A product discussed on AI Engineer.

You Might Not Need 50 Diffusion Steps — Ziv Ilan, Nvidia
Jun 16, 2026 · 18:46
Nvidia's Ziv Ilan explains how combining quantization, caching, and step distillation enables near real-time video diffusion on a single Blackwell B200 GPU. Working with Black Forest Labs on Flux 2, dynamic quantization reduces memory and compute, caching skips redundant denoising steps, and distillation cuts steps from fifty to as few as one. The open-source FastGen repo packages these post-training and sharding techniques, achieving 10–200x speedups for real-time generation.

FLUX, Open Research, and the Future of Visual AI — Stephen Batifol, Black Forest Labs
May 8, 2026 · 22:32
Black Forest Labs (BFL), the team behind Stable Diffusion and Latent Diffusion, has released a series of open FLUX image models pushing toward visual intelligence. After FLUX.1 and the first open-source editing model FLUX Kontext (7–8 second edits), FLUX.2 achieved state-of-the-art text-to-image and multi-reference editing, and FLUX.2 Klein generates and edits in 300–500 milliseconds for near real-time use. BFL also published Self-Flow, a scalable self-supervised approach that trains multimodal models across images, video, audio, and actions without external encoders, outperforming baselines in all modalities. The episode explains how Self-Flow reduces artifacts (e.g., corrects text rendering and anatomy) and converges 70× faster with representation alignment. BFL’s roadmap includes world models that simulate geometry and interaction, aiming to train agents for robotics and automation.

The State of Generative Media - Gorkem Yurtseven, FAL
Jul 16, 2025 · 17:14
Gorkem Yurtseven, co-founder and CTO of fal.ai, argues generative media lowers creation's marginal cost to near zero, transforming advertising and e-commerce. He traces evolution from DALL·E 2 to open-source models like Stable Diffusion and FLUX, with the playing field evening quickly. Video models (Sora, Veo 3) are accelerating: fal's platform saw video usage jump from near zero to 30% of revenue, and he predicts the generative video market 100x-250x bigger than image. Advertising leads with hyper-personalized, interactive ads, like fal's A24 campaign turning selfies into toy soldiers. In e-commerce, virtual try-on is a proven product-market fit. Future real-time video generation will blur games and movies.
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