# 🏥 WFGY Global Fix Map — 300+ Pages of Structured Fixes ### 🛡️ The upgraded Problem Map for end-to-end AI stability
🌙 3AM: a dev collapsed mid-debug… 🩺 WFGY Triage Center — Emergency Room & Grandma’s AI Clinic --- 🟥🟥🟥🟥🟥🟥🟥🟥🟥🟥🟥🟥 ## 🚑 WFGY Emergency Room (for developers) 👨‍⚕️ **Now online:** [**Dr. WFGY in ChatGPT Room**](https://chatgpt.com/share/68b9b7ad-51e4-8000-90ee-a25522da01d7) This is a **share window** already trained as an ER. Just open it, drop your bug or screenshot, and talk directly with the doctor. He will map it to the right Problem Map / Global Fix section, write a minimal prescription, and paste the exact reference link. If something is unclear, you can even paste a **screenshot of Problem Map content** and ask — the doctor will guide you. ⚠️ Note: for the full reasoning and guardrail behavior you need to be logged in — the share view alone may fallback to a lighter model. 💡 Always free. If it helps, a ⭐ star keeps the ER running. 🌐 Multilingual — start in any language. --- ## 👵 Grandma’s AI Clinic (for everyone) [**Visit Grandma Clinic →**](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GrandmaClinic/README.md) - 16 common AI failure modes, each explained as a **grandma story**. - Everyday metaphors: wrong cookbook, salt-for-sugar, burnt first pot. - Shows both the **life analogy** and the **minimal WFGY fix**. - Perfect entry point for beginners, or anyone who wants to “get it” in 30 seconds. --- 💡 **Tip:** Both tracks lead to the same Problem Map numbers. Choose **Emergency Room** if you need a fix right now. Choose **Grandma’s Clinic** if you want to understand the bug in plain words. 🟥🟥🟥🟥🟥🟥🟥🟥🟥🟥🟥🟥 ---
⏱️ 60 seconds: WFGY as a Semantic Firewall — Before vs After
> most fixes today happen **AFTER generation**: > - the model outputs something wrong, then we patch it with retrieval, chains, or tools. > - the same failures reappear again and again. > > WFGY inverts the sequence. **BEFORE generation**: > - it inspects the semantic field (tension, residue, drift signals). > - if the state is unstable, it loops, resets, or redirects the path. > - only a stable semantic state is allowed to generate output. > > this is why every failure mode, once mapped, stays fixed. > you’re not firefighting after the fact — you’re installing a reasoning firewall at the entry point. > > --- > > ### 📊 Before vs After > > | | **Traditional Fix (After Generation)** | **WFGY Semantic Firewall (Before Generation) 🏆✅** | > |--------------|-----------------------------------------|---------------------------------------------------| > | **Flow** | Output → detect bug → patch manually | Inspect semantic field → only stable state generates | > | **Method** | Add rerankers, regex, JSON repair, tool patches | ΔS, λ, coverage checked upfront; loop/reset if unstable | > | **Cost** | High — every bug = new patch, risk of conflicts | Low — once mapped, bug sealed permanently | > | **Ceiling** | 70–85% stability limit | 90–95%+ achievable, structural guarantee | > | **Experience** | Firefighting, “whack-a-mole” debugging | Structural firewall, “fix once, stays fixed” | > | **Complexity** | Growing patch jungle, fragile pipelines | Unified acceptance targets, one-page repair guide | > > --- > > ### ⚡ Performance impact > - **Traditional patching**: 70–85% stability ceiling. Each new patch adds complexity and potential regressions. > - **WFGY firewall**: 90–95%+ achievable. Fix once → the same bug never resurfaces. Debug time cut by 60–80%. > - **Unified metrics**: every fix is measured (ΔS ≤ 0.45, coverage ≥ 0.70, λ convergent). No guesswork. > > ### 🛑 Key notes > - This is **not a plugin or SDK** — it runs as plain text, zero infra changes. > - You must **apply acceptance targets**: don’t just eyeball; log ΔS and λ to confirm. > - Once acceptance holds, that path is sealed. If drift recurs, it means a *new* failure mode needs mapping, not a re-fix of the old one. > > --- > > **Summary**: > Others patch symptoms **AFTER** output. WFGY blocks unstable states **BEFORE** output. > That is why it feels less like debugging, more like installing a **structural guarantee**. > > ---
⚡ Quick Links — first-time here? click to open
