Try out Search Atlas with a 7-day free trial here: https://searchatlas.com/?utm_source=louis_bouchard&utm_medium=influencer_youtube&utm_campaign=q1_inf_cam&utm_content=primary_link ► Our book Building LLMs for Production: https://amzn.to/4bqYU9b ►Twitter: https://twitter.com/Whats_AI ►My Newsletter (My AI updates and news clearly explained): https://louisbouchard.substack.com/ ►Join Our AI Discord: https://discord.gg/learnaitogether How to start in AI/ML - A Complete Guide: ►https://www.louisbouchard.ai/learnai/ Become a member of the YouTube community, support my work and get a cool Discord role : https://www.youtube.com/channel/UCUzGQrN-lyyc0BWTYoJM_Sg/join References & Links: Latent Diffusion Models (Technical Overview) https://people.cs.vt.edu/chris/cs6804_spring2023/slides/apoorv_generation.pdf FLUX.2 — Black Forest Labs https://bfl.ai/blog/flux-2 FLUX.2 Dev Model https://flux-2.dev FLUX.2 Dev (Replicate Documentation) https://replicate.com/black-forest-labs/flux-2-dev/readme Flow Matching & Rectified Flow (Comparative Analysis) https://datasharepro.in/a-comparative-technical-analysis-of-open-source-video-generation-tencents-hunyuanvideo-vs-alibabas-wan2-1/ Nano Banana — Google DeepMind https://deepmind.google/models/gemini-image/ Autoregressive Model Beats Diffusion (LLaMA for Image Generation) https://arxiv.org/abs/2406.06525 Chapters: 0:00 Hey! Tap the Thumbs Up button and Subscribe. You'll learn a lot of cool stuff, I promise. 00:41 The Big Misconception: AI is not just a collage 01:21 Tool Recommendation: Search Atlas for Content Ideas 02:07 Workflow: From Prompts to Pixels 03:24 What the Model Actually Learns (Statistical Maps) 05:20 Understanding Latent Space and Compression 07:28 Family 1: Diffusion (Refining from Noise) 10:46 Evolution of Diffusion: From U-Net to Transformers 12:52 Family 2: Auto-regressive Generation (Token by Token) 14:44 Why Auto-regressive Models (like NanoBanana) Feel Different 15:41 The Role of Attention in Steering Generation 17:17 Text-to-Image vs. Image Editing 19:12 Louis-François’s Personal Thumbnail Generation Process 20:18 Handling Typography and Advanced Controls #ai #vlm #computervision