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Training a 210M text-to-image DiT from scratch on one GPU: what I measured [P]

Reddit r/MachineLearning · 3d ago

A detailed write-up on training a 210M text-to-image diffusion transformer from scratch on a single GPU, sharing key measurements on attention sinks, loss as a health signal, and timestep shifting benefits.

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#gpu-training

@corbin_braun: Yo @cursor_ai we need GPT-6 Astra ASAP

X AI KOLs Timeline · 2026-09-03 Cached

OpenAI launches GPT-6 Astra, an AI model trained on over 100,000 GPUs at the Texas Stargate site.

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#gpu-training

@askalphaxiv: Here’s an early sneak peak of OpenResearch, our brand new feature for reproducing and experimenting on top of papers We…

X AI KOLs Timeline · 2026-05-26 Cached

A new feature called OpenResearch allows reproducing and experimenting on papers, with a one-click template to train Vector Policy Optimization (VPO) on ToolRL, enabling diverse answer generation and improved test-time search.

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#gpu-training

@rohit4verse: Every night you're not running an autonomous research agent, you're hand-running experiments someone else automated mon…

X AI KOLs Timeline · 2026-05-25 Cached

Andrej Karpathy open-sourced an autonomous research agent that runs its own ML experiments overnight using a single GPU, automatically iterating on improvements by editing code and keeping changes that lower validation loss.

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