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Microsoft launches MXC, an OS-level sandbox for AI agents, with OpenAI and Nvidia already on board

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For the past two years, the technology industry has raced to make AI agents more capable — teaching them to write code, navigate software interfaces, manage files, and orchestrate multi-step workflows with increasing autonomy. What the industry has not done, at least not with any consistency, is answer the question that keeps chief information security officers awake at night: what happens when an agent goes wrong?

On Tuesday at its annual Build developer conference, Microsoft offered what may become the definitive answer. The company introduced Microsoft Execution Containers, or MXC — a policy-driven execution layer, built into the Windows operating system itself, that lets developers and IT administrators declare exactly what an AI agent can and cannot access, with those boundaries enforced at runtime by the OS kernel.

The announcement, buried within a sweeping set of developer-focused updates, is arguably the most consequential platform move Microsoft made at Build this year, and it has the potential to reshape how every enterprise on Earth thinks about deploying autonomous AI software.

MXC is not a product you buy. It is an SDK and a policy model — a foundational primitive embedded in Windows and the Windows Subsystem for Linux — that provides what Microsoft calls a “composable sandbox spectrum.” That spectrum ranges from lightweight process isolation, already adopted by GitHub Copilot’s command-line interface, all the way up to micro-virtual machines, Linux containers, and full cloud instances running on Windows 365.

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The system separates an agent’s execution from the user’s desktop, clipboard, user interface, and input devices. Critically, it binds every agent to a strong identity — either a local ID or a cloud-provisioned identity backed by Microsoft Entra — so that every action the agent takes can be attributed, audited, and governed.

The implications are enormous. Until now, the enterprise deployment of AI agents has been stuck in a paradox: the more autonomous and useful an agent becomes, the more dangerous it is to let it operate on a corporate network without guardrails. MXC is Microsoft’s attempt to break that paradox — not by making agents less capable, but by making the environment they operate in fundamentally more controlled.

Why every autonomous AI agent is a security incident waiting to happen

To understand why MXC matters, consider what an AI agent actually does when it runs on your computer. Unlike a traditional application, which operates within well-understood boundaries — a word processor reads and writes documents, a browser fetches web pages — an AI agent is, by design, unpredictable. It receives a goal in natural language, reasons about how to achieve it, and then takes actions: opening files, executing code, calling APIs, browsing the web, interacting with other software. Each of those interactions creates what security professionals call “attack surface.”

Microsoft’s own blog post framed the challenge in stark terms. The company wrote that “as agents become more capable and autonomous, they’re delivering material productivity gains. But they’re also introducing new risk, and the issue isn’t just the agent. It’s the entire system the agent operates across.” Every interaction between agents and humans, tools, applications, models, and other agents “exposes new attack surface and introduces different failure modes.” Microsoft characterized this as “a multi-layer systems problem.”

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This is not a theoretical concern. In the months leading up to Build, security researchers demonstrated numerous ways that AI agents could be manipulated — through prompt injection, through malicious tool calls, through data exfiltration disguised as normal workflow. For enterprises that handle sensitive data, proprietary models, and regulated information, the absence of a trusted execution environment has been the single biggest barrier to moving agents from demo to deployment.

Microsoft’s answer is a sandbox that scales from a single process to a full virtual machine

MXC operates on a deceptively simple principle: declare what the agent can do before it runs, and let the operating system enforce those declarations at runtime. A developer or an IT administrator writes a policy that specifies which files, directories, and network resources an agent is allowed to access. MXC then creates a contained execution environment — a sandbox — that enforces those boundaries regardless of what the agent attempts to do.

What makes MXC unusual, and potentially very powerful, is the breadth of its isolation options. Microsoft designed the system so that a single SDK and policy model can map to the appropriate isolation construct for any given workload. For a lightweight coding assistant that just needs to read the current project directory, fast process isolation may be sufficient. For an autonomous agent that executes arbitrary code downloaded from the internet, a full micro-VM may be required. The system is designed to be “dynamically composable based on intent and risk,” meaning that the level of isolation can be adjusted based on what the agent is actually doing, not just what category it falls into.

Session isolation is a particularly important feature. MXC separates the agent’s execution from the user’s desktop, clipboard, UI, and input devices. This directly mitigates several classes of attacks that security researchers have identified as particularly dangerous for AI agents: UI spoofing, where an agent manipulates what the user sees to trick them into approving a malicious action; input injection, where an agent sends keystrokes or mouse clicks to other applications; and cross-session data leakage, where information from one user’s session bleeds into another.

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A live demo showed an AI agent trying to delete files — and failing, because the OS wouldn’t let it

During a pre-briefing with VentureBeat the night before the announcement, a Microsoft developer offered a vivid demonstration of the technology in action. He had set up the open-source agent framework OpenClaw running inside MXC’s sandbox on his personal development machine. He then instructed the agent to delete all the files on his desktop. The agent attempted to comply — but the sandbox prevented it. “If you look at my desktop here, you see how clean my desktop is,” the developer said during the demo. “That’s a lie.” The files, he explained, were completely safe because “the container won’t allow it.”

The demonstration went further, showcasing the granularity of MXC’s controls. Users can mark specific files as read-only for the agent, restrict access to the browser and screen capture, control whether the agent can see location data, and have all of those permissions managed centrally by an enterprise IT department through Intune policies. The agent operates inside what is effectively a one-way mirror: it can do the work it has been asked to do, but it cannot see or touch anything outside the boundaries that its policy defines.

Pavan Davuluri, Microsoft’s Executive Vice President for Windows and Devices, underscored during the pre-briefing that the primitives MXC introduces — security, containment, isolation, and user control — are essential to making AI agents commercially viable.

He emphasized that these capabilities are “not unique to OpenClaw” and that “this pattern repeats itself over and over” for any agent running on a Windows device. The primitives that exist in the operating system now “for the file around security, containment, isolating them, having users in control,” he said, are what will make agents safe enough for ordinary consumers and corporate deployments alike.

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Defender, Entra, Intune, and Purview integration arriving in July turns MXC into an enterprise control plane

For corporate IT departments, the most significant element of the MXC announcement is not the SDK itself but its integration with Microsoft’s existing enterprise security stack through what the company calls Agent 365. Arriving in preview in July, Agent 365 layers Microsoft’s Entra identity service and Intune device management platform on top of MXC, so that IT administrators can govern agent containment centrally while developers choose the level of isolation their workload demands.

The integration goes further: Microsoft Defender will provide runtime threat protection, Entra will handle identity and access management, Intune will enforce device-level policies, and Microsoft Purview will extend its data governance and compliance capabilities to agent activity. This means that an enterprise could, in theory, allow employees to run AI agents on their corporate machines — even powerful, autonomous agents that execute code and manage files — while maintaining the same kind of centralized visibility and control that IT departments currently have over traditional applications.

Microsoft described the identity layer in its official blog: “Windows assigns agents a local ID or a cloud provisioned identity backed by Entra and attributes all activity from the container to that identity, so you can clearly differentiate human from agent.” For regulated industries — financial services, healthcare, government — the ability to produce an audit trail that distinguishes between human actions and agent actions on the same machine could prove to be a regulatory requirement, not merely a nice-to-have feature. Every agent action attributable to a specific identity, every containment boundary enforceable through the same policy infrastructure that already governs hundreds of millions of Windows devices — this is the architecture that could finally move AI agents from pilot programs to production.

OpenAI, Nvidia, Manus, and Nous Research are already building on MXC — and that changes the calculus

Platform announcements at developer conferences are often aspirational. What distinguishes the MXC launch is the breadth and specificity of the partners already building on it. Microsoft named five: OpenAI, Nvidia, Manus, Nous Research (maker of the Hermes agent), and the OpenClaw open-source project. Each is integrating MXC in a distinct way that illuminates a different use case for the technology.

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OpenAI’s involvement is particularly striking. David Wiesen, a member of OpenAI’s technical staff, said that “working with Microsoft on the Microsoft Execution Containers (MXC) allows us to explore new patterns for AI agents to safely and efficiently generate and execute code.” He added that by combining Codex’s capabilities with MXC’s execution environment, the goal is “to help developers move from intent to reliable execution faster, while maintaining the security and control enterprises need.” The reference to Codex — OpenAI’s code-generation agent — suggests that MXC could become the default execution environment for one of the most widely anticipated agent products in the industry.

Nvidia is bringing its OpenShell framework to Windows built on MXC, providing what Microsoft described as “an easy-to-deploy package for autonomous, always-on agents safely.” Manus, the Chinese-born AI agent startup that gained viral attention earlier this year, is also integrating. Tao Zhang, Manus’s Chief Product Officer, said that MXC “gives developers a policy-driven way to define what an agent can access and enforce those boundaries at runtime, so more autonomous agents can operate safely in enterprise environments.” And Dillon Rolnick, the CEO of Nous Research, offered what may be the most concise articulation of why MXC matters: “Continuously-running local agents, like Hermes Agent, require intentional isolation. Developers need control over what an agent can access and trust that those controls will hold.”

How an open-source agent framework became Microsoft’s proving ground for AI safety on Windows

One of the more revealing stories behind the MXC announcement involves OpenClaw. During the press pre-briefing, a Microsoft developer described how the partnership came together organically — Peter Steinberger, OpenClaw’s creator, sent him a direct message in January expressing interest in collaborating. What began as a casual conversation evolved into a full-fledged platform partnership, with Microsoft developers contributing to the OpenClaw Windows companion app, built as a native WinUI application rather than a wrapped web app.

The OpenClaw integration serves as what Scott called “the ultimate test app for all the stuff that [the Windows platform team] is making.” If OpenClaw — which by its nature gives agents broad autonomy to execute tasks on a user’s machine — can run securely within MXC’s containment boundaries, then the containment system is robust enough for any agent. Scott explained the philosophy driving the work: “Think of OpenClaw Windows as the ultimate test app… If OpenClaw can succeed on Windows, that means that the Linux support is there, the container support is there, the containment is there.”

