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Simulating everything, sort of: The promise and limits of world models

Experts explain how they work, what they can do, and what's still unsettled.

AIFeaturesAnastasis GermanidisautoregressiveBen Mildenhalldeep learningdiffusionexplainerFei-Fei LiGWM-1physical AIRoboticsRunwayrunway aiVincent SItzmannWorld Labsworld modelsYann LeCun
Ars Technica Jul 13, 2026, 11:00 UTC
EN

Two labs race to make AI write whole paragraphs at once instead of word by word

Diffusion text models — which draft an entire block of text at once and then iteratively refine it, rather than generating one token at a time left…

diffusionopenweightgoogleinference
Dev.to Jul 1, 2026, 22:36 UTC
EN

One of the First Public HiDream-O1-Image LoRAs — and How to Train Your Own

TL;DR HiDream-O1-Image is one of the strongest open-weight text-to-image models out right now (it debuted around #8 in the Artificial Analysis T2I A…

loradiffusionhidreampeft
Dev.to May 26, 2026, 23:45 UTC
EN

HiDream Raw Output Failed Tried Dev-2604 VRAM Math Killed It Won with a Prompt Enhancer Instead

TL;DR HiDream-O1-Image 8B Full raw outputs collapse on plain Japanese prompts — both instruction-following and aesthetics fail at once Tried to swap…

hidreamdiffusionpromptengineeringgemini
Dev.to May 23, 2026, 07:18 UTC
EN

Long video generation blog: Six Approaches, One Decision

A few months ago we set ourselves a deceptively simple goal: produce coherent, high-quality video longer than 15 seconds, on a single GPU, in well u…

aimachinelearningmlengineeringdiffusion
Dev.to May 7, 2026, 09:35 UTC

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