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ProblemMap/GlobalFixMap/Multimodal_LongContext/multi-seed-consistency.md
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# Multi-Seed Consistency — Multimodal Long Context
<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 the same multimodal query produces divergent outputs across seeds, context length, or session restarts, reasoning collapses and trust degrades.
This page defines probes and guardrails to enforce consistency across seeds.