# Multimodal & Long-Context — Global Fix Map A compact hub to stabilize reasoning and retrieval when multiple modalities (text, vision, audio, structured signals) interact across **long contexts**. Use this folder when models drift, collapse, or desync under multimodal fusion, large windows, or cross-sequence memory. --- ## What this page is * A structural map of **failure patterns unique to multimodal long-context use**. * Each failure gets its own page with symptoms, root cause, and WFGY guardrails. * Works **without infra changes** — guardrails and schema fixes only. * Acceptance targets (ΔS, λ, E\_resonance) are measurable and reproducible. --- ## When to use * Model drifts when text and vision anchors must align over >50k tokens. * Citations or captions collapse when context grows. * Visual snippets appear but misalign with cited text. * Multi-hop reasoning mixes modalities but loses semantic anchor. * Long chains flip answers when fusing embeddings from multiple sources. --- ## Common failure patterns * [alignment-drift.md](./alignment-drift.md) * [anchor-misalignment.md](./anchor-misalignment.md) * [boundary-fade.md](./boundary-fade.md) * [caption-collapse.md](./caption-collapse.md) * [cross-modal-bootstrap.md](./cross-modal-bootstrap.md) * [cross-modal-trace.md](./cross-modal-trace.md) * [desync-amplification.md](./desync-amplification.md) * [desync-anchor.md](./desync-anchor.md) * [echo-loop.md](./echo-loop.md) * [fusion-blindspot.md](./fusion-blindspot.md) * [fusion-latency.md](./fusion-latency.md) * [modal-bridge-failure.md](./modal-bridge-failure.md) * [modality-dropout.md](./modality-dropout.md) * [modality-swap.md](./modality-swap.md) * [multi-hop-collapse.md](./multi-hop-collapse.md) * [multi-seed-consistency.md](./multi-seed-consistency.md) * [multimodal-fusion-break.md](./multimodal-fusion-break.md) * [phantom-visuals.md](./phantom-visuals.md) * [reference-bleed.md](./reference-bleed.md) * [semantic-anchor-shift.md](./semantic-anchor-shift.md) * [signal-drop.md](./signal-drop.md) * [spatial-fusion-error.md](./spatial-fusion-error.md) * [sync-loop.md](./sync-loop.md) * [time-sync-failure.md](./time-sync-failure.md) * [visual-anchor-shift.md](./visual-anchor-shift.md) --- ## Acceptance targets * ΔS(question, retrieved) ≤ 0.45 * ΔS across modality joins ≤ 0.50 * Coverage ≥ 0.70 for intended anchors * λ remains convergent across three paraphrases and two modality-seeds * E\_resonance stable across text–vision–audio triads --- ### 🔗 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 + \” | | **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 | --- ### 🧭 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)