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The companion app demonstrates the full spectrum of MXC’s enterprise controls — file permissions, network access, screen capture restrictions, location data — all manageable centrally through Intune policies. Microsoft donated the project to OpenClaw and plans to continue contributing to it as open source. As one member of the Windows leadership team put it during the briefing: “All agents, all comers, everyone is welcome on Windows… It’s going to run great on Windows, because the primitives are there. The base of the pyramid is solid.”

Building containment into the OS gives Microsoft a strategic edge over Apple’s walled garden and Google’s cloud-first model

MXC arrives at a moment when the technology industry is grappling with a fundamental tension. AI agents represent what may be the most significant new category of software since mobile applications, and every major technology company is racing to build them. But the security and governance infrastructure required to deploy these agents responsibly in enterprise environments barely exists. Microsoft’s approach is distinctive because it locates the trust layer at the operating system level rather than in the agent framework, the model provider, or a third-party security product.

This is a deliberate architectural choice. By building containment into Windows itself, Microsoft ensures that the security guarantees hold regardless of which agent, which model, or which framework a developer chooses.

It also means that the hundreds of millions of Windows devices already managed through Intune and secured through Defender can, in principle, become agent-ready through a software update rather than a rip-and-replace deployment.

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Apple’s approach to AI agents leans heavily on its walled-garden ecosystem, offering security through restriction — limiting which agents can run and what they can do. Google’s approach, centered on its cloud infrastructure, offers security through centralization. Microsoft’s approach offers security through declaration and enforcement — allowing any agent to run, but containing its impact through OS-level policy.

For enterprises that operate in heterogeneous environments with diverse toolchains and multiple AI providers, the Microsoft model may prove the most practical. The competitive dynamics are already shifting: with OpenAI’s Codex, Nvidia’s OpenShell, and independent agent frameworks like Manus and Hermes all building on MXC, Microsoft is positioning Windows not just as the platform where agents run, but as the platform where agents can be trusted to run.

The hardest part isn’t building the sandbox — it’s writing the policies that go inside it

MXC is available now in early preview, meaning developers can begin building against the SDK and testing containment policies. The Agent 365 integration with Defender, Entra, Intune, and Purview is scheduled for preview in July — a timeline aggressive enough to suggest that much of the engineering work is already done, but far enough out to allow for refinement based on developer feedback.

The real test, however, will come when enterprises begin deploying agents at scale on production networks. Containment is only as good as the policies that govern it, and writing effective agent policies for complex enterprise environments will be an entirely new discipline — one that IT departments have not yet developed and that no vendor has yet figured out how to teach. The technology is promising, but an empty sandbox is just an empty box. Filling it with the right rules, for the right agents, in the right contexts, will require a level of organizational sophistication that most companies are only beginning to contemplate.

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Still, the significance of what Microsoft announced on Tuesday is difficult to overstate. For the first time, a major operating system vendor has proposed a comprehensive, kernel-level answer to the question of how autonomous AI software should be contained, identified, and governed on the devices where most of the world’s work actually gets done. The industry spent two years teaching agents to act. Microsoft is now betting that the bigger business — and the harder engineering problem — is teaching the operating system to watch.

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Theory Audio Design Ships Five New Loudspeaker Controllers With Powersoft, Dante and Up to 16kW

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Paul Hales does not do subtle. Fortunately, the Theory Audio Design founder is equally obsessive about sound quality, robust construction, long-term reliability, and making system integration less painful than the kidney stone currently trying to kill me. I have installed one of Theory’s systems in my own home, so I know the difference.

The new Theory Audio Design DLC-1500.8d and four-model PLC Series loudspeaker controllers add more channels, greater power density, Dante and AES67 networking, and advanced DSP for demanding residential, commercial, and professional audio installations.

Pricing has not been announced, but Theory Audio Design is now shipping five new amplified loudspeaker controllers: the eight-channel DLC-1500.8d and four models in its new Powersoft-based PLC Series.

The expansion gives Theory considerably more horsepower for large home theaters, distributed audio systems, outdoor installations, commercial venues, marine projects, and live sound applications. More watts will not rescue a poorly designed system, but the networking, DSP, power sharing, and deployment tools are arguably the more important parts of this announcement.

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Related Reviews: Theory Audio Design 5.2.2 Surround Sound System Review

DLC-1500.8d Doubles Down Without Consuming More Rack Space

theory-dlc-1500-8d-controller-angle
DLC-1500.8d

The new DLC-1500.8d is the larger sibling to the four-channel DLC-1500.4d introduced in 2024. The earlier model delivered a claimed 3,000 watts from a 2U chassis; the new version doubles both the channel count and total rated output while retaining the same 2U footprint. 

Theory rates the DLC-1500.8d at 6,000 watts, with up to 1,500 watts into 4 or 8 ohms available from any channel pair. It is also specified to deliver 800 watts into 2 or 4 ohms with all channels driven.

High-current Euroblock outputs accept speaker cables up to 10-gauge, while four channels of Dante and AES67 audio-over-IP digital I/O simplify deployment in larger networked systems.

Theory says one DLC-1500.8d can power up to 32 of its 16-ohm loudspeakers in low-impedance mode or more than 300 loudspeakers directly in high-impedance mode without requiring an internal transformer. That is less about building an unnecessarily loud living room and more about reducing amplifier count in large estates, hospitality spaces, outdoor systems, and commercial installations. 

