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162 lines
8.8 KiB
Markdown
162 lines
8.8 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 = 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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---
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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 | [symbolic-collapse.md](./symbolic-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 & Logic Trap Map (#6, #11, #12)](./Symbolic_Logic_Problems.md) – paradox, recursion, formal proofs
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- [📜 Long‑Context Stress Map (#3, #7, #10)](./LongContext_Problems.md) – 100k‑token stability, noisy PDFs
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- [🎨 Multimodal Reasoning Map (#1, #9)](./Multimodal_Problems.md) – text + image + code alignment
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- [🛡️ Safety Boundary Map (#4, #8)](./Safety_Boundary_Problems.md) – knowledge gaps, jailbreaks, policy limits
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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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> <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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> 👑 **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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<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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