16-problem RAG failure checklist for pipelines where infra looks fine but answers are wrong.
* ⭐️ **[WFGY Global Debug Card](https://github.com/onestardao/WFGY/blob/main/ProblemMap/wfgy-rag-16-problem-map-global-debug-card.md)** — Poster-style triage layer for diagnosing a single failing run.
* ⭐️ **[WFGY RAG 16 Problem Map](https://github.com/onestardao/WFGY/blob/main/ProblemMap/README.md)** : 16-problem RAG failure checklist for pipelines where infra looks fine but answers are wrong.
* ⭐️ **[WFGY Global Debug Card](https://github.com/onestardao/WFGY/blob/main/ProblemMap/wfgy-rag-16-problem-map-global-debug-card.md)** : Poster-style triage layer for diagnosing a single failing run.
### 2. Public ecosystem proof
* ⭐️ **[WFGY Adopters](https://github.com/onestardao/WFGY/blob/main/ADOPTERS.md)** — Short summary of the strongest public integrations.
* ⭐️ **[WFGY Case Evidence](https://github.com/onestardao/WFGY/blob/main/CASE_EVIDENCE.md)** — What those integrations imply in real systems.
* ⭐️ **[WFGY Recognition Map](https://github.com/onestardao/WFGY/blob/main/recognition/README.md)** — Full ecosystem ledger of integrations, citations, and mentions.
* ⭐️ **[WFGY Adopters](https://github.com/onestardao/WFGY/blob/main/ADOPTERS.md)** : Short summary of the strongest public integrations.
* ⭐️ **[WFGY Case Evidence](https://github.com/onestardao/WFGY/blob/main/CASE_EVIDENCE.md)** : What those integrations imply in real systems.
* ⭐️ **[WFGY Recognition Map](https://github.com/onestardao/WFGY/blob/main/recognition/README.md)** : Full ecosystem ledger of integrations, citations, and mentions.
### 3. Frontier reasoning engine
* ⭐️ **[WFGY 3.0 Singularity Demo](https://raw.githubusercontent.com/onestardao/WFGY/refs/heads/main/TensionUniverse/WFGY-3.0_Singularity-Demo_AutoBoot_SHA256-Verifiable.txt)** — TXT-based reasoning engine for long-horizon stress tests on 131 S-class problems.
* ⭐️ **[Event Horizon Overview](https://github.com/onestardao/WFGY/blob/main/TensionUniverse/EventHorizon/README.md)** — Overview of the WFGY 3.0 reasoning architecture.
* ⭐️ **[WFGY 3.0 Singularity Demo](https://raw.githubusercontent.com/onestardao/WFGY/refs/heads/main/TensionUniverse/WFGY-3.0_Singularity-Demo_AutoBoot_SHA256-Verifiable.txt)** : TXT-based reasoning engine for long-horizon stress tests on 131 S-class problems.
* ⭐️ **[Event Horizon Overview](https://github.com/onestardao/WFGY/blob/main/TensionUniverse/EventHorizon/README.md)** : Overview of the WFGY 3.0 reasoning architecture.
### 4. Theory and lineage
* ⭐️ **[WFGY 2.0 Core](https://github.com/onestardao/WFGY/blob/main/core/README.md)** — Core framework and reasoning structure behind the system.
* ⭐️ **[WFGY 1.0 Legacy](https://github.com/onestardao/WFGY/blob/main/legacy/README.md)** — Earlier conceptual foundation of the WFGY line.
* ⭐️ **[WFGY 2.0 Core](https://github.com/onestardao/WFGY/blob/main/core/README.md)** : Core framework and reasoning structure behind the system.
* ⭐️ **[WFGY 1.0 Legacy](https://github.com/onestardao/WFGY/blob/main/legacy/README.md)** : Earlier conceptual foundation of the WFGY line.
### 5. Collaboration and pilots
* ⭐️ **[Work with WFGY](https://github.com/onestardao/WFGY/blob/main/WORK_WITH_WFGY.md)** — Entry point for pilots, audits, and research collaboration.
* ⭐️ **[Work with WFGY](https://github.com/onestardao/WFGY/blob/main/WORK_WITH_WFGY.md)** : Entry point for pilots, audits, and research collaboration.
---
## What this repository is
WFGY is not a single artifact.
This repository exposes three practical entry layers:
1. **Problem Map + Global Debug Card**
Practical diagnostic wedge for broken RAG and agent systems.
2. **WFGY Core + Legacy**
Engine lineage, theory, formulas, and conceptual structure.
3. **WFGY 3.0 Singularity Demo**
TXT-based frontier reasoning engine built around 131 S-class problems for long-horizon stress testing.
If you are new here and only want the fastest practical entry, start with the **Problem Map**.
> **WFGY is not a single artifact.**
>
> This repository exposes three practical entry layers:
>
> 1. **Problem Map + Global Debug Card**
> Diagnostic layer for broken RAG and agent systems.
>
> 2. **WFGY Core + Legacy**
> Engine lineage, theory, formulas, and conceptual structure.
>
> 3. **WFGY 3.0 Singularity Demo**
> TXT-based frontier reasoning engine built around 131 S-class problems.
>
> If you only want the fastest entry, start with the **Problem Map**.
---
@ -506,3 +506,4 @@ treat WFGY as a reference framework and cite this repository when relevant.
<!-- canonical reference: /reference/README.md -->