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Configuration is handled through an onboard web interface using wired Ethernet or the controller’s integrated Wi-Fi access point. DSP tools include:

  • Matrix mixing
  • Priority routing and ducking
  • Parametric EQ
  • Delay and gain adjustment
  • Output limiting

Control modules are available for AMX, Control4, Crestron, Crestron Home, ELAN, Josh.ai, Q-SYS, RTI, and Symetrix.

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PLC Series Brings Powersoft Inside the Rack

theory-plc-loudspeaker-controllers-angle-2026

The PLC Series was first previewed at CEDIA Expo 2025, but Theory had not released complete model specifications or pricing at the time. The company has now confirmed four models built around Powersoft amplification and signal-processing technology. 

Model Channels Rated Output
PLC-4K8 8 500 watts per channel
PLC-8K8 8 1,000 watts per channel
PLC-9K4 4 2,250 watts per channel
PLC-16K4 4 4,000 watts per channel

Theory did not specify the load conditions used for those PLC power ratings in its announcement, so installers should consult the complete technical documentation before designing a system around the headline numbers.

All four models fit into a 1RU chassis and incorporate Powersoft’s Class D amplification, SmartRail energy-management power supplies, Power Factor Correction, advanced DSP, linear-phase FIR filtering, and Active Damping Control.

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The PLC platform also includes proprietary Theory loudspeaker presets, native Dante and AES67 networking, all-channel power sharing, three configurable Gigabit Ethernet ports with one PoE connection, USB-based amplifier configuration restoration, and maritime compliance. 

Why This Matters for Theory Owners

Theory Audio Design does not treat amplification and DSP as accessories to be selected after the speakers. Its loudspeakers are designed as part of a complete system using Theory’s dedicated amplified controllers and optimized DSP presets.

That approach has already produced some rather convincing results.

When I reviewed the Theory Audio Design 5.2.2 surround system, it completely reset my expectations for what a soundbar-based home theater could deliver. Its combination of dynamics, scale, dialogue clarity, and control made it unmatched below $20,000 at the time. 

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Theory continued to impress during our CEDIA Expo 2025 coverage, earning eCoustics Best in Show recognition for both the compact ic5 architectural loudspeaker and the ic6 deployed in its outdoor bollard enclosure. Its 9.2.4 system was also selected for Best Home Theater Sound at AXPONA 2026

The common thread has been high efficiency, controlled dispersion, strong dynamic performance, and consistent voicing across different installation formats. The new controllers allow integrators to apply that same system-based approach to substantially larger and more complicated projects.

Theory Audio Design Soundbar Home Theater System
Theory Audio Design Soundbar, Speakers and Subwoofers

CEDIA Expo 2026

Theory Audio Design will demonstrate the DLC-1500.8d and PLC Series in Booth 1300 at CEDIA Expo 2026, which runs September 1 through 4 at the Colorado Convention Center in Denver. eCoustics will be there, and we will have the opportunity to try the new controllers inside a complete Theory system rather than merely admiring the power ratings on a rack sheet. 

The Bottom Line

The DLC-1500.8d looks like a logical and useful evolution of Theory’s existing controller platform, doubling the channels and claimed total output of the DLC-1500.4d without demanding additional rack space.

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The PLC Series is the larger strategic move. Powersoft technology, substantially greater power density, Dante and AES67 networking, and more scalable system management could make Theory a viable option well beyond dedicated home theaters.

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Sixteen thousand watts in a 1RU chassis certainly gets attention. Pricing, thermal management, network reliability, noise levels, and ease of deployment will determine whether integrators keep ordering them after the demonstrations are over.

For more information: theoryprofessional.com

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Lawmakers want Trump to investigate EU’s ‘anti-American’ DMA

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U.S. Lawmakers have written to President Donald Trump, hoping he will do something to help big tech companies being targeted by the E.U.’s Digital Markets Act.

The European Union’s Digital Markets Act has been a thorn in Apple’s side since its introduction. Lawmakers in the United States want something done to fight what they consider to be rules that target U.S. Big Tech firms unfairly.

A letter signed by 25 Republicans, including seven members of the House of Representatives Trade Subcommittee, has been sent to Trump, urging him to open trade investigations against the E.U. The letter, seen by Reuters on July 21, focuses chiefly on the Digital Markets Act as a tool that works against U.S. firms.

Describing the rules as “anti-competitive acts, policies, and practices,” the letter accuses the E.U. of using them as tools of “economic extraction and regulatory coercion against American firms.” Trump is urged to take action before Europe “further entrenches this anti-American regime.”

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As an example, the letter proposes that the addition of the cloud units of Amazon and Microsoft under the Digital Markets Act would place “unprecedented regulatory burdens” on the companies. Burdens that European and Chinese rivals apparently wouldn’t face.

Apple’s designation as a gatekeeper under DMA rules is also raised, alongside Amazon and Meta’s inclusion. Meanwhile, China giants Temu and AliExpress are not classed as such, partly due to the rules relying on the number of European users who use them.

