AI/ML●●Solid
"Be horse." – a diffusion language model on an M2 Air
Parallel token decoding beats autoregressive LLMs on throughput, if the math holds up.
Big BrainNiche Gem
encrux
1021mo ago
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Outpainting Avatar: The Last Airbender from 4:3 to 16:9
by markjgx·May 12, 2026·2 points·0 comments
AI Analysis
●●SolidRabbit HoleBig Brain
Temporally-aware diffusion model faithfully extends cel animation without cropping.
Strengths
- •Custom pipeline leverages existing frame details rather than hallucinating everything.
- •Demonstrates practical application of video-diffusion papers to specific animation style.
- •Preserves original artistic intent while adapting to modern widescreen formats.
Weaknesses
- •Research project without a usable tool or code repository for others to try.
- •Single use case limited to one specific show and aspect ratio conversion.
Category
Target Audience
Computer vision researchers and animation fans
Similar To
Runway ML · Pika Labs · Stable Video Diffusion
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