[MR V2] Migrate to Model Runner V2

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Squashed migration rebased onto current main. Collapses the 46-commit
dev/migrate-MR-v2 history (10 merge commits + superseded pre-rebase work)
into a single commit, so the diff reflects only the genuine MR-V2 feature
(worker_v2/ runners + model_states, omni schedulers, stage engine pipeline,
pooling_output serialization bridge). Content already merged to main
separately (step_audio2, tts_adapters, npu/_310p, etc.) drops out.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

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Taichang ZhouandClaude Opus 4.8 committed 2026-06-20 07:19:40 +00:00

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commit 9678ae58cf

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docs/design/feature/qwen3_omni_thinker_mr_v2.md

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