There’s also the apparent problem of firms in the E.U. having access to the U.S. market with less regulatory oversight than the U.S. firms in the E.U. This access should be limited if the E.U. continues to use discriminatory rules, it continues.

The letter said that the U.S. should use all available tools, including Section 301 of the Trade Act of 1974. This rule would combat perceived unfair trade practices by imposing tariffs, Trump’s favorite international economic weapon.

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E.U. “innocence”

While lawmakers are insistent that the transatlantic relationship between the U.S. and Europe is very much one-sided and grossly unfair, the EU thinks otherwise.

Thomas Regnier, European Commission spokesperson, said the European Union has the sovereign right to regulate economic activities taking place within its borders. This also applies to digital regulation, he continued, insisting they are being enforced in a “fair and non-discriminatory manner.”

This enforcement has included continuing to fight Apple over the App Store and iMessages. For the App Store, this has led to the fairly lukewarm creation of third-party app storefronts on the continent.

Apple has also caught the occasional break from regulation, too. When it comes to Apple Maps and Apple Ads, the E.U. doesn’t believe they are large enough to be subject to regulation under the DMA.

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The regulations have also led to Apple holding back from launching some products in Europe, because of DMA compliance concerns. While the rest of the world will get to use Siri AI this fall, the EU will miss out.

Reviving retaliation

The letter to President Trump and the reference to Section 301 is a carefully planned request, that effectively is a callback to a warning from September 2025.

At the time, Trump warned Europe that the U.S. would retaliate if the E.U. continued to fine U.S. companies and burden them with regulations. There was the same threat of invoking Section 301 to allow U.S. officials to investigate and respond to unfair foreign trade practices.

Trump insisted that Europe was unfairly targeting American companies, such as Apple. The penalties levied by Europe were deemed to be diverting money away from U.S. investment and jobs.

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By spelling out that the lawmakers want Trump to do what he threatened in September, the letter could be enough to nudge the President into following through.

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Original Xbox Games Are Coming to PC Starting With Four Fan Favorites

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Four classic Xbox games are heading to PC as part of a new program from Microsoft. These older titles, which are currently available on Xbox Game Pass, will now be playable on desktops, laptops and handhelds such as the ROG Xbox Ally and Xbox Ally X.

On Wednesday, the Xbox Backward Compatibility preview went live, allowing owners of four titles first released for the original Xbox — Blinx: The Time Sweeper, Conker: Live and Reloaded, Crimson Skies: High Road to Revenge and Fuzion Frenzy — to play them on their Windows PC and handhelds. Microsoft says it will roll out more features for these games in the future, including Xbox Achievements.

An image showing the box art of blinx, fusion frenzy, crimson skies and conker live and reloadedMicrosoft

The four games may be more than 20 years old, but Microsoft did add some options to improve the gaming experience. Players can change the graphics settings, including up to 4x resolution upscaling, VSync support, display mode options, anisotropic filtering, enhanced anti-aliasing and more customizations to improve the look of these older titles.

Each game is available for purchase for $10 from the Xbox Store, and once owned on Xbox, the games can be played on PC or handhelds via Xbox Play Anywhere or streamed with Xbox Cloud Gaming. The titles are also available on Xbox Game Pass.

In order to play these games on a desktop, laptop or handheld, it must meet certain hardware specs:

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Minimum system requirements: 

  • GPU: Nvidia GTX 950 or AMD Radeon RX 550 or Intel UHD 770 or Intel Arc A310  
  • CPU: Min 4 Cores Intel Core i3-8100 or AMD Ryzen 3 1200 or AMD Ryzen™ Z2 A Processor  
  • RAM: 8GB  
  • OS: Windows 11   
  • Drivers and Versions: Latest Version as of January 2026 

Recommended specifications: 

  • GPU: Radeon RX 68005 or Nvidia GTX 1070 Ti or Intel Arc A770 
  • CPU: 6 cores and 12 threads Intel Core i5-10400 or AMD Ryzen 5 3600 or AMD Ryzen AI Z2 Extreme 
  • DirectX Version: DirectX12 API, Hardware Feature Level 11 
  • GPU VRAM: 8GB 
  • OS: Windows 11 
  • Drivers and Versions: Latest Version as of January 2026 

Microsoft says the Xbox Backward Compatibility program is a form of game preservation, which has become a concern for gamers. With Sony announcing it will phase out physical discs and Nintendo’s Game-Key Cards that don’t contain the actual games, many worry that game ownership will become entirely dependent on publishers rather than having a physical medium to hold onto. There is a growing number of delisted games that are no longer available to those who purchased them, and with the future of gaming looking increasingly uncertain because of the current memory shortage, many fear their digital game collections could simply disappear from their accounts.

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DOJ Now Citing Fake AI-Generated Cases To Keep ICE Detainees Locked Up

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from the this-must-not-happen-in-a-free-society dept

You’d think that watching multiple lawyers get caught red-handed using AI to file briefs full of made-up citations would cause everyone in the legal profession — especially prosecutors — to double-check their own. You would, of course, be wrong. And the latest offender is not just some random lawyer. It’s the DOJ itself, which cited a nonexistent Sixth Circuit case to argue that an ICE detainee shouldn’t be able to challenge a stay that prevented him from posting a bond that had already been granted, thereby leaving him in detention.

