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Microsoft's Project Solara is an Android OS designed for agents instead of apps

2 June 2026 at 21:47

Microsoft has been deeply committed to the growth of generative AI technology in recent years through its now-fragmented partnership with OpenAI. At Build 2026, the company remains all-in on AI, and it's looking toward the future with a new software platform. The new Android-based OS is called Project Solara, and Microsoft says Solara is designed to run agents instead of apps.

Project Solara is not something you'll have to worry about killing your apps anytime soon. It's limited to a few pieces of concept hardware and software that are awaiting the magical agents of the future. The vision is for Solara to run on myriad specialized devices with interfaces generated on the spot, and it's all powered by the explosive intelligence of models that Microsoft and others insist will soon exist.

According to Microsoft, Solara is a chip-to-cloud platform intended to free agents from reliance on single interfaces. Much of Microsoft's messaging around AI is speculative and self-serving, but the company rightly points out that new computing form factors have always required specialization, and that process is complex and expensive. The shift to mobile computing, for example, tripped Microsoft up multiple times as it fell behind on app availability, security, and long-term support.

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Microsoft Build 2026: The 7 biggest announcements

2 June 2026 at 20:23
Microsoft CEO Satya Nadella at Build 2026

Microsoft just kicked off Build 2026 with a keynote from CEO Satya Nadella and other company leaders. As expected, it was filled with announcements, ranging from new Surface hardware to an always-on personal assistant and updates across Microsoft's in-house AI models.

If you didn't watch the event live, you can catch up on all the latest news in the roundup below.

A mini Surface PC designed for AI development

The Surface RTX Spark Dev Box is geared toward developers who want to run local AI models on their device, serving as a substitute for Qualcomm's canceled dev kit. It comes equipped with Nvidia's new Arm-based Spark RTX chip and 128G …

Read the full story at The Verge.

After The AI Binge, Companies Balk At Soaring Bills

It was cheap at first, subsidized to the hilt. Now, AI companies are raising their rates as they near IPOs. It will come down to this: token usage will eat into budgets for paying humans; ergo, humans will go. It is just a matter of money, not productivity or efficiency. Once a company gets entangled with AI, it’s virtually impossible to untangle it. ⁃ Patrick Wood Editor.

Artificial intelligence is getting expensive — and companies are starting to rethink their embrace of the disruptive technology.

Playing by a well-worn Silicon Valley playbook, AI companies charged rock-bottom prices to hook customers after ChatGPT burst onto the scene.

Kevin Simback of startup incubator Delphi Labs calls it the era of “subsidized intelligence” — meaning investors were basically footing the bill so companies could offer AI on the cheap.

“But the tides are beginning to turn,” Simback warned and an era where the big AI companies actually need to make money has begun — with leaders OpenAI and Anthropic looking to go public and attract main street investors later this year.

Prices are rising across the board, and one big reason is AI agents.

Unlike a chatbot that just answers questions, agents actually do things — book appointments, write code, manage files. And they’re expensive to run, because one task can spin up dozens of agents all working at once, each racking up charges.

Those charges are measured in tokens — the basic unit AI companies use to bill customers. A single agent-powered task can burn through dozens of times’ more tokens than a simple chat message.

Meanwhile, the computer chips and data centers needed to power all this AI can’t keep up with demand, creating computing shortages and adding further uncertainty to the nascent industry.

“Especially in developer circles, the cost to use AI for things like coding has grown exponentially,” said Mark Barton of tech consultancy Omniux. “All the costs are really starting to skyrocket.”

Some companies have been so eager to use AI that they’ve gone overboard in a usage binge called “tokenmaxxing.”

“In some cases people are seeing the cost of tokens exceed the cost of the employee within a month or two of use, just because they’re using it too much,” says analyst Jack Gold of J.Gold Associates.

Even Meta — which earlier this year encouraged employees to use as many tokens as possible as a measure of productivity — has had second thoughts.

“Nobody should be using AI tools just for the sake of using them,” chief technology officer Andrew Bosworth wrote in a memo to staff, reported by the Wall Street Journal.

Uber’s chief operating officer this week went a step further, raising eyebrows by saying all this AI spending was showing no noticeable increase in productivity.

