# 📒 Map-E · Long‑Context Stress Problem Map

Mega‑prompts—>100 k tokens, entire book dumps, OCR‑noisy PDFs—overwhelm ordinary LLM pipelines.  
WFGY keeps reasoning stable with adaptive ΔS, chunk‑mapping, and sliding Tree windows.

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## 🤔 Typical Long‑Context Crashes

| Stressor | What Standard Systems Do |
|----------|--------------------------|
| 100 k+ tokens | Memory wipe or truncated output |
| Mixed domains | Topic bleed, incoherent jumps |
| Duplicate sections | Infinite loops / “as mentioned above” spam |
| OCR noise | Hallucination or garbage sentences |

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## 🛡️ WFGY Countermeasures

| Stressor | WFGY Module | Remedy | Status |
|----------|-------------|--------|--------|
| 100 k+ tokens | **Chunk‑Mapper** + Sliding Tree | Splits doc into ΔS‑balanced chunks, streams into window | 🛠 Beta |
| Mixed domains | Per‑domain ΔS fork | Separate Tree branch per domain; no bleed | ✅ |
| Duplicate sections | **BBMC** dedupe scan | Detects near‑identical residue, collapses | ✅ |
| PDF OCR noise | BBMC noise filter | Drops >80 % low‑entropy lines | ✅ |

---

## ✍️ Demo — 150 k‑Token PDF Dump

```txt
1️⃣  Start
> Start

2️⃣  Upload huge PDF text
> [paste or stream]

WFGY process:
• Chunk‑Mapper splits into 8 k‑token slices  
• For each slice: ΔS calc → Tree node → sliding window  
• Duplicate residue removed (413 sections merged)  
• OCR noise filtered (ΔS noise gate at 0.8)  
• Final summary or Q&A runs with stable context
````

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## 🛠 Module Cheat‑Sheet

| Module                  | Role                               |
| ----------------------- | ---------------------------------- |
| **Chunk‑Mapper**        | Adaptive split by semantic tension |
| **Sliding Tree Window** | Keeps only relevant slices active  |
| **ΔS Metric**           | Guides chunk size & window hop     |
| **BBMC**                | Dedupe + noise filter              |
| **BBPF**                | Forks domain branches if needed    |

---

## 📊 Implementation Status

| Feature             | State                 |
| ------------------- | --------------------- |
| Chunk‑Mapper        | 🛠 Beta (public soon) |
| Sliding Tree window | ✅ Stable              |
| Cross‑domain fork   | ✅ Stable              |
| OCR noise filter    | ✅ Stable              |
| GUI chunk viewer    | 🔜 Planned            |

---

## 📝 Tips & Limits

* For >150 k tokens, set `chunk_max = 6k` for faster pass.
* Use `tree pause` to inspect each domain branch before auto‑merge.
* Share monster PDFs in **Discussions**—they stress‑test Chunk‑Mapper.

---

### 🔗 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 |

---

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### Explore More

| Layer | Page | What it’s for |
| --- | --- | --- |
| Proof | [WFGY Recognition Map](/recognition/README.md) | External citations, integrations, and ecosystem proof |
| Engine | [WFGY 1.0](/legacy/README.md) | Original PDF based tension engine |
| Engine | [WFGY 2.0](/core/README.md) | Production tension kernel and math engine for RAG and agents |
| Engine | [WFGY 3.0](/TensionUniverse/EventHorizon/README.md) | TXT based Singularity tension engine, 131 S class set |
| Map | [Problem Map 1.0](/ProblemMap/README.md) | Flagship 16 problem RAG failure checklist and fix map |
| Map | [Problem Map 2.0](/ProblemMap/rag-architecture-and-recovery.md) | RAG focused recovery pipeline |
| Map | [Problem Map 3.0](/ProblemMap/wfgy-rag-16-problem-map-global-debug-card.md) | Global Debug Card, image as a debug protocol layer |
| Map | [Semantic Clinic](/ProblemMap/SemanticClinicIndex.md) | Symptom to family to exact fix |
| Map | [Grandma’s Clinic](/ProblemMap/GrandmaClinic/README.md) | Plain language stories mapped to Problem Map 1.0 |
| Onboarding | [Starter Village](/StarterVillage/README.md) | Guided tour for newcomers |
| App | [TXT OS](/OS/README.md) | TXT semantic OS, fast boot |
| App | [Blah Blah Blah](/OS/BlahBlahBlah/README.md) | Abstract and paradox Q and A built on TXT OS |
| App | [Blur Blur Blur](/OS/BlurBlurBlur/README.md) | Text to image with semantic control |
| App | [Blow Blow Blow](/OS/BlowBlowBlow/README.md) | Reasoning game engine and memory demo |

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