🏥 Quick Return to Emergency Room
You are in a specialist desk.
For full triage and doctors on duty, return here:
- WFGY Global Fix Map — main Emergency Room, 300+ structured fixes
- WFGY Problem Map 1.0 — 16 reproducible failure modes
Think of this page as a sub-room.
If you want full consultation and prescriptions, go back to the Emergency Room lobby.
A friendly hub to keep text, vision, audio, and structured signals stable inside long context windows.
Use this folder when models collapse, drift, or desync under multimodal fusion or cross-sequence reasoning.
- A compact map of failure patterns unique to multimodal + long-context.
- Each page gives you symptoms → root cause → WFGY guardrails.
- Works with schema-level fixes only (no infra changes required).
- Every fix is measurable and reproducible using ΔS, λ, and E_resonance.
- Text and vision anchors misalign beyond 50k–100k tokens.
- Captions collapse or disappear when windows grow.
- Visual snippets appear but point to the wrong text.
- Multi-hop reasoning flips answers across modalities.
- Cross-sequence fusion drops or swaps semantic anchors.
| Page | Symptom (what you see) | Likely root cause | Fix route |
|---|---|---|---|
| alignment-drift.md | Text and image pairs gradually diverge across long windows | Context length weakens positional anchors | Re-anchor at checkpoints, enforce ΔS probe |
| anchor-misalignment.md | Citations point to wrong caption/image | Inconsistent anchor_id across modalities |
Add schema guardrail to enforce anchor IDs |
| boundary-fade.md | Signals near context edge disappear | Context window cutoff, padding ignored | Boundary probes, chunk anchors at joins |
| caption-collapse.md | Captions vanish or repeat when context grows | Fusion loses reference alignment | Use caption schema, enforce cite-first |
| cross-modal-bootstrap.md | Model never uses one modality | Missing initialization anchors | Add bootstrap token + schema lock |
| cross-modal-trace.md | Hard to verify which modality answer came from | No traceability field | Require modality_id and source_url in snippet |
| desync-amplification.md | Small anchor misalignments grow into collapse | Weak λ convergence across modalities | Run multi-seed probes, lock λ variance |
| desync-anchor.md | Anchors for vision vs text drift apart silently | Schema mismatch at join | Enforce alignment with ΔS ≤ 0.50 |
| echo-loop.md | Answer repeats cross-modality content | Fusion loopback between modalities | Add dedupe guardrail, enforce λ drop |
| fusion-blindspot.md | One modality is ignored entirely | Fusion weights collapse | Hybrid retriever weighting, enforce balance |
| fusion-latency.md | Delay in syncing vision vs text streams | Async fusion queue | Add latency probe, resync alignment |
| modal-bridge-failure.md | Text → Image reasoning chain breaks mid-hop | Bridge tokens dropped | Schema lock for bridge anchors |
| modality-dropout.md | Whole modality disappears mid-sequence | Token truncation or stream loss | Re-chunk, enforce modality coverage |
| modality-swap.md | Image and text roles flip silently | Anchor IDs reused wrongly | Explicit modality_role field required |
| multi-hop-collapse.md | Multi-hop reasoning stops using one modality | Missing cross-hop anchors | Add cross-hop continuity guardrail |
| multi-seed-consistency.md | Different seeds give different modalities | λ non-convergent | Probe across seeds, enforce stability |
| multimodal-fusion-break.md | Fusion fails when 3+ modalities | Overload in join schema | Use staged fusion, test ΔS at each join |
| phantom-visuals.md | Model hallucinates new images | Weak anchor trace | Enforce trace schema, drop hallucinated spans |
| reference-bleed.md | Answer pulls from wrong modality reference | No modality fence | Add fence keys (modality_id) |
| semantic-anchor-shift.md | Anchors shift mid-context | Anchor ID reused | Audit schema, reset anchor IDs |
| signal-drop.md | Structured data missing mid-run | Serialization loss | Add schema field for signal_id |
| spatial-fusion-error.md | Wrong layout in multimodal outputs | Spatial anchors lost | Enforce bounding-box schema |
| sync-loop.md | Model stuck repeating stale multimodal state | Old anchors not cleared | Add state reset guardrail |
| time-sync-failure.md | Audio/text/video out of sync | Missing time index alignment | Require time_index schema |
| visual-anchor-shift.md | Visual anchors move between runs | Vision embeddings unstable | Lock anchor IDs + ΔS probes |
- ΔS(question, retrieved) ≤ 0.45
- ΔS across modality joins ≤ 0.50
- Coverage ≥ 0.70 for intended anchors
- λ convergent across 3 paraphrases and 2 modality-seeds
- E_resonance stable across text–vision–audio triads
-
Pick one failing case
(e.g. caption does not match paragraph). Keep a reference screenshot. -
Measure ΔS and λ
Run 3 paraphrases × 2 modality seeds. Look for flips. -
Check anchors
Verifysnippet_id,modality_id,section_idacross text–vision. -
Patch minimally
Re-align anchors, enforce schema, drop hallucinated spans, re-run with guardrails.
| Tool | Link | 3-Step Setup |
|---|---|---|
| WFGY 1.0 PDF | Engine Paper | 1️⃣ Download · 2️⃣ Upload · 3️⃣ Ask “Answer using WFGY + ” |
| TXT OS | TXTOS.txt | 1️⃣ Download · 2️⃣ Paste into LLM · 3️⃣ Type “hello world” — OS boots instantly |
| Layer | Page | What it’s for |
|---|---|---|
| ⭐ Proof | WFGY Recognition Map | External citations, integrations, and ecosystem proof |
| ⚙️ Engine | WFGY 1.0 | Original PDF tension engine and early logic sketch (legacy reference) |
| ⚙️ Engine | WFGY 2.0 | Production tension kernel for RAG and agent systems |
| ⚙️ Engine | WFGY 3.0 | TXT based Singularity tension engine (131 S class set) |
| 🗺️ Map | Problem Map 1.0 | Flagship 16 problem RAG failure taxonomy and fix map |
| 🗺️ Map | Problem Map 2.0 | Global Debug Card for RAG and agent pipeline diagnosis |
| 🗺️ Map | Problem Map 3.0 | Global AI troubleshooting atlas and failure pattern map |
| 🧰 App | TXT OS | .txt semantic OS with fast bootstrap |
| 🧰 App | Blah Blah Blah | Abstract and paradox Q&A built on TXT OS |
| 🧰 App | Blur Blur Blur | Text to image generation with semantic control |
| 🏡 Onboarding | Starter Village | Guided entry point for new users |
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