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Anthropic Trials AI Agents As Buyers And Sellers In Project Deal

Anthropic conducted an internal experiment, Project Deal, to test how AI agents perform as buyers and sellers in a controlled marketplace. The setup simulated real transactions while allowing the company to observe how different AI models behave in economic interactions.

Experiment Structure And Notable Outcomes

The pilot involved 69 employees, each given a $100 budget in gift cards. Over the course of the experiment, the system facilitated 186 transactions with a total value exceeding $4,000. Anthropic tested four marketplace formats, including one “real” environment where participants were fully represented by its most advanced AI model and all transactions were completed after the experiment. The remaining three setups were used for research purposes to compare outcomes across different conditions.

Agent Quality And Market Efficiency

Results indicate that the quality of the AI agent had a measurable impact on outcomes. Participants represented by more advanced models achieved better results in terms of pricing and deal completion. At the same time, users were generally unaware of differences between agent types, suggesting that performance gaps may not be immediately visible to participants.

Business Implications And Future Prospects

The experiment highlights the role of model capability in shaping transaction outcomes. Initial instructions given to agents had a limited impact on final prices or deal success rates. Instead, underlying model performance appeared to be the primary factor influencing results. This raises questions about how AI-driven marketplaces may ensure balanced outcomes between participants.

Charting A New Course For AI In Commerce

Project Deal provides an early view of how AI systems could operate in transactional environments. Findings suggest that agent-based commerce is technically viable, while also pointing to the need for clearer standards around model performance and transparency as adoption expands.

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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