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Zero‑Idle‑RAM Postgresql Skip‑Locked Scheduling for Hailuo H3‑Augmented MiniMax Direct with CIEDE2000 Consistency Enforcement

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Zero‑Idle‑RAM PostgreSQL Skip‑Locked Scheduling for Hailuo H3‑Augmented MiniMax Direct with CIEDE2000 Consistency Enforcement 1. The Core Bottleneck Most AI media pipelines bleed memory. Workers sit on allocated VRAM between requests, schedulers poll Postgres without SKIP LOCKED , and colour drift…

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  1. 2026-09-30 14:56 · DEV Community — AI
    Zero‑Idle‑RAM Postgresql Skip‑Locked Scheduling for Hailuo H3‑Augmented MiniMax Direct with CIEDE2000 Consistency Enforcement

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