Why faster AI isn’t always better

AI Latency Perception

In the race to make AI models not just reason better but respond faster, latency—the delay before an answer appears—is often treated as a purely technical constraint, something to minimize and move past. But how is this relentless push for speed actually impacting the people using these systems every day?

There is a rich body of work in human–computer interaction linking faster response to better usability. But AI models are fundamentally different from the deterministic systems that previous research was built on. When you wait for a file to download or a page to load, the outcome is fixed and predictable.

AI models are probabilistic—you cannot anticipate the precise response...

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Self-regulating process governs cosmic order inside star clusters

A large number of small molecular clouds (left) cannot form the same population of stars as one very large cloud (right). – This has a significant influence on the evolution of galaxies. © Copyright: Eda Gjergo

A team of astrophysicists from Nanjing University and University of Bonn have demonstrated that, rather than being random, the mass of new stars born inside a star cluster is actually governed by a defined process of self-regulation. Their work has been published in the journal Research in Astronomy and Astrophysics.

How galaxy size shapes newborn stars
When a galaxy welcomes new stars, they are usually formed in star clusters inside vast gas clouds...

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Secret to a healthy liver found in a young microbiome

human microbiome inside gut
Credit: AI-generated image

Restoring the gut microbiome to its youthful state may hold the key to slowing aging and preventing liver cancer, one of the fastest-growing cancers worldwide, according to a study to be presented at Digestive Disease Week (DDW 2026).

Researchers collected fecal samples from eight young mice and transplanted them back into the same mice when they were older, a process called fecal microbiota transplantation, or FMT. The eight controls received sterilized fecal slurry, and a small group of similar young mice provided additional baseline data.

None of the mice with the restored microbiome developed liver cancer by the end of the study, while liver cancer was found in 2 out of 8 aging controls...

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AI has crossed a threshold. What Claude Mythos means for the future of cybersecurity

Frontier AI Sandbox
Credit: Image generated by the editorial team using AI for illustrative purposes.

The limit of what artificial intelligence can achieve, known as frontier AI, has crossed another threshold. AI can now plan and execute sophisticated cyber operations with minimal guidance at speeds far beyond human capability.

That, at least, is the evidence from an independent test of Claude Mythos Preview, the latest and most advanced model in the Claude family of AI systems, developed by US tech firm Anthropic. Similar to ChatGPT, these can understand and generate human-like text, analyze information, and solve complex problems.

The finance sector is alarmed. It relies on highly interconnected digital systems that are especially attractive targets for sophisticated cyber-attacks...

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