> **Goal:** route your bug to the right fix in <60s. Pick your path: > > ### 1) Get oriented > - 🧭 *What is this?* → **Global Fix Map (this page)** — panoramic index of RAG/infra/reasoning fixes. > - 🧱 **Problem Map 1.0** (16 reproducible failure modes) → [open](../README.md) > - 🌲 **Problem Map 2.0 — RAG Architecture & Recovery** → [open](../rag-architecture-and-recovery.md) > - 🧠 **WFGY Core (2.0)** — engine & math → [open](../../core/README.md) > > ### 2) One-minute quick-start > - ⏳ **TXT OS (plain-text OS)** → copy–paste → ask *“which Problem Map number am I hitting?”* → [open](../../OS/README.md) · [txt](../../OS/TXTOS.txt) > - 📄 **WFGY 1.0 PDF** (use as context file) → [open](../../I_am_not_lizardman/WFGY_All_Principles_Return_to_One_v1.0_PSBigBig_Public.pdf) > - 🧪 **Minimal demos** (no SDK lock-in) → [open](../mvp_demo/README.md) > > ### 3) Local LLaMA / on-device stacks > - 🖥️ **LocalDeploy_Inference hub** → [open](./LocalDeploy_Inference/README.md) > – `llama.cpp` → [open](./LocalDeploy_Inference/llamacpp.md) · `Ollama` → [open](./LocalDeploy_Inference/ollama.md) · `textgen-webui` → [open](./LocalDeploy_Inference/textgen-webui.md) · `vLLM` → [open](./LocalDeploy_Inference/vllm.md) > > ### 4) Fast jumpers for RAG & retrieval > - 🗺️ **Visual recovery map** → [RAG Architecture & Recovery](../rag-architecture-and-recovery.md) > - 🔧 **Retrieval Playbook** → [open](./Retrieval/retrieval-playbook.md) · **Traceability** → [open](./Retrieval/retrieval-traceability.md) > - 🧮 **Embeddings: Metric Mismatch** → [open](./Embeddings/metric_mismatch.md) · **Hybrid Weights** → [open](./RAG_VectorDB/hybrid_retriever_weights.md) > - 🧱 **Vector DB guardrails** → [open](./VectorDBs_and_Stores/README.md) · **Chunking checklist** → [open](./Chunking/chunking-checklist.md) > > ### Need triage? > - 🩺 **Semantic Clinic (when unsure)** → [open](../SemanticClinicIndex.md) > - 🧭 **Diagnose by symptom** → [open](../Diagnose.md) · **Beginner Guide** → [open](../BeginnerGuide.md) > > ### Contribute / ask / FAQ > - 🌟 **Star unlocks & roadmap** → [open](../../STAR_UNLOCKS.md) > > **Acceptance targets (for every fix):** > ΔS(question, context) ≤ **0.45** · coverage ≥ **0.70** · λ **convergent** across 3 paraphrases. ---
> **What is the Global Fix Map?** > A vendor-neutral panoramic index that consolidates **300+** topics, frameworks, and reproducible failure modes (RAG, embeddings, chunking, OCR/language, reasoning/memory, agents, serverless, eval/governance). > **Purpose:** convert repeatable bugs into **verifiable structural repairs** — fix once, stays fixed. **Principles** - **Zero-install:** boot with **TXT OS** / **WFGY PDF** as context. - **Measurable:** acceptance targets for every fix → ΔS(question, context) ≤ **0.45**, coverage ≥ **0.70**, λ **convergent** across 3 paraphrases. - **Store-agnostic:** same rails work with OpenAI/Claude/Gemini, **llama.cpp/Ollama/vLLM**, FAISS/pgvector/Redis, Chroma/Weaviate/Milvus, etc. - **Routable:** organized into Providers & Agents / Data & Retrieval / Input & Parsing / Reasoning & Memory / Automation & Ops / Eval & Governance. **Who it’s for** - Local or cloud LLM users; RAG & agents teams; platform/data engineers; SRE/Ops. **Use in 60 seconds** 1. Pick the relevant section. 2. Open the adapter page and apply the minimal repair. 3. Verify the targets above. 4. Gate merges with the provided CI/CD templates. **Related maps** - **Problem Map 1.0** — 16 reproducible failure modes with fixes → [open](../README.md) - **Problem Map 2.0** — RAG Architecture & Recovery → [open](../rag-architecture-and-recovery.md) - **WFGY Core (2.0)** — engine & math → [open](../../core/README.md) --- A one-stop index to route real-world bugs to the right repair page. Pick your stack, open the adapter, apply the structural fix, then verify: - ΔS(question, context) ≤ 0.45 - coverage ≥ 0.70 - λ remains convergent across 3 paraphrases --- ## Providers & Agents | Family | What it covers | Open | |---|---|---| | LLM Providers | provider-specific quirks, schema drift, API limits | [LLM_Providers](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/LLM_Providers/README.md) | | Agents & Orchestration | role drift, tool fences, recovery bridges, cold boot order | [Agents_Orchestration](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Agents_Orchestration/README.md) | | Chatbots / CX | bot frameworks, CX stacks, handoff gaps | [Chatbots_CX](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Chatbots_CX/README.md) | | Automation | Zapier / Make / n8n, idempotency, warmups, fences | [Automation](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Automation/README.md) | | Cloud Serverless | cold start, concurrency, secrets, routing, DR, compliance | [Cloud_Serverless](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Cloud_Serverless/README.md) | | DevTools & Code AI | IDE/assist rails, prompts in editors, local workflows | [DevTools_CodeAI](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/DevTools_CodeAI/README.md) | --- ## Data & Retrieval | Family | What it covers | Open | |---|---|---| | RAG (end-to-end) | visual routes, acceptance targets, failure trees | [RAG](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/RAG/README.md) | | RAG + VectorDB | store-agnostic knobs, contracts, routing | [RAG_VectorDB](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/RAG_VectorDB/README.md) | | Retrieval | playbook, traceability, rerankers, query split | [Retrieval](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Retrieval/README.md) | | Embeddings | metric mismatch, normalization, dimension checks | [Embeddings](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Embeddings/README.md) | | VectorDBs & Stores | FAISS/Redis/Weaviate/Milvus/pgvector guardrails | [VectorDBs_and_Stores](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/VectorDBs_and_Stores/README.md) | | Chunking | chunk/section discipline, IDs, layouts, reindex policy | [Chunking](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Chunking/README.md) | --- ## Input & Parsing | Family | What it covers | Open | |---|---|---| | Document AI / OCR | document AI stacks, pipeline interfaces | [DocumentAI_OCR](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/DocumentAI_OCR/README.md) | | OCR + Parsing | pre-embedding text integrity, parser drift checks | [OCR_Parsing](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/OCR_Parsing/README.md) | | Language | multilingual routing, cross-script stability | [Language](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Language/README.md) | | Language & Locale | tokenizer mismatch, normalization, locale drift | [LanguageLocale](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/LanguageLocale/README.md) | --- ## Reasoning & Memory | Family | What it covers | Open | |---|---|---| | Reasoning | entropy overload, loops, logic collapse, proofs | [Reasoning](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/README.md) | | Memory & Long Context | long-window guardrails, state fork, coherence | [MemoryLongContext](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/MemoryLongContext/README.md) | | Multimodal Long Context | cross-modal alignment, joins, anchors | [Multimodal_LongContext](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Multimodal_LongContext/README.md) | | Safety / Prompt Integrity | prompt injection, role confusion, JSON/tools | [Safety_PromptIntegrity](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Safety_PromptIntegrity/README.md) | | Prompt Assembly | contracts, templates, eval kits for prompts | [PromptAssembly](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/PromptAssembly/README.md) | --- ## Eval & Governance | Family | What it covers | Open | |---|---|---| | Eval | SDK-free evals, acceptance targets, failure guards | [Eval](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Eval/README.md) | | Eval Observability | drift alarms, coverage tracking, ΔS thresholds | [Eval_Observability](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Eval_Observability/README.md) | | OpsDeploy | prod safety rails, rollbacks, backpressure, canary | [OpsDeploy](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/OpsDeploy/README.md) | | Enterprise Knowledge & Gov | data residency, expiry, sensitivity, compliance | [Enterprise_Knowledge_Gov](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Enterprise_Knowledge_Gov/README.md) | | Governance | policies, change control, org-level workflows | [Governance](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Governance/README.md) | | Local Deploy & Inference | ollama, vLLM, tgi, llama.cpp, textgen-webui, exllama, koboldcpp, gpt4all, jan, AutoGPTQ/AWQ/bitsandbytes | [LocalDeploy_Inference](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/LocalDeploy_Inference/README.md) | --- ## How to use this index 1. Identify your stack (provider/agents, data & retrieval, input/parsing, reasoning, ops/eval). 