IdeaRadar
VRAM-safe video runner for mid‑GPU creators using WAN/LTX‑2/SeedVR2
Prevent OOM crashes and resume renders on 8–12GB GPUs
Score 8.0/10 · Build now
Smart tools
23 February 2026
Proof at a glance
8.0 out of 10. Score 8.0/10 · Build now
The problem
Independent creators using ComfyUI and mid‑range 8–12GB NVIDIA cards run 1–5 client clips a week. They hit OOM crashes at the last step, losing 2–8 hours of render time and sometimes a $50–$500 client job. Existing UIs only show raw VRAM usage; they don’t predict node spikes, choose model variants, or checkpoint latents before a fatal decode.
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