At IROS 2026, 8 dedicated sessions focus on VLA models, which turn an image and text instruction into robot actions. Force and tactile sensing also appear throughout because cameras alone are not enough for dexterous work.
Diffusion and flow matching now generate robot movements, not images. Humanoid work covers walking and whole-body control, while one competition had robots assembled IKEA furniture themselves.
Reinforcement learning and imitation learning appear in almost every second paper. Robots can already do a lot, but data remains the bottleneck. Unlike language models, they are only starting to build a training pool.
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The companies open-sourced tools for Huawei Ascend, now the main Chinese AI accelerators used by local startups. The software gap is the hard part: the industry has spent 10+ years writing for Nvidia CUDA.
The release includes DeepGEMM for matrix multiplication and DeepEP for chip-to-chip communication. Their APIs match Nvidia versions, so existing code needs almost no rewriting.
The stack runs on TileLang. Its compiler now handles scheduling and data synchronization instead of requiring manual code. DeepSeek says its training kernels already run on Ascend. This covers kernel writing, not the full CUDA stack.
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The worldโs biggest AI companies signed a safe AI agreement with the White House.
But under Donald Trumpโs signature, โpresident of the United Statesโ became โpresident unites the States.โ
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According to Bloomberg, new CEO John Ternus wants Apple to release products more often than at its major autumn and spring presentations. He says faster launches and more experiments are needed to stay competitive in the AI era.
Ternus is also considering fewer management layers between engineers and top executives. Over the past 2 weeks, the hardware development team has shed some engineering program managers. Bloomberg reported earlier cuts in the Siri and Vision Pro teams in August.
The rumored pipeline includes a new HomePod mini and iPad mini. Apple is also reportedly working on a new Apple TV 4K, camera-equipped AirPods, touchscreen MacBooks, plus a special iPhone for its 20th anniversary.
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Anthropic estimates that robots can already perform 74% of physical work tasks in the US under at least some conditions. With LLMs added, the figure reaches 81% of all work.
The most exposed roles are mostly vehicle operators. Waste sorting is another example. Waymo robotaxis and autonomous tractors show how the shift works. Sorting robots target recycling work.
With LLMs alone, transport and moving work had under 15% exposure. Robots raise it to about 90%. But exposure means technology can perform part of a job. Robots are currently cost-competitive with humans in only 0.3% of tasks.
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The model generates clips from text, animates an image, or uses another video as a reference for motion and visual style. Audio is created with the video, including speech, background sound, and effects.
It runs on MiniMax H3, with additional training by HeyGen. Clips run from 5 to 15 seconds in 480p or 768p, with aspect ratios from 21:9 to 9:16.
HeyGenโs blind comparison put the model first against 4 others, based on 4,800 votes. 768p generation costs $0.03 per second, with a 50% discount through the end of October. It is available through API, OpenRouter, Runware, and ComfyUI. The web version will come later.
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In Fresno, a Big Mac costs $5.69 at one McDonaldโs and $6.89 at another 2 miles away. That is a 21% gap, linked by Reuters to the chainโs AI pricing system.
The system seeks an โoptimal priceโ for each US restaurant and some overseas markets, based on local customersโ willingness to pay. Franchisees see prompts about price sensitivity. McDonaldโs tracks deviations and sends suggestions at least 3 times a year.
Owners formally set the price, but some told Reuters that deviations can trigger calls from headquarters. New franchise standards require them to โconstructively engageโ with approved pricing tools.
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