To cut costs, some companies are switching to free, open-source AI models that anyone can download — not as powerful as ChatGPT or Anthropic’s Claude, but good enough for many tasks.

Others are moving to smaller, more specialized models built for specific industries like real estate or finance, rather than giant general-purpose ones.

And some are simply breaking big AI tasks into smaller steps, handing each piece to the cheapest model that can handle it.

The price difference can be dramatic.

“The big, large monolithic model, it’s $15 per million tokens, but you can get that down to like five cents if you use the smaller mini model,” says Adrian Balfour of consultancy Enverso.

All of this points to AI becoming more like a commodity — where the specific model matters less than finding the right one at the right price.

But don’t count out the big players and their state-of-the-art models just yet.

“The most advanced users” will always be willing to pay for the best, says John Belton, a portfolio manager at Gabelli Funds.

“It’s a growing pie.”

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Trump signs executive order to review AI models before they’re released

2 June 2026 at 19:33
A photo of Donald Trump with an illustrated background.

President Donald Trump signed an executive order Tuesday creating a "voluntary framework" for AI companies to share their frontier models with the federal government before they're released "to promote secure innovation and strengthen the cybersecurity of critical infrastructure."

The order says the US AI industry has succeeded in part "because we refuse to stifle this innovation with overly burdensome regulation," but that it also recognizes new AI capabilities come with security risks. Accordingly, it directs several federal agencies to come up with a framework to "assess the advanced cyber capabilities of AI models" before they're releas …

Read the full story at The Verge.

Mathematicians warn of AI threats to profession as industry encroaches

2 June 2026 at 19:19

Mathematicians warned against rising tech industry influence in a declaration describing the many challenges that AI poses to mathematics research. The timing of the declaration comes two weeks after OpenAI publicized one of its AI models as having disproved an 80-year-old mathematical conjecture in geometry.

The declaration was developed by a working group of 16 researchers over eight months following a conference held at Leiden University in the Netherlands in September 2025. Published on June 2, 2026, the resulting Leiden Declaration on Artificial Intelligence and Mathematics has been endorsed by the International Mathematical Union—the international non-governmental organization that hosts conferences and oversees the most prestigious prizes in mathematics such as the Fields Medal.

“Mathematicians should find it quite striking that tech companies are suddenly interested in their work,” said Kevin Buzzard, a mathematician at Imperial College London, in a statement. “The Leiden Declaration is a well-thought-through response to what is currently happening, as AI continues to disrupt this space.”

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Microsoft unveils Scout, an autonomous AI agent built on OpenClaw

Microsoft has developed a new AI agent that can run autonomously around the clock to complete tasks across Microsoft 365 applications.

Microsoft Scout, unveiled at the company’s Build event Tuesday, is a new type of always-on agent based on the OpenClaw agent framework that Microsoft calls “autopilots.”

These act on a user’s behalf with their own governed Entra identity, Omar Shahine, corporate vice president at Microsoft, said in a blog post.

“Autopilots stay active in the background, understand how work gets done across your apps and systems, and take action without needing to be prompted each time,” said Shahine, a Microsoft veteran who recently announced he is leading a new team to bring OpenClaw-based personal assistants to Microsoft 365 apps.

Microsoft Scout connects to apps such as Teams, Outlook, OneDrive, and SharePoint, and accesses data from chat, email, calendar, and contacts. Accessed via Teams, it can also interact with a user’s browser and with external apps via model context protocol (MCP). The tool functions across cloud, desktop, and the web.

Shahine said Scout can reduce mundane tasks that office workers face, such as coordinating and scheduling meeting times with colleagues, or blocking times in a user’s calendar based on upcoming work commitments. “It can also spot risks, like stalled decisions, so you can address them before they become blockers,” he said.

It’s available as an “experimental release” to customers of the company’s Frontier program, Microsoft said, and will require Intune policy configuration and “opt-in attestation.”

Scout is the latest in a range of agentic tools available in Microsoft 365 apps, including Agent Mode, where users can interact with Microsoft 365 Copilot inside apps such as Word and Excel to create content, and Copilot Cowork — Microsoft’s version of Anthropic’s Claude Cowork agent that can complete tasks independently.

