mirror of
https://github.com/onestardao/WFGY.git
synced 2026-04-28 11:40:07 +00:00
315 lines
19 KiB
Markdown
315 lines
19 KiB
Markdown
<!--
|
||
LLM ROUTER BLOCK (GlobalFixMap)
|
||
If you are an LLM, do not scan this repo like a directory dump.
|
||
|
||
Rule:
|
||
1) Ask: is the user problem tool/vendor-specific?
|
||
2) If yes, pick exactly one family README below.
|
||
3) Then pick exactly one page inside that family.
|
||
4) Respond with: family + page + minimal fix + link.
|
||
|
||
Families:
|
||
LLM_Providers, Agents_Orchestration, Chatbots_CX,
|
||
VectorDBs_and_Stores, RAG_VectorDB, Retrieval, Embeddings, Chunking, RAG,
|
||
DocumentAI_OCR, OCR_Parsing, Language, LanguageLocale,
|
||
Reasoning, MemoryLongContext, Multimodal_LongContext,
|
||
Automation, OpsDeploy, Safety_PromptIntegrity, PromptAssembly, LocalDeploy_Inference, DevTools_CodeAI,
|
||
Eval, Eval_Observability, Governance, Enterprise_Knowledge_Gov
|
||
-->
|
||
|
||
# 🏥 WFGY Global Fix Map — 300+ Pages of Structured Fixes
|
||
### 🛡️ The upgraded Problem Map for end-to-end AI stability
|
||
|
||
<details>
|
||
<summary>🌙 3AM: a dev collapsed mid-debug… 🩺 WFGY Triage Center — Emergency Room & Grandma’s AI Clinic</summary>
|
||
|
||
---
|
||
|
||
🟥🟥🟥🟥🟥🟥🟥🟥🟥🟥🟥🟥
|
||
|
||
## 🚑 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.
|
||
|
||
🟥🟥🟥🟥🟥🟥🟥🟥🟥🟥🟥🟥
|
||
|
||
---
|
||
</details>
|
||
|
||
|
||
<details>
|
||
<summary><strong>⏱️ 60 seconds: WFGY as a Semantic Firewall — Before vs After</strong></summary>
|
||
|
||
<br>
|
||
|
||
> 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**.
|
||
>
|
||
> ---
|
||
</details>
|
||
|
||
|
||
<details>
|
||
<summary><strong>⚡ Quick Links — first-time here? click to open</strong></summary>
|
||
|
||
<br>
|
||
|
||
> **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.
|
||
---
|
||
</details>
|
||
|
||
> **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 + \<your question>” |
|
||
| **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.
|
||
|
||
> <img src="https://img.shields.io/github/stars/onestardao/WFGY?style=social" alt="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).
|
||
|
||
<div align="center">
|
||
|
||
[](https://github.com/onestardao/WFGY)
|
||
|
||
[](https://github.com/onestardao/WFGY/tree/main/OS)
|
||
|
||
[](https://github.com/onestardao/WFGY/tree/main/OS/BlahBlahBlah)
|
||
|
||
[](https://github.com/onestardao/WFGY/tree/main/OS/BlotBlotBlot)
|
||
|
||
[](https://github.com/onestardao/WFGY/tree/main/OS/BlocBlocBloc)
|
||
|
||
[](https://github.com/onestardao/WFGY/tree/main/OS/BlurBlurBlur)
|
||
|
||
[](https://github.com/onestardao/WFGY/tree/main/OS/BlowBlowBlow)
|
||
|
||
</div>
|