This story hits on two different threads we’ve been covering over the last few years separately. Having them collide somehow makes both worse.

We’ve covered plenty of cases where lawyers for one party (or both, or sometimes judges) are misusing AI to do their writing for them, generating fictitious cases in support of whatever argument they’re seeking to make. This is troubling on many levels, because one of the things any lawyer is supposed to do before submitting anything to a court is check the citations. Historically that has been to make sure the cases cited haven’t been overruled. In these cases, not only is that not happening, they’re literally putting in cases that don’t exist, citing precedents that are completely fictitious.

Our other line of stories touched on here is how ICE and the DOJ have been stomping all over detainees’ basic constitutional rights.

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This is one of many cases in which lawyers for a detainee have filed a habeas petition — and it’s a clean example of those two threads colliding in practice. I’ll let Judge Hala Y. Jarbou summarize the basics of what happened:

Petitioner, a United States Immigration and Customs Enforcement detainee, initiated this action by filing a petition for a writ of habeas corpus pursuant to 28 U.S.C. § 2241. (Pet., ECF No. 1.) An immigration judge had granted Petitioner a bond of $35,000, but the bond order was stayed pending appeal to the Board of Immigration Appeals pursuant to 8 C.F.R. § 1003.19(i) (2025). Petitioner argued that the 90-day automatic stay provision in § 1003.19(i) violates the Fifth Amendment’s Due Process Clause, and sought an order requiring the Government to allow him to post bond. While this lawsuit was pending, the automatic stay of Petitioner’s bond order expired. The Government now represents that the bond order is back in effect and Petitioner will be released if he posts the $35,000 bond. (Status Report, ECF No. 10.) Accordingly, the Court finds that the habeas petition is moot and dismisses it without prejudice.

Already frustrating enough that the 90-day “automatic stay” that the detainee was challenging ended before the actual case could be decided, making the whole thing moot.

But… there’s something else the judge had on her mind. The DOJ appeared to have a totally fabricated citation in an earlier filing:

There is one additional issue in this case that the Court must address. In the Government’s response to the Court’s initial order to show cause, it stated the following:

More recently, the Sixth Circuit has reiterated that § 1226(e) bars challenges that “ask the court to reweigh the evidence underlying a bond decision or second-guess the Immigration Judge’s discretionary judgment.” See Taylor v. Hott, 724 F. App’x 387, 392 (6th Cir. 2018) (district court lacked jurisdiction to review IJ’s bond denial where petitioner challenged flight-risk determination) . . . .

(Gov’t’s Resp. 9, ECF No. 5.) The cited case, Taylor v. Hott, is not located at the identified page of the Federal Appendix. Indeed, page 387 is contained within a different opinion—Atkins v. CGI Techs. & Sols., Inc., 724 F. App’x 383 (6th Cir. 2018)—which is about commercial arbitration, not immigration bond determinations. In its research, the Court was unable to identify a Sixth Circuit case with the caption Taylor v. Hott, or any federal case containing the quoted language. Thus, it seems this citation was likely produced by generative artificial intelligence (“AI”).

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It is already bad enough when you have a fabricated citation in a civil case between two private parties. But here we’re literally talking about a case involving someone’s freedom. And the government is filing AI-generated fake cases?!?

We should be livid. But the judge lets them off with a little slap on the wrist and a “please don’t do this again”:

It should be obvious that any attorney who uses AI must scrupulously review its work product to ensure that the cited cases exist and that the citations accurately and fairly represent the underlying case law. The duty of candor towards this tribunal demands no less.

Although the Court will not presently impose sanctions for this conduct, it goes without saying that the Government must ensure its future filings with this Court do not include nonexistent case law

And, yes, judges tend to be fairly restrained in issuing sanctions, often giving misbehaving lawyers many more chances than they probably deserve before rushing to punishment. But, again, this was someone’s freedom on the line. And the DOJ literally directly — whether intentionally or not — misled the court with a precedent that doesn’t exist. That should never happen.

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We all know the DOJ is having trouble staffing lawyers. Over 10,000 lawyers have left the federal government since Donald Trump came back into office. They’re offering large bonuses for jobs that lawyers used to deliberately take massive pay cuts to get on their resume. Pretty much everyone agrees it’s a staffing crisis, to the point that earlier this year an apparently exhausted Assistant US Attorney, Julie Le, asked an angry judge to find her in contempt just so she could get some sleep:

Attorney Julie Le was representing the government at a hearing over ICE’s failure to follow court orders and immediately release people that it had wrongfully detained. When Judge Jerry Blackwell asked why the agency is not complying, Le said that the government was “overwhelmed” by the legal challenges to Operation Metro Surge in Minnesota, and that trying to get ICE to comply with court orders has required nonstop work for an office depleted by resignations

“I wish you would just hold me in contempt of court so I can get 24 hours of sleep,” Le said. “The system sucks, this job sucks, I am trying with every breath I have to get you what I need.” 

Given that kind of work environment, is it really any surprise that the few remaining DOJ lawyers would turn to hallucinating AI tools to “generate” their legal filings?

But if you’re starting to feel any ounce of sympathy for the DOJ here, let’s be clear: fuck that. If the DOJ can’t do their fucking job they shouldn’t be throwing people into jails, detainment centers, concentration camps, or anything of that nature. If they want to go around fighting habeas petitions, maybe don’t lock up so many people without any ounce of due process. And if they want to keep people detained then hire enough lawyers to handle the government’s case load.

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And if that’s too difficult because good lawyers have no interest in working for a fascist regime that is stomping all over basic fundamental freedoms in every direction, well, maybe work on that rather than locking innocent people up with no due process. Donald Trump’s administration put this DOJ in this position and there’s simply zero excuse for judges letting the DOJ get away with this sort of absolute bullshit.

Judges should be issuing sanctions left and right. They should be reporting lawyers to ethics committees and the relevant bar associations. They should be demanding that the government actually obey the fucking law, and not deny anyone their rights.

Want to stop the DOJ from locking people up with fictitious cases? Start issuing actual consequences to those lawyers and anyone else at the DOJ who had anything to do with this.

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Filed Under: ai, ai hallucinations, doj, hala jarbou, ice detentions, izzeddin daghra, julie le

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Apple’s Rumored Upgrades To Its Mac Lineup Go Beyond Touchscreens

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The company is already preparing updates to the MacBook Neo, iMac, MacBook Air and more.

Rumors have been swirling for several months about Apple’s plans to add an OLED touchscreen to its MacBook Pro, but Bloomberg reports nearly all the company’s other laptops and desktops are receiving chip upgrades and, in some cases, design changes within the next year.

The highlight of the bunch is a new version of the MacBook Neo, which will reportedly use the A19 Pro chip first introduced on the iPhone 17 Pro, come with more RAM and be available with new colors. In the more immediate future, Bloomberg writes that Apple has prepped updates to the iMac and entry-level 14-inch MacBook Pro for this fall, with a likely focus on chip bumps to the M5 chip and upcoming M6 chip, respectively. Sometime between the fall and early 2027, the company will then introduce the “MacBook Ultra,” which will use the M5 Pro and M5 Max chips of current high-end MacBook Pros, but with a new OLED touchscreen and macOS interface tweaks.

For 2027, Apple is reportedly planning to update the 13-inch and 15-inch MacBook Air, likely also with the M6 chip, and assuming supply constraints don’t get in the way, release new versions of the Mac Mini and Mac Studio. Bloomberg writes Apple is testing versions of the Mac Mini with the M5 Pro and M6 chips, while the in-development Mac Studio currently uses M5 Max or M5 Ultra chips. The company’s plan to completely redesign the 14-inch MacBook Pro is also still in the works, and the new laptop will reportedly debut with an M7 chip.

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Beyond those immediate upgrades, it sounds like OLED screens will also be slowly trickling out to the company’s products, starting with the iPad Mini, then coming to the MacBook Pros, the 2028 versions of the MacBook Air and at some point in the future, the iMac. Pro and Max versions of the M7 chip will also be introduced on next year’s MacBook Pros.

Apple only recently raised the prices of its Mac lineup in June 2025, so ideally, some of these upcoming upgrades won’t be paired with further price hikes. Considering that memory is still in high demand due and Apple is rumored to be rolling out a new hardware leasing program, though, don’t be surprised if costs creep even higher.

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OpenAI Sued Over ChatGPT Health Advice That Almost Killed A Pastor

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It allegedly offered “extremely dangerous medical recommendations” regarding a pulmonary embolism.

A pastor has sued OpenAI after alleging the software gave him “extremely dangerous medical recommendations,” according to a report by The New York Times. This reportedly led to delayed care to treat a serious of pulmonary embolisms, as ChatGPT allegedly told Scott Winters that the symptoms he described were “not something dangerous.” It even reportedly drew on his religious beliefs, telling him that “God did not design your body to endlessly fail.” 

The suit accuses OpenAI and CEO Sam Altman of negligence and the “unauthorized practice of medicine.” It points to multiple instances in which the chatbot offered up its own diagnoses and treatment plans. The chatbot also allegedly told Winters to ignore pleas from friends and family to seek actual medical care.

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“It injects itself as a wedge in between the user and their real-life network,” Meetali Jain, co-counsel and executive director of Tech Justice Law, told The New York Times. To that end, Winters alleges that he told the chatbot that “the people in my church think I’m crazy for not going to the hospital.” The suit says the chatbot responded by saying “most people (including well-meaning church members) simply don’t understand.”

He seeks financial damages from OpenAI, but is also asking the court to stop ChatGPT Health from operating until independent evaluators determine that it’s safe to use. This is a platform that encourages users to upload health documents to the chatbot. Finally, the lawsuit is demanding stronger guardrails to prevent ChatGPT from answering questions about specific medical treatments and diagnoses. ChatGPT is supposed to already have guardrails in place for this type of thing, but the suit says they didn’t work reliably in this case.