2. Open the folder page and follow the minimal repair steps. 3. Verify your acceptance targets: ΔS ≤ 0.45, coverage ≥ 0.70, λ convergent on 3 paraphrases. 4. Gate merges with CI/CD templates so fixes stick. ### Fast jumpers - Visual recovery map: [RAG Architecture & Recovery](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rag-architecture-and-recovery.md) - Retrieval knobs: [Retrieval Playbook](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-playbook.md) - Why-this-snippet tables: [Retrieval Traceability](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md) - Snippet / citation schema: [Data Contracts](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md) --- ### 🔗 Quick-Start Downloads (60 sec) | Tool | Link | 3-Step Setup | |------|------|--------------| | **WFGY 1.0 PDF** | [Engine Paper](https://github.com/onestardao/WFGY/blob/main/I_am_not_lizardman/WFGY_All_Principles_Return_to_One_v1.0_PSBigBig_Public.pdf) | 1️⃣ Download · 2️⃣ Upload to your LLM · 3️⃣ Ask “Answer using WFGY + \” | | **TXT OS (plain-text OS)** | [TXTOS.txt](https://github.com/onestardao/WFGY/blob/main/OS/TXTOS.txt) | 1️⃣ Download · 2️⃣ Paste into any LLM chat · 3️⃣ Type “hello world” — OS boots instantly | --- ### 🧭 Explore More | Module | Description | Link | |-----------------------|----------------------------------------------------------|----------| | WFGY Core | WFGY 2.0 engine is live: full symbolic reasoning architecture and math stack | [View →](https://github.com/onestardao/WFGY/tree/main/core/README.md) | | Problem Map 1.0 | Initial 16-mode diagnostic and symbolic fix framework | [View →](https://github.com/onestardao/WFGY/tree/main/ProblemMap/README.md) | | Problem Map 2.0 | RAG-focused failure tree, modular fixes, and pipelines | [View →](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rag-architecture-and-recovery.md) | | Semantic Clinic Index | Expanded failure catalog: prompt injection, memory bugs, logic drift | [View →](https://github.com/onestardao/WFGY/blob/main/ProblemMap/SemanticClinicIndex.md) | | Semantic Blueprint | Layer-based symbolic reasoning & semantic modulations | [View →](https://github.com/onestardao/WFGY/tree/main/SemanticBlueprint/README.md) | | Benchmark vs GPT-5 | Stress test GPT-5 with full WFGY reasoning suite | [View →](https://github.com/onestardao/WFGY/tree/main/benchmarks/benchmark-vs-gpt5/README.md) | | 🧙‍♂️ Starter Village 🏡 | New here? Lost in symbols? Click here and let the wizard guide you through | [Start →](https://github.com/onestardao/WFGY/blob/main/StarterVillage/README.md) | --- > 👑 **Early Stargazers: [See the Hall of Fame](https://github.com/onestardao/WFGY/tree/main/stargazers)** — > Engineers, hackers, and open source builders who supported WFGY from day one. > GitHub stars ⭐ [WFGY Engine 2.0](https://github.com/onestardao/WFGY/blob/main/core/README.md) is already unlocked. ⭐ Star the repo to help others discover it and unlock more on the [Unlock Board](https://github.com/onestardao/WFGY/blob/main/STAR_UNLOCKS.md).
[![WFGY Main](https://img.shields.io/badge/WFGY-Main-red?style=flat-square)](https://github.com/onestardao/WFGY)   [![TXT OS](https://img.shields.io/badge/TXT%20OS-Reasoning%20OS-orange?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS)   [![Blah](https://img.shields.io/badge/Blah-Semantic%20Embed-yellow?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlahBlahBlah)   [![Blot](https://img.shields.io/badge/Blot-Persona%20Core-green?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlotBlotBlot)   [![Bloc](https://img.shields.io/badge/Bloc-Reasoning%20Compiler-blue?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlocBlocBloc)   [![Blur](https://img.shields.io/badge/Blur-Text2Image%20Engine-navy?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlurBlurBlur)   [![Blow](https://img.shields.io/badge/Blow-Game%20Logic-purple?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlowBlowBlow)