The benefits of medical AI assistance vary based on user expertise

A one-size-fits-all approach likely isn’t the best strategy when designing artificial intelligence systems that assist users in disease diagnosis. A new study by researchers at MIT and elsewhere found that, while AI assistance generally improved the accuracy of non-experts and clinicians in diagnosing skin diseases, AI explainability methods had different impacts depending on the users’…

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Zenity Raises $125 Million as Enterprises Confront the Security Risks of Autonomous AI Agents

Zenity has raised $125 million in Series C funding as businesses move artificial intelligence agents from controlled experiments into systems capable of accessing data, invoking software tools and completing operational tasks. Norwest led the round, with Qumra Capital, SoftBank Vision Fund 2, Hitachi Ventures and LG Technology Ventures joining as new investors. Existing backers Vertex…

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Why AI Success Depends on Better Workflows, Not More AI Tools

I’ve noticed a consistent pattern across financial institutions that have tested general-purpose AI tools but struggle to identify and measure impact. Leadership makes the decision to invest, then implements across teams and waits for the impact. After a few months, the confusion hits. Results aren’t clear, processes aren’t improving, adoption is lagging, and the numbers…

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Horizon3 Raises $250 Million Series E at Over $2 Billion Valuation to Expand Autonomous AI Penetration Testing

Horizon3 has raised $250 million in Series E funding at a valuation exceeding $2 billion, giving the cybersecurity company substantial new capital to expand its autonomous penetration-testing platform and move further into automated defensive remediation. The round was co-led by existing investors NightDragon and New Enterprise Associates (NEA). Horizon3 says its valuation has more than…

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d-Matrix Buys Wallaroo to Orchestrate Inference Across Chips

d-Matrix has acquired Wallaroo.ai, a maker of software for deploying and orchestrating AI inference, in a deal the Santa Clara chip company announced on August 3, 2026. The purchase brings Wallaroo’s platform, intellectual property and engineering staff into d-Matrix, and it is the chipmaker’s second acquisition in four months. The reasoning follows from how d-Matrix…

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Visa Acquires BioCatch to Spot Bank Fraud Before Payment

Visa has agreed to acquire BioCatch for $2.4 billion in cash, buying a fraud-detection company whose models judge who is at the keyboard during an online banking session. The payments network announced the signed agreement on August 3, 2026, and is buying the business from funds advised by the private equity firm Permira along with…

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