Category: Scaling, Efficiency & Architectures
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Week 22, 2026 — Robotics & Embodied AI
Embodied AI had a defining week with the release of a unified foundation model spanning manipulation, navigation, and trajectory prediction — alongside critical benchmarks exposing brittleness in creative reasoning. Qwen-VLA: The First Embodied Foundation Model Qwen-VLA from Alibaba extends Qwen’s vision-language modeling stack to continuous action and trajectory generation via a DiT-based action decoder. Trained…
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The End of Uniform Scaling: How AI Architecture Learned to Think Dynamically
53 papers surveyed | May 2025 – May 2026 For years, the AI scaling playbook was simple: build a bigger model, feed it more data, get better results. The returns were predictable enough to fuel an entire industry and dominate conference agendas. But something shifted in the last twelve months. The research coming out of…