# 📋 WFGY Problem Map – Bookmark This. You’ll Need It. ProblemMap_Hero
WFGY Semantic Firewall Animation
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--- 🧠 **WFGY = Semantic Firewall for AI Reasoning.** It fixes logic collapse, memory loss, hallucination, and abstract breakdowns — in live generation and retrieval pipelines. --- Welcome! This map lists every AI failure we’ve fixed —or are fixing — with the WFGY reasoning engine. TXT OS + WFGY exists to **turn critical AI bugs into reproducible, modular fixes**. > Spot a gap? Open an Issue or PR — community feedback drives the next entries. 👀 Want to test WFGY yourself? See [TXT OS](../OS/) for real-time demos, or [start here with RAG failures →](./RAG_Problems.md) > **Vision** > Make “my AI went off the rails” as rare as a 500 error in production software. > Every solved failure below pushes us closer. --- ## 📌 Navigation – Solved (or Tracked) AI Failure Modes | Problem Domain | Description | Doc | |----------------|-------------|-----| | Hallucination & Chunk Drift | Retrieval brings wrong / irrelevant content | [hallucination.md](./hallucination.md) | | Interpretation Collapse | Chunk is correct but logic fails | [retrieval-collapse.md](./retrieval-collapse.md) | | Long Reasoning Chains | Model drifts across multi‑step tasks | [context-drift.md](./context-drift.md) | | Bluffing / Overconfidence | Model pretends to know what it doesn’t | [bluffing.md](./bluffing.md) | | Semantic ≠ Embedding | Cosine match ≠ true meaning | [embedding-vs-semantic.md](./embedding-vs-semantic.md) | | Logic Collapse & Recovery | Dead‑end paths, auto‑reset logic | [symbolic-collapse.md](./symbolic-collapse.md) | | Memory Breaks Across Sessions | Lost threads, no continuity | [memory-coherence.md](./memory-coherence.md) | | Debugging is a Black Box | No visibility into failure path | [retrieval-traceability.md](./retrieval-traceability.md) | | Entropy Collapse | Attention melts, incoherent output | [entropy-collapse.md](./entropy-collapse.md) | | Creative Freeze | Outputs become flat, literal | [creative-freeze.md](./creative-freeze.md) | | Symbolic Collapse | Abstract / logical prompts break model | [symbolic-collapse.md](./symbolic-collapse.md) | | Philosophical Recursion | Self‑reference or paradoxes crash reasoning | [philosophical-recursion.md](./philosophical-recursion.md) | | Multi‑Agent Chaos | Agents overwrite / misalign logic | [multi-agent-chaos.md](./multi-agent-chaos.md) | --- ## 🎯 Status & Difficulty Matrix | Problem | Difficulty* | Implementation | |---------|-------------|----------------| | Hallucination & Chunk Drift | Medium | ✅ Stable | | Interpretation Collapse | High | ✅ Stable | | Long Reasoning Chains | High | ✅ Stable | | Bluffing / Overconfidence | High | ✅ Stable | | Semantic ≠ Embedding | Medium | ✅ Stable | | Logic Collapse & Recovery | Very High | ✅ Stable | | Memory Breaks Across Sessions | High | ✅ Stable | | Debugging Black Box | Medium | ✅ Stable | | Entropy Collapse | High | ✅ Stable | | Creative Freeze | Medium | ✅ Stable | | Symbolic Collapse | Very High | ✅ Stable | | Philosophical Recursion | Very High | ✅ Stable | | Multi‑Agent Chaos | Very High | ✅ Stable | \*Difficulty = gap between default LLM ability and a production‑ready fix; “Very High” means almost no off‑the‑shelf tool tackles it. --- ### 🛠 How to Use These Docs Each problem page covers: 1. **Symptoms** – what the failure looks like 2. **Root Causes** – why standard pipelines break 3. **Module Breakdown** – which WFGY parts fix it 4. **Status & Examples** – code or demo you can run now Missing issue? Open an Issue or PR—real failure traces especially welcome. --- ### 🧭 Specialized Maps - [RAG Problem Table](./RAG_Problems.md) – retrieval‑augmented generation failures - [Multi‑Agent Chaos Map](./Multi-Agent_Problems.md) – coordination, memory, role drift - [Symbolic & Logic Trap Map](./Symbolic_Logic_Problems.md) – paradox, recursion, formal proofs - [Long‑Context Stress Map](./LongContext_Problems.md) – 100k‑token stability, noisy PDFs - [Multimodal Reasoning Map](./Multimodal_Problems.md) – text + image + code alignment - [Safety Boundary Map](./Safety_Boundary_Problems.md) – knowledge gaps, jailbreaks, policy limits --- ### 🔗 Quick‑Start Downloads (60 sec) | Tool | Link | 3‑Step Setup | |------|------|--------------| | **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>” | | **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 | > **Like the project?** A ⭐ on GitHub is the best thank‑you. > ↩︎ [Back to WFGY Home](https://github.com/onestardao/WFGY)