Despite the company’s big AI push, Microsoft has struggled to convince businesses that Microsoft 365 Copilot is worth the additional cost; it’s advertised at $30 per user each month for large businesses. Around 3% of Microsoft 365 customers pay for the add-on subscription, the company said in January, with 15 million paid users. (Microsoft announced last month that that figure has now risen to 20 million.)

It’s not clear whether Scout will be included in Microsoft 365 Copilot subscriptions or charged separately. Microsoft did not immediately provide additional details about pricing.

The launch follows Google’s recent announcement of Spark, an autonomous agent that runs within the Google Workspace application suite. Spark can also be considered a response to the launch of OpenClaw last year, initially under the name “Clawdbot.”

OpenClaw has drawn scrutiny due to apparent security flaws, but Microsoft promises Scout is built with “enterprise-grade security and controls, so it can be trusted in your organization from day one.”

For organizations that have already deployed Microsoft 365 Copilot, Scout doesn’t introduce entirely new data risks, said Jeff Pollard, vice president and principal analyst at Forrester. But it “amplifies whatever data governance problems already exist. The difference this time: instead of surfacing sensitive data to users, it can potentially act on it.

“That makes it an active risk in terms of day to day operations,” Pollard said.

Potential security concerns echo those for AI agents and are exacerbated with personal agents such as Scout: amplified data exposure (since agents can interact with data and use tools autonomously); agent manipulation or prompt injection; unexpected actions, such as using tools or acting in ways that aren’t supposed to be allowed; and observability gaps related to understanding user and agent intent and the explainability of actions.

“However, these tools exist because they make AI far more useful for individuals, so security leaders can’t draw a line in the sand and say “no.” They have to adapt and figure out how to secure them,” said Pollard.

As with most new workplace technologies, Pollard expects adoption to start with “power users” who design and develop the use cases for the agent that can then expand more widely across users.

He warned that the accuracy of tools such as Microsoft Scout can fall short of user expectations. “LLM agents still struggle with goal alignment, multi-step reasoning drifts, and tool misuse,” he said. “Users aren’t always great at explaining what they want and LLM agents aren’t always great at providing what was requested. That’s a continuing problem.”

Microsoft’s first advanced reasoning AI is here

2 June 2026 at 19:12
Vector illustration of the Microsoft logo.

Microsoft announced a bunch of new in-house AI models at Build 2026, including a new "flagship" model: MAI-Thinking-1. It's an ambitious step into model development for Microsoft, which introduced its initial in-house models last year - before then, it had relied on OpenAI's models. The two companies recently renegotiated their deal to loosen ties.

According to Microsoft, MAI-Thinking-1 is a "medium-sized model" that "matches leading models" on "key" software engineering benchmarks. Microsoft says the company "trained it from the ground up on clean data, without distillation from third-party models."

As for other models announced today, t …

Read the full story at The Verge.

Android phones will soon be able to detect spoofed calls and impersonation scams

2 June 2026 at 19:00

We're expecting Android 17 to begin rolling out later this month, but first, Google has a batch of updates for the wider Android device ecosystem. As usual, some of the new features are limited to specific devices, and others require using Google's apps. But if you don't mind the latter, you can get automated protection from the growing threat of deepfake phone scams.

According to Google, "impersonation fraud" is one of the most common types of financial scams. The FTC tracked almost $3 billion in losses from such scams during 2024, and the improvements in AI voice cloning tools more recently are making the schemes easier to pull off. The voice models are becoming so capable that it can be difficult to identify a fake caller even when an AI is imitating someone you talk to every day.

Google's solution is an expansion of the system it debuted last month for verified financial calls. Now, a similar feature will work with anyone in your contacts. Many of the most effective deepfake scams involve spoofing a contact's number, which makes the call look more legitimate when your phone lights up. Victims of these scams are then greeted by an accurate re-creation of the person's voice spinning a yarn that involves an urgent need for cash.

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© Ryan Whitwam

Android phones will soon be able to detect spoofed calls and impersonation scams

2 June 2026 at 19:00

We're expecting Android 17 to begin rolling out later this month, but first, Google has a batch of updates for the wider Android device ecosystem. As usual, some of the new features are limited to specific devices, and others require using Google's apps. But if you don't mind the latter, you can get automated protection from the growing threat of deepfake phone scams.