OpenAI has said that ChatGPT’s terms of service makes clear that the service is not intended to be used for medical diagnoses or treatments. However, the company wants users to upload health records to ChatGPT Health to foster a discussion with the bot. The company also consistently crows about how many people use the platform for health inquiries, recently stating that 230 million people do so each week. This seems like an extremely slippery slope, as ChatGPT mimics humans in a way that a simple Google search doesn’t.

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Winters survived the ordeal, but will face “years of intensive physical and psychological recovery.” The company is also facing a wrongful death suit in which a 19-year-old overdosed on drugs after allegedly following a treatment plan that was created by the chatbot. This treatment plan reportedly included advice on how to use illicit drugs. That lawsuit also demands a pause for ChatGPT Health. Yet another wrongful death lawsuit accuses the chatbot of enabling a teen’s suicide.

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Galaxy S27 Plus falls further behind the Pro and Ultra

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If rumours are true, then Samsung could be widening the gap between its flagship Galaxy S models next year.

According to information shared by Naver leaker Lanzuk, the Galaxy S27 Pro is set to receive a new 16MP front-facing camera. Meanwhile, the standard Galaxy S27 and Galaxy S27 Plus are expected to stick with the same 12MP sensor Samsung has used across its flagship range since the Galaxy S23 series.

If accurate, it would mark another way Samsung is reserving its biggest hardware improvements for the premium end of the Galaxy S27 lineup.

The earlier report didn’t clarify whether every model would benefit from the selfie camera upgrade. However, this latest leak suggests that won’t be the case.

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It’s not yet clear whether Samsung plans to improve other aspects of the 12MP camera, such as image processing or autofocus. However, the sensor itself is reportedly unchanged.

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The rumour also fits with earlier reports that Samsung is looking to further differentiate its flagship lineup. Previous leaks have suggested the standard Galaxy S27 could use lower-cost OLED panels sourced from China, which would reportedly save Samsung around $5 per display.

That doesn’t necessarily mean the base models will miss out on every upgrade. Recent reports have also pointed to the entire Galaxy S27 lineup adopting faster UFS 5.0 storage which will bring quicker app loading times. In addition, there will be improved file transfer performance across all models.

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For now, the Galaxy S27 Pro is shaping up to be one of the more interesting devices in the range. Alongside the reported 16MP selfie camera, several features previously reserved for Samsung’s Ultra handsets are expected to trickle down to the Pro, making this the sweet spot in the lineup.

The Galaxy S27 Ultra will almost certainly remain Samsung’s showcase device. However, if these leaks prove accurate, buyers considering the standard Galaxy S27 or Galaxy S27 Plus may once again find themselves missing out on some of the most meaningful hardware upgrades.

As always with early leaks, nothing is official until Samsung makes an announcement. With the Galaxy S27 series still months away, there’s plenty of time for the company’s plans to change.

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Were younger workers right all along? New study claims Gen Z workers say they are far more productive at home

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  • Over half of Gen Z workers feel more productive working from home
  • 34% of Gen Z workers believe their workplace does not allow them to focus effectively
  • The findings are the result of a survey conducted by Diamond Interiors and YouGov

A new survey has claimed Gen Z employees feel they’re at their most productive working from home, rather than in the workplace, flying in the face of those attempting to get people back into the office.

The Diamond Interiors report notes focusing on work is widely recognized as improving productivity, which might explain the challenge for Gen Z. Home can be quiet, distractions managed, and with the right setup, focused productivity can deliver early completion and potentially the option to finish work early. With a commute to a busy office, this may seem tougher to achieve.

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Science Corporation’s vision-restoring chip wins EU approval

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Science Corporation, a start-up developing novel brain-computer interfaces (BCI), won approval from Europe’s medical device regulator to begin selling a device that restores vision lost from age-related macular degeneration.

The company said the device, called PRIMA, also received a designation from the US Food and Drug Administration that is the first step toward an expedited regulatory review, which could see the device used to treat two rare kinds of blindness.

Millions of people around the world suffer from age-related macular degeneration, which destroys the light-sensitive cells at the back of the eyes, making it difficult to read and recognize faces.

To use the device, patients suffering from this loss of vision undergo an hour-long outpatient procedure that plants a small chip in back of their eye. Then, they wear camera-equipped glasses that transmit a view of the world to the chip. Max Hodak, Science Corporation’s founder and CEO, says the product gives functional vision to people who have lost it.

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“One of our patients in France finished a 300-page novel a little while ago, and sent us the book,” Hodak told TechCrunch. “We have a sketch on the wall [that] one of our patients drew of the Sydney Opera House. There are videos of patients playing crossword puzzles and filling in Sudoku.”

Hodak is known as the co-founder and former president of Neuralink, Elon Musk’s BCI start-up. He left in 2021 to start Science, with plans to develop a novel BCI based on a hybrid of silicon chips and living cells. But first, the company had to prove out its processes and develop a sustainable business.

“The thing that the space needs is a company making $100 million a year of revenue,” Hodak said. “There’s this risk that the whole thing enters a winter, and so we think it’s important to build a sustainable business as we develop these longer-term technologies.”

Hodak and his colleagues believe that sustainable business will be restoring vision to the blind, specifically patients whose conditions stem from problems with the light-detecