wmdrift
Diagnostics for autoregressive video world models - quantifies camera drift, temporal jitter, memory attenuation, and quality decay from rollouts.
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GITHUB · launched Sep 13, 2026 · 16 upvotes (top 48%) · 0 views
Niche: ai benchmarking platforms · 145 launches, 4 in the last 7 days ▼ -56% · Explore this niche →
Category and tags
- Horizontal
- Observability & eval
- Developer
- AI-native
- Hobby / open-source project
- clip
- computer-vision
- diagnostics
- evaluation
- lpips
- opencv
- +4 more
Visit website ↗ Source listing ↗
More like this: all 145 launches in ai benchmarking platforms →
Could you build this?
Partial The CLI harness and reporting metrics can be vibe-coded, but calculating precise camera drift, temporal jitter, and rollout decay across autoregressive video world models requires specialized computer vision and optical flow evaluation pipelines.
What it would actually take: Requires integrating computer vision toolkits (RAFT/FlowNet for optical flow, Structure from Motion / COLMAP for camera pose estimation, and perceptual quality metrics like FVD/LPIPS). The primary difficulty is robustly separating camera motion drift from semantic object deformation across autoregressive rollouts without ground-truth 3D tracks. Requires domain knowledge in generative video architectures and 3D vision geometry.
Competitors
Other products that read as similar to this one : 2122 launches clear the similarity bar, closest 8 shown.
Attention rank: #1029 of 2123 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 317 days after the earliest competitor.
- Looking-Ahead · github · 2026-10-21 · 105 upvotes · similarity 0.71
- HoneyComb · github · 2026-09-29 · 23 upvotes · similarity 0.70
- DASA · github · 2026-10-13 · 29 upvotes · similarity 0.68
- worldflow · github · 2026-10-29 · 17 upvotes · similarity 0.66
- World-from-Motion · github · 2026-10-15 · 17 upvotes · similarity 0.65
- kandinsky-6-sr · github · 2026-10-05 · 15 upvotes · similarity 0.64
- Self_Gradient_Forcing_Plus · github · 2026-10-07 · 103 upvotes · similarity 0.63
- roboworm · github · 2026-10-29 · 44 upvotes · similarity 0.62
The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.