No PriorsNo Priors Ep. 3 | With Stability AI’s Emad Mostaque
At a glance
WHAT IT’S REALLY ABOUT
Stability AI’s Emad Mostaque Bets On Open Models Powering Humanity’s Future
- Emad Mostaque traces his path from hedge funds to founding Stability AI, driven by personal experiences with autism, COVID research, and a belief that AI should be open infrastructure available to everyone. He explains how Stability catalyzed the open-source ecosystem in image, language, and biology models, and why he thinks foundation models will ultimately be open while private firms focus on instruction-tuning and fine-tuning. Mostaque outlines Stability’s multimodal work across media and computational biology, its close cooperation with governments and academia, and its focus on deployable, customizable models rather than ever-larger ones. He also discusses global adoption dynamics, democratic implications, and why we need regulation and standards around large models, data usage, and AI-driven manipulation while prioritizing “intelligence augmentation” over the pursuit of AGI.
IDEAS WORTH REMEMBERING
5 ideasOpen-source foundation models will likely dominate the deep-learning layer.
Mostaque argues that governments, academia, and coordinated open efforts will have more compute and broader incentives than any single private company, making core base models an open infrastructure layer while businesses compete on instruction-tuning, fine-tuning, and applications.
Smaller, optimized, and combined models can rival or surpass giant monoliths.
He highlights work like Chinchilla, FLAN, and Med-PaLM to show that better data, instruction-tuning, and specialized fine-tuning can make smaller models highly capable, and predicts a future where many interoperating models outperform a single gargantuan system.
Media and creative workflows are already being structurally reshaped by generative AI.
From Stable Diffusion to video and audio models, studios are saving millions, creators gain powerful tools, and visual communication becomes accessible to non-experts—transforming everything from film production to everyday meme-making and art therapy.
Emerging markets may leapfrog the West with AI-native education and healthcare.
By building AI-first systems in places with minimal legacy infrastructure, Stability and partners are already demonstrating rapid gains (e.g., tablet-based literacy in refugee camps), which could outpace Western systems and later feed back improvements.
Computational biology and medical AI will be a major frontier for open models.
Projects like OpenFold, DNA diffusion, BioLM, and planned open Med-PaLM–style models aim to standardize and democratize powerful tools for protein folding, drug discovery, and medical reasoning, potentially bringing top-tier care insights to anyone with a phone.
WORDS WORTH SAVING
5 quotesI don't care about AGI except for it not killing us.
— Emad Mostaque
Foundation models will all be open source for the deep learning phase.
— Emad Mostaque
We are the only independent multimodal AI company in the world.
— Emad Mostaque
If you're not embracing this in the West, you're gonna fall behind.
— Emad Mostaque
Small models will outperform large models massively… you will see ChatGPT-level models running on the edge on smartphones in five years.
— Emad Mostaque
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