WFGY/ProblemMap/GlobalFixMap/Multimodal_LongContext

Multimodal & Long-Context — Global Fix Map

🏥 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.

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What this page is

• 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.

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When to use

• 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.

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Common failure patterns

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

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Acceptance targets

• 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

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Fix in 60 seconds

1. Pick one failing case
   (e.g. caption does not match paragraph). Keep a reference screenshot.

2. Measure ΔS and λ
   Run 3 paraphrases × 2 modality seeds. Look for flips.

3. Check anchors
   Verify snippet_id, modality_id, section_id across text–vision.

4. Patch minimally
   Re-align anchors, enforce schema, drop hallucinated spans, re-run with guardrails.

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🔗 Quick-Start Downloads (60 sec)

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

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Explore More

Module	Description	Link
WFGY Core	Canonical framework entry point	View
Problem Map	Diagnostic map and navigation hub	View
Tension Universe Experiments	MVP experiment field	View
Recognition	Where WFGY is referenced or adopted	View
AI Guide	Anti-hallucination reading protocol for tools	View

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