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← Prometheans 100+ Soumith Chintala

Created PyTorch, Meta AI research

Soumith Chintala

AI Research — Meta

Profile

Soumith Chintala co-created PyTorch — the framework that runs most of AI research and a growing share of production AI. If you’ve ever written import torch, you’ve used his work. PyTorch wasn’t the obvious winner when it shipped in 2016. TensorFlow had Google’s weight behind it and was the safe enterprise bet. PyTorch won anyway because it felt natural to write, debugged like normal Python, and trusted researchers to know what they wanted. That bet — usability over corporate polish — shaped a decade of AI.

He spent eleven years at Meta (then Facebook AI Research), rising to VP of AI Infrastructure and Meta Fellow. Along the way he co-authored DCGAN with Alec Radford and Luke Metz — one of the foundational GAN papers that made generative models actually trainable — and later Wasserstein GAN, which fixed a lot of what DCGAN couldn’t. He’s been publicly honest about eventually giving up on GANs as a stable training paradigm — a rare thing in a field where people rarely admit when a line of work doesn’t pan out.

In November 2025 he left Meta. In January 2026 he joined Thinking Machines Lab, Mira Murati’s startup, as CTO. The move signals something: the center of gravity in open AI infrastructure is shifting from the hyperscalers to a new crop of labs staking out ground between frontier closed models and the research commons.

For developers learning AI, Soumith is worth following because he thinks out loud about the full stack — the framework, the hardware, the community, the trade-offs. He grew up in Hyderabad, went to a tier-2 engineering school (VIT), got rejected from most of his grad school applications, did his MS at NYU, and then spent a decade quietly building the tool everyone else builds on top of. His story is a useful counter to the Stanford-pedigree narrative of how AI gets made.

Key Articles & Papers

PyTorch: An Imperative Style, High-Performance Deep Learning Library 2019 — The canonical PyTorch paper. Explains the design decisions — imperative execution, Pythonic API, autograd — that beat TensorFlow's static graphs. Unsupervised Representation Learning with Deep Convolutional GANs (DCGAN) 2015 — The architectural recipe that made GANs actually trainable. Required reading for anyone studying generative models. Wasserstein GAN 2017 — Co-authored with Arjovsky and Bottou. Replaced the original GAN loss with something mathematically cleaner and far more stable to train. Automatic Differentiation in PyTorch 2017 — The NeurIPS workshop paper that introduced PyTorch to the research world. Deep Generative Image Models using a Laplacian Pyramid of Adversarial Networks (LAPGAN) 2015 — Early work on coarse-to-fine GAN generation. Set the stage for DCGAN months later. Leaving Meta and PyTorch 2025 — His own write-up on stepping down after eleven years. Reflective, specific about what he learned, honest about why he wants to start something small again. Open Source AI is AI We Can Trust — Latent Space interview 2024 — Long-form conversation on tinygrad, Mojo, MLX, the PyTorch mafia, and what open source AI needs to win. Soumith Chintala on The Gradient Podcast 2023 — Deep dive on his journey, framework design trade-offs, the state of ML tooling, and PyTorch 2.0. Soumith's personal site 2026 — His curated index of talks, papers, and media. The authoritative source for what he's actually working on.

Spotify Podcasts

Soumith Chintala: PyTorch
Soumith Chintala: PyTorch
The Story Behind PyTorch and the Community Who Maintains It, with Soumith Chintala
The Story Behind PyTorch and the Community Who Maintains It, with Soumith Chintala
Exploring PyTorch and Open-Source Communities with Soumith Chintala, VP/Fellow of Meta, Co-Creator of PyTorch
Exploring PyTorch and Open-Source Communities with Soumith Chintala, VP/Fellow of Meta, Co-Creator of PyTorch
Soumith Chintala: Meta’s AI Strategy, PyTorch, and Llama
Soumith Chintala: Meta’s AI Strategy, PyTorch, and Llama
Open Source AI is AI we can Trust — with Soumith Chintala of Meta AI
Open Source AI is AI we can Trust — with Soumith Chintala of Meta AI
Pytorch: Fast Differentiable Dynamic Graphs in Python with Soumith Chintala - TWiML Talk #70
Pytorch: Fast Differentiable Dynamic Graphs in Python with Soumith Chintala - TWiML Talk #70
Ep 5- TWO REAL ft. ‪Sumit Sourav‬
Ep 5- TWO REAL ft. ‪Sumit Sourav‬
సోమరి పిశాచం ll Somari Pisacham
సోమరి పిశాచం ll Somari Pisacham
LT : Futur is Bright - Sumit Bahjadur
LT : Futur is Bright - Sumit Bahjadur

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