According to Google, "impersonation fraud" is one of the most common types of financial scams. The FTC tracked almost $3 billion in losses from such scams during 2024, and the improvements in AI voice cloning tools more recently are making the schemes easier to pull off. The voice models are becoming so capable that it can be difficult to identify a fake caller even when an AI is imitating someone you talk to every day.

Google's solution is an expansion of the system it debuted last month for verified financial calls. Now, a similar feature will work with anyone in your contacts. Many of the most effective deepfake scams involve spoofing a contact's number, which makes the call look more legitimate when your phone lights up. Victims of these scams are then greeted by an accurate re-creation of the person's voice spinning a yarn that involves an urgent need for cash.

Read full article

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© Ryan Whitwam

Android phones will soon be able to detect spoofed calls and impersonation scams

2 June 2026 at 19:00

We're expecting Android 17 to begin rolling out later this month, but first, Google has a batch of updates for the wider Android device ecosystem. As usual, some of the new features are limited to specific devices, and others require using Google's apps. But if you don't mind the latter, you can get automated protection from the growing threat of deepfake phone scams.

According to Google, "impersonation fraud" is one of the most common types of financial scams. The FTC tracked almost $3 billion in losses from such scams during 2024, and the improvements in AI voice cloning tools more recently are making the schemes easier to pull off. The voice models are becoming so capable that it can be difficult to identify a fake caller even when an AI is imitating someone you talk to every day.

Google's solution is an expansion of the system it debuted last month for verified financial calls. Now, a similar feature will work with anyone in your contacts. Many of the most effective deepfake scams involve spoofing a contact's number, which makes the call look more legitimate when your phone lights up. Victims of these scams are then greeted by an accurate re-creation of the person's voice spinning a yarn that involves an urgent need for cash.

Read full article

Comments

© Ryan Whitwam

Android phones will soon be able to detect spoofed calls and impersonation scams

2 June 2026 at 19:00

We're expecting Android 17 to begin rolling out later this month, but first, Google has a batch of updates for the wider Android device ecosystem. As usual, some of the new features are limited to specific devices, and others require using Google's apps. But if you don't mind the latter, you can get automated protection from the growing threat of deepfake phone scams.

According to Google, "impersonation fraud" is one of the most common types of financial scams. The FTC tracked almost $3 billion in losses from such scams during 2024, and the improvements in AI voice cloning tools more recently are making the schemes easier to pull off. The voice models are becoming so capable that it can be difficult to identify a fake caller even when an AI is imitating someone you talk to every day.

Google's solution is an expansion of the system it debuted last month for verified financial calls. Now, a similar feature will work with anyone in your contacts. Many of the most effective deepfake scams involve spoofing a contact's number, which makes the call look more legitimate when your phone lights up. Victims of these scams are then greeted by an accurate re-creation of the person's voice spinning a yarn that involves an urgent need for cash.

Read full article

Comments

© Ryan Whitwam

Microsoft Scout is a new AI personal assistant built on OpenClaw

2 June 2026 at 19:00

Much like Google, Microsoft is launching its own version of OpenClaw. Microsoft Scout is an always-on assistant that integrates into Microsoft 365 apps like Outlook, OneDrive, and Microsoft Teams, allowing businesses to assign a virtual assistant to employees to help with organizing calendars, expense reporting, email drafts, and much more.

Unlike Copilot that lives inside Microsoft 365 apps, Microsoft Scout can see and do a lot more. "This is a personal assistant, it's the first real personal assistant we've offered customers," explains Omar Shahine, corporate vice president of Microsoft Scout, in an interview with The Verge. "I think it's …

Read the full story at The Verge.

Google’s Phone app will tell you if a scammer is impersonating one of your contacts

2 June 2026 at 19:00
An image of Google’s fake call detection feature

Google is launching a new feature for its Phone app that aims to protect you from AI impersonation scams. Now, when you receive a call from a scammer that appears to be coming from the same number as one of your contacts, Phone by Google will flag the call as suspicious so you can hang up.

It's part of Google's broader June Android drop, which will add support for Apple AirDrop across more devices, including the Samsung Galaxy S25 lineup. Google is also making its Personal Safety app available to kids under 13, widely rolling out support for its AI-powered clothing try-on feature in Photos, and bringing the ability to find items in an outfi …

Read the full story at The Verge.

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