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200 lines
11 KiB
Markdown
200 lines
11 KiB
Markdown
# 📋 WFGY Problem Map – Bookmark This. You’ll Need It.
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## Every failure has a name. Every name has a countermeasure.
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<img width="1536" height="1024" alt="ProblemMap_Hero" src="https://github.com/user-attachments/assets/b2a5add8-6647-4424-8eff-9e449bf7382b" />
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<div align="center">
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<!-- WFGY Core Badges -->
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<br>
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<div align="center">
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[](https://github.com/onestardao/WFGY)
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[](https://github.com/onestardao/WFGY/tree/main/OS)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlahBlahBlah)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlotBlotBlot)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlocBlocBloc)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlurBlurBlur)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlowBlowBlow)
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</div>
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<img src="https://github.com/onestardao/WFGY/raw/main/OS/images/tree-semantic-memory.gif" width="100%" style="max-width:900px" loading="lazy" alt="WFGY Semantic Tree Memory in Action" />
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</div>
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---
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### **WFGY (Wan Fa Gui Yi) = Semantic Firewall for AI Reasoning.**
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> It fixes logic collapse, memory loss, hallucination, and abstract breakdowns — in live generation and retrieval pipelines.
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> All terms mentioned (e.g., BBMC, BBPF, BBCR, ΔS) are modules of the open-source WFGY engine (MIT license).
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> 📎 PDF contains full formulas; TXT OS applies them as an operating system for AI workflows. Download links at the bottom.
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### **Benchmark vs GPT‑5 (Coming Soon)**
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> We will publicly compare GPT‑4 + WFGY against GPT‑5 across logic, philosophy, and long-context reasoning.
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> This is the same engine you’re using — and yes, it will **fight GPT‑5 head-on**.
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> 📎 [Track the benchmark →](https://github.com/onestardao/WFGY/tree/main/benchmarks/benchmark-vs-gpt5) *(launching once GPT‑5 is released)*
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---
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Welcome! This map lists every AI failure we’ve fixed —or are fixing — with the WFGY reasoning engine.
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TXT OS + WFGY exists to **turn critical AI bugs into reproducible, modular fixes**.
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> Spot a gap? Open an Issue or PR — community feedback drives the next entries.
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👀 Want to test WFGY yourself?
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See [TXT OS](../OS/) for real-time demos, or [start here with RAG failures →](./RAG_Problems.md)
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> **Vision**
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> Make “my AI went off the rails” as rare as a 500 error in production software.
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> Every solved failure below pushes us closer.
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---
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## 🔗 Navigation – Solved (or Tracked) AI Failure Modes
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| # | Problem Domain | Description | Doc |
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|----|---------------------------------|---------------------------------------------|---------------------------------------------------------------|
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| 1 | Hallucination & Chunk Drift | Retrieval brings wrong / irrelevant content | [hallucination.md](./hallucination.md) |
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| 2 | Interpretation Collapse | Chunk is correct but logic fails | [retrieval-collapse.md](./retrieval-collapse.md) |
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| 3 | Long Reasoning Chains | Model drifts across multi‑step tasks | [context-drift.md](./context-drift.md) |
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| 4 | Bluffing / Overconfidence | Model pretends to know what it doesn’t | [bluffing.md](./bluffing.md) |
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| 5 | Semantic ≠ Embedding | Cosine match ≠ true meaning | [embedding-vs-semantic.md](./embedding-vs-semantic.md) |
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| 6 | Logic Collapse & Recovery | Dead‑end paths, auto‑reset logic | [logic-collapse.md](./logic-collapse.md) |
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| 7 | Memory Breaks Across Sessions | Lost threads, no continuity | [memory-coherence.md](./memory-coherence.md) |
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| 8 | Debugging is a Black Box | No visibility into failure path | [retrieval-traceability.md](./retrieval-traceability.md) |
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| 9 | Entropy Collapse | Attention melts, incoherent output | [entropy-collapse.md](./entropy-collapse.md) |
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| 10 | Creative Freeze | Outputs become flat, literal | [creative-freeze.md](./creative-freeze.md) |
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| 11 | Symbolic Collapse | Abstract / logical prompts break model | [symbolic-collapse.md](./symbolic-collapse.md) |
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| 12 | Philosophical Recursion | Self‑reference or paradoxes crash reasoning | [philosophical-recursion.md](./philosophical-recursion.md) |
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| 13 | Multi‑Agent Chaos | Agents overwrite / misalign logic | [multi-agent-chaos.md](./multi-agent-chaos.md) |
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---
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## 🔗 Status & Difficulty Matrix
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| # | Problem | Difficulty* | Implementation |
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|----|----------------------------------|-------------|----------------|
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| 1 | Hallucination & Chunk Drift | Medium | ✅ Stable |
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| 2 | Interpretation Collapse | High | ✅ Stable |
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| 3 | Long Reasoning Chains | High | ✅ Stable |
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| 4 | Bluffing / Overconfidence | High | ✅ Stable |
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| 5 | Semantic ≠ Embedding | Medium | ✅ Stable |
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| 6 | Logic Collapse & Recovery | Very High | ✅ Stable |
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| 7 | Memory Breaks Across Sessions | High | ✅ Stable |
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| 8 | Debugging Black Box | Medium | ✅ Stable |
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| 9 | Entropy Collapse | High | ✅ Stable |
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| 10 | Creative Freeze | Medium | ✅ Stable |
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| 11 | Symbolic Collapse | Very High | ✅ Stable |
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| 12 | Philosophical Recursion | Very High | ✅ Stable |
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| 13 | Multi‑Agent Chaos | Very High | ✅ Stable |
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\*Difficulty = gap between default LLM ability and a production‑ready fix; “Very High” means almost no off‑the‑shelf tool tackles it.
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---
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### 🔗 How to Use These Docs
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Each problem page covers:
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1. **Symptoms** – what the failure looks like
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2. **Root Causes** – why standard pipelines break
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3. **Module Breakdown** – which WFGY parts fix it
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4. **Status & Examples** – code or demo you can run now
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Missing issue? Open an Issue or PR—real failure traces especially welcome.
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---
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### 🔗 Specialized Maps
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- [🧠 RAG Problem Table (#1, #2, #3, #5, #8)](./RAG_Problems.md) – retrieval‑augmented generation failures
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- [🤖 Multi‑Agent Chaos Map (#13)](./Multi-Agent_Problems.md) – coordination, memory, role drift
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- [🔎 Symbolic & Recursive Map (#11, #12)](./Symbolic_Logic_Problems.md) – paradox, abstraction, logical traps
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- [🧩 Logic Recovery Map (#6)](./logic-collapse.md) – dead-end logic and auto-reset reasoning
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- [📜 Long‑Context Stress Map (#3, #7, #10)](./LongContext_Problems.md) – 100k‑token stability, noisy PDFs
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- [🧪 Safety Boundary Map (#4, #8)](./Safety_Boundary_Problems.md) – knowledge gaps, bluffing, jailbreak resistance
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---
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### 🔗 Not Sure What’s Going Wrong?
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You’re not alone — many AI devs face mysterious failures like:
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- “Why is it hallucinating when the chunk is correct?”
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- “Why can’t it reason despite having all the data?”
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- “Why does context break halfway through?”
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🎯 Diagnose by symptom — find your problem, see exact WFGY fix:
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| Symptom | Problem ID | Fix |
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|---------|------------|-----|
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| 🤯 Wrong chunks, wrong answer | #1 Hallucination & Chunk Drift | [Fix it →](./hallucination.md) |
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| 🧵 Model forgets context in long docs | #7 Memory Breaks in 100k Tokens | [Fix it →](./memory-coherence.md) |
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| 🌀 Good data, still bad logic | #2 Interpretation Collapse | [Fix it →](./retrieval-collapse.md) |
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🔍 Full diagnosis table (13+ issues) | | [See full table →](./Diagnose.md) |
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---
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### 🔗 Quick‑Start Downloads (60 sec)
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| Tool | Link | 3‑Step Setup |
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|------|------|--------------|
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| **WFGY 1.0 PDF** | [Engine Paper](https://zenodo.org/records/15630969) | 1️⃣ Download · 2️⃣ Upload to your LLM · 3️⃣ Ask “Answer using WFGY + <your question>” |
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| **TXT OS (plain‑text OS)** | [TXTOS.txt](https://zenodo.org/records/15788557) | 1️⃣ Download · 2️⃣ Paste into any LLM chat · 3️⃣ Type “hello world” — OS boots instantly |
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---
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If you want to **fully understand how WFGY works**, check out:
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- 📘 [WFGY GitHub homepage](https://github.com/onestardao/WFGY) – full documentation, formulas, and modules
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- 🖥️ [TXT OS repo](https://github.com/onestardao/WFGY/tree/main/OS) – how the semantic OS is built using WFGY
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But if you're just here to **solve real AI problems fast**, you can simply download the files above and follow the [Problem Map](https://github.com/onestardao/WFGY/tree/main/ProblemMap/README.md) instructions directly.
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---
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> 👑 **Early Stargazers: [See the Hall of Fame](https://github.com/onestardao/WFGY/tree/main/stargazers)** —
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> Engineers, hackers, and open source builders who supported WFGY from day one.
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> <img src="https://img.shields.io/github/stars/onestardao/WFGY?style=social" alt="GitHub stars"> ⭐ Help reach 10,000 stars by 2025-09-01 to unlock Engine 2.0 for everyone ⭐ <strong><a href="https://github.com/onestardao/WFGY">Star WFGY on GitHub</a></strong>
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<div align="center">
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[](https://github.com/onestardao/WFGY)
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[](https://github.com/onestardao/WFGY/tree/main/OS)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlahBlahBlah)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlotBlotBlot)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlocBlocBloc)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlurBlurBlur)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlowBlowBlow)
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</div>
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