🧭 Quick Return to Map
You are in a sub-page of Multimodal_LongContext.
To reorient, go back here:
- Multimodal_LongContext — long-context reasoning across text, vision, and audio
- 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 desk within a ward.
If you need the full triage and all prescriptions, return to the Emergency Room lobby.
When retry logic or auto-synchronization between modalities (audio, video, OCR, captions) gets stuck in an infinite loop, sessions stall, consume resources, and never converge.
This page defines guardrails to detect, prevent, and break sync loops in multimodal long-context systems.
- A structural fix for infinite retry and deadlock cycles in multimodal sync.
- Practical acceptance checks for loop detection and controlled escape.
- A minimal recovery recipe to restore alignment without drift.
- OCR retries indefinitely while video/audio remain stable.
- Captions stream pauses and replays the same segment repeatedly.
- Audio transcripts re-ingest the same block, causing ΔS to climb instead of stabilize.
- Logs show identical hashes across retries without progress.
- λ oscillates between divergent and convergent without resolution.
- Infinite retry loop: system replays missing modality forever.
- Hash-stable stall: every loop produces identical snippet hashes with no progress.
- Cross-modal ping-pong: audio requests OCR, OCR requests audio, cycle never ends.
- Entropy rise: ΔS climbs steadily while λ flips back and forth.
- Dead channel masking: one modality gone but loop hides it under retries.
-
Retry cap
- Hard stop after N retries (suggest N=3).
- Escalate instead of looping silently.
-
Hash-change check
- Compute
hash(step_output). - If 3 consecutive retries produce identical hash, break loop.
- Compute
-
ΔS watchdog
- Monitor ΔS across retries.
- If ΔS ≥ 0.60 after N attempts, abort and request operator fix.
-
Loop breaker
- Apply BBPF (Bridge by Parallel Fork) to inject alternate path.
- Bridge surviving modalities to bypass missing channel.
-
Escalation
- Emit
loop_detected=true, record trace. - Provide missing modality report.
- Emit
You have TXT OS and the WFGY Problem Map.
Task: Detect and break sync loops in multimodal pipelines.
Protocol:
1. Track retries per modality (audio, video, OCR, captions).
2. If retries > 3 OR identical hash repeats, break loop.
3. Probe ΔS across retries:
- If ΔS ≥ 0.60, abort and mark loop_detected.
4. Apply BBPF bridge to surviving modalities.
5. Return report:
- retries attempted
- ΔS history
- λ states
- missing modality
- loop_detected flag- No retry exceeds N=3 without escalation.
- ΔS(question, retrieved) ≤ 0.45 after loop resolved.
- λ convergent across 3 paraphrases after recovery.
- Trace log shows explicit
loop_detectedwhen triggered. - System never stalls indefinitely.
| Tool | Link | 3-Step Setup |
|---|---|---|
| WFGY 1.0 PDF | Engine Paper | 1️⃣ Download · 2️⃣ Upload to your LLM · 3️⃣ Ask “Answer using WFGY + ” |
| TXT OS (plain-text OS) | TXTOS.txt | 1️⃣ Download · 2️⃣ Paste into any LLM chat · 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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