iiinova — where your digital self keeps evolving

Nature Machine Intelligence @natmachintell.nature.com · 26/05/2026

Our May issue is live! With a study teaching AI human-like shape-based vision, a domain-adapted LLM to support clinical psychiatrists, an octopus-inspired robot arm for underwater tasks and more. Plus: Our editorial "Stop ‘tokenmaxxing’ and deploy AI sensibly instead"! www.nature.com/natmachintell/

Zoomed in on elephant skin, showing texture and shape, which can be learned by a neural network.

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Nature Machine Intelligence @natmachintell.nature.com · 28/04/2026

Our April issue is live! With a Perspective on fluid forms of collective intelligence, a study on mechanisms underlying overconfidence and underconfidence in LLMs, work on deep learning for programmable RNA translation, our editorial on embodied intelligence, and more. www.nature.com/natmachintell/

A school of fish as an illustration for collective intelligence.

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Nature Machine Intelligence @natmachintell.nature.com · 28/03/2026

Our March issue is live! With a computational framework for human-machine interactions in neural interfaces, benchmarking for neuromorphic soft robots, a ML approach for long-range atomic interactions, and our editorial about reproducibility in times of fast science. www.nature.com/natmachintell/

Representation of long-range atomic interactions.

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Nature Machine Intelligence @natmachintell.nature.com · 25/02/2026

Our Feb issue is live! With work on meta-designing quantum experiments, an overview of what works in vision-language models for robots, a foundation model for cardiac health, and our editorial 'AI and the long game', looking back at AlphaGo's breakthrough 10 years ago www.nature.com/natmachintell/

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Nature Machine Intelligence @natmachintell.nature.com · 29/01/2026

Our Jan issue is live! With work on solving olympiad maths problems with AI, benchmarking LLMs on safety risks in labs, metasurface structure discovery with a diffusion model. And our editorial on the need for transparency when reporting on multi-agent AI systems! www.nature.com/natmachintell/

A sketch of a geometry problem from Olympiad maths challenges.

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Nature Machine Intelligence @natmachintell.nature.com · 25/07/2025

Our July issue is live! Read our editorial about the emotional risks of companion chatbots, a Perspective on LLMs in real-world materials, research on AI-design of mechanical metamaterials with nonlinear responses, a new robot grasping mechanism and more: www.nature.com/natmachintell/

An AI-generated 3D metamaterial structure

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Nature Machine Intelligence @natmachintell.nature.com · 25/04/2025

Our April issue is live! With a review article on AI safety research, an editorial on the emerging use of LLMs in robotics planning, a deep learning method for generating transitions states in chemical reactions, a wearable multimodal visual assistance system and more: www.nature.com/natmachintell/

Generating transition states in chemistry with machine learning and optimal transport.

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Nature Machine Intelligence @natmachintell.nature.com · 29/01/2025

Our Jan issue is live! nature.com/natmachintell with an article (Yejin Choi et al) and N&V commentary (Molly Crockett) on Delphi, designed to investigate AI moral reasoning. Also read about IntegrateAnyOmics by @bowang87.bsky.social, an unsupervised platform to tackle incomplete multi-omics data.

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Nature Machine Intelligence @natmachintell.nature.com · 18/12/2024

Our 2024 Dec issue is live! nature.com/natmachintell with robot rats, a Perspective on AI safety guidelines, a plea for clarity when discussing 'intelligence' in living or artificial systems (by @drmichaellevin.bsky.social & Rouleau), a protein representation model when data is scarce, and more.

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