# 📒 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. --- ## 🤔 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 | --- ## 🛡️ 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 ```` --- ## 🛠 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://zenodo.org/records/15630969) | 1️⃣ Download · 2️⃣ Upload to LLM · 3️⃣ Ask “Summarize using WFGY + \” | | **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 | --- ### 🧭 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. > 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).
[![WFGY Main](https://img.shields.io/badge/WFGY-Main-red?style=flat-square)](https://github.com/onestardao/WFGY)   [![TXT OS](https://img.shields.io/badge/TXT%20OS-Reasoning%20OS-orange?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS)   [![Blah](https://img.shields.io/badge/Blah-Semantic%20Embed-yellow?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlahBlahBlah)   [![Blot](https://img.shields.io/badge/Blot-Persona%20Core-green?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlotBlotBlot)   [![Bloc](https://img.shields.io/badge/Bloc-Reasoning%20Compiler-blue?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlocBlocBloc)   [![Blur](https://img.shields.io/badge/Blur-Text2Image%20Engine-navy?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlurBlurBlur)   [![Blow](https://img.shields.io/badge/Blow-Game%20Logic-purple?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlowBlowBlow)