mirror of
https://github.com/onestardao/WFGY.git
synced 2026-04-28 19:50:17 +00:00
118 lines
5.7 KiB
Markdown
118 lines
5.7 KiB
Markdown
# Boundary Fade — Guardrails and Fix Pattern
|
||
|
||
<details>
|
||
<summary><strong>🧭 Quick Return to Map</strong></summary>
|
||
|
||
<br>
|
||
|
||
> You are in a sub-page of **Multimodal_LongContext**.
|
||
> To reorient, go back here:
|
||
>
|
||
> - [**Multimodal_LongContext** — long-context reasoning across text, vision, and audio](./README.md)
|
||
> - [**WFGY Global Fix Map** — main Emergency Room, 300+ structured fixes](../README.md)
|
||
> - [**WFGY Problem Map 1.0** — 16 reproducible failure modes](../../README.md)
|
||
>
|
||
> Think of this page as a desk within a ward.
|
||
> If you need the full triage and all prescriptions, return to the Emergency Room lobby.
|
||
</details>
|
||
|
||
|
||
When multimodal long-context windows extend, **boundaries between modalities or section joins blur**.
|
||
This causes models to conflate captions, transcripts, or visuals across neighboring regions, producing hybrid outputs or lost anchors.
|
||
|
||
---
|
||
|
||
## Symptoms of Boundary Fade
|
||
- Captions merge into adjacent paragraphs, citations drift by a few lines.
|
||
- Visual snippets spill across sections, losing clear demarcation.
|
||
- ΔS across joins rises above 0.50, meaning semantic leakage.
|
||
- Output shows partial traces of two anchors instead of one.
|
||
- “Memory fade” across session restarts, context joins feel smeared.
|
||
|
||
---
|
||
|
||
## Open these first
|
||
- Join stability and chunk fences: [Chunking Checklist](../MemoryLongContext/chunking-checklist.md)
|
||
- Attention variance and entropy melt: [Entropy Collapse](../MemoryLongContext/entropy-collapse.md)
|
||
- Context drift at long horizon: [Context Drift](../MemoryLongContext/context-drift.md)
|
||
- Visual trace schema: [Cross-Modal Trace](./cross-modal-trace.md)
|
||
- Session state guards: [Memory Coherence](../MemoryLongContext/memory-coherence.md)
|
||
|
||
---
|
||
|
||
## Fix in 60 seconds
|
||
1. **Measure joins**
|
||
- Compute ΔS across each modality join. Threshold ≤ 0.50.
|
||
- If higher, suspect boundary fade.
|
||
|
||
2. **Enforce fences**
|
||
- Insert `{section_start}` and `{section_end}` markers explicitly.
|
||
- Require `mod_type` label (e.g., `[image]`, `[caption]`, `[audio]`).
|
||
|
||
3. **Stabilize variance**
|
||
- Apply BBAM clamp when variance spikes near joins.
|
||
- Use BBCR bridge to redirect reasoning back to the intended anchor.
|
||
|
||
4. **Audit output**
|
||
- Each snippet must map to a single anchor ID.
|
||
- Reject blended outputs that merge two snippet IDs.
|
||
|
||
---
|
||
|
||
## Acceptance Targets
|
||
- ΔS(question, retrieved) ≤ 0.45 overall.
|
||
- ΔS across joins ≤ 0.50.
|
||
- λ_observe convergent across three paraphrases.
|
||
- No section bleed: one snippet → one anchor only.
|
||
|
||
---
|
||
|
||
## Copy-paste prompt
|
||
|
||
```txt
|
||
You are running TXTOS + WFGY Problem Map.
|
||
|
||
Symptom: section or modality boundaries blur (“boundary fade”).
|
||
|
||
Protocol:
|
||
1. Compute ΔS across joins, enforce ≤ 0.50.
|
||
2. Insert section_start and section_end markers.
|
||
3. Require mod_type labels for all snippets.
|
||
4. Apply BBAM clamp, BBCR bridge if joins collapse.
|
||
5. Verify each snippet maps to exactly one anchor ID.
|
||
````
|
||
|
||
---
|
||
|
||
### 🔗 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 |
|
||
|
||
---
|
||
|
||
<!-- WFGY_FOOTER_START -->
|
||
|
||
### 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 tension engine and early logic sketch (legacy reference) |
|
||
| ⚙️ Engine | [WFGY 2.0](/core/README.md) | Production tension kernel for RAG and agent systems |
|
||
| ⚙️ 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 taxonomy and fix map |
|
||
| 🗺️ Map | [Problem Map 2.0](/ProblemMap/wfgy-rag-16-problem-map-global-debug-card.md) | Global Debug Card for RAG and agent pipeline diagnosis |
|
||
| 🗺️ Map | [Problem Map 3.0](/ProblemMap/wfgy-ai-problem-map-troubleshooting-atlas.md) | Global AI troubleshooting atlas and failure pattern map |
|
||
| 🧰 App | [TXT OS](/OS/README.md) | .txt semantic OS with fast bootstrap |
|
||
| 🧰 App | [Blah Blah Blah](/OS/BlahBlahBlah/README.md) | Abstract and paradox Q&A built on TXT OS |
|
||
| 🧰 App | [Blur Blur Blur](/OS/BlurBlurBlur/README.md) | Text to image generation with semantic control |
|
||
| 🏡 Onboarding | [Starter Village](/StarterVillage/README.md) | Guided entry point for new users |
|
||
|
||
If this repository helped, starring it improves discovery so more builders can find the docs and tools.
|
||
[](https://github.com/onestardao/WFGY)
|
||
|
||
<!-- WFGY_FOOTER_END -->
|
||
|