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Thinking Machines Lab Unveils Full Duplex AI For Real-Time Conversation

Thinking Machines Lab, the startup founded by former OpenAI CTO Mira Murati, introduced a new AI interaction model called TML-Interaction-Small aimed at enabling more natural real-time conversations between users and AI systems.

Revolutionizing Interaction

Most AI systems currently operate through a turn-based interaction model in which users speak, wait for a response and then continue the conversation. Thinking Machines Lab said its new model is designed around “full duplex” interaction, allowing the system to process inputs and generate responses simultaneously in a way that more closely resembles natural conversation. The company described the development as a shift toward smoother and more fluid AI communication.

The Technology Behind Full Duplex

The technical innovation lies in achieving a rapid response time of 0.40 seconds, mirroring the cadence of everyday human dialogue. This speed outstrips current capabilities from established players such as OpenAI and Google. The model’s efficiency is not only a testament to its engineering prowess but also a glimpse into the future of seamless human-AI interactions.

Anticipation And Market Impact

While TML-Interaction-Small is currently in the research preview stage, industry observers are eager to see how its real-world application will unfold. Thinking Machines Lab plans to launch a limited research preview in the coming months, followed by a broader public release later this year. This phased approach underlines the company’s commitment to rigorous testing and thoughtful market integration.

Looking Ahead

The introduction of full duplex conversational models could have broader implications across sectors, including customer support, digital assistants and enterprise communication tools. As businesses continue integrating conversational AI into daily operations, faster and more natural interaction systems are becoming a growing focus within the industry.

Europe’s Deadly Summer Heat Exposed The Cost Of A Warming Continent

Europe experienced its deadliest summer for heat-related deaths on record in 2026, with an estimated 24,400 excess deaths linked to extreme temperatures across 30 countries. Researchers estimate that human-induced climate change was responsible for around 32,000 of the deaths attributed to heat in the study’s broader analysis, accounting for 65% of the total.

The findings highlight the growing public-health consequences of global warming, largely driven by fossil fuel use, as extreme heat becomes more frequent and severe.

A Summer Of Dangerous Heat

Between June and August, heatwaves pushed temperatures in Western Europe to an average of 2.9°C above the 1991–2020 norm, with some days reaching 12°C above average. Nearly a third of estimated heat-related deaths occurred during a particularly intense heatwave between 17 June and 1 July.

“These numbers are a stark reminder that our hotter, more extreme summers are having an increasingly severe impact on public health,” said Dr Clair Barnes, a researcher at Imperial College London and co-author of the study.

The estimated toll exceeded previous peaks of around 29,000 deaths in summer 2022 and 28,000 in 2003 across the region studied.

How Researchers Estimated The Toll

Researchers modelled the relationship between temperature and mortality across 854 urban areas in the EU, UK, Norway and Switzerland, covering around 40% of the population in the 30 countries studied.

The analysis incorporated temperature records, age, socioeconomic conditions, environmental factors and access to healthcare. By comparing actual temperatures with those expected without human-induced warming, the team estimated the additional deaths attributable to climate change.

Final official mortality figures for summer 2026 are not yet available in many countries, and heat-related deaths are often underreported because their effects can be difficult to identify directly.

Older People Face The Greatest Risk

People aged 85 and over accounted for roughly half of the estimated deaths. However, the impact extended across age groups, with around 800 excess deaths among adults aged 20–44 and approximately 6,000 among people under 65.

Southern Europe experienced the highest mortality burden, reflecting hotter temperatures and other vulnerabilities, including air pollution, limited green space and unequal access to healthcare and heat-alert systems.

Italy, France And Spain Record Highest Toll

Italy recorded an estimated 13,303 heat-related excess deaths, followed by France with 7,268 and Spain with 6,824. Germany recorded around 6,340, while the UK saw an estimated 4,354 deaths.

In the UK, the heat also placed significant pressure on healthcare services. Andrew Hartle, Professor of Practice of Anaesthesia at Imperial College Healthcare, said demand during the summer resembled that of a severe winter virus season.

Cities Urged To Strengthen Heat Protection

Researchers say cities can reduce the risks through climate shelters, external shading and building retrofits, alongside measures to help residents avoid exposure during the hottest hours. Checking on vulnerable people, staying hydrated and following heat alerts are also important.

The researchers stress that adaptation must go hand in hand with reducing fossil fuel use to limit further warming. The findings underline that extreme heat is already a major public-health threat across Europe, with thousands of lives at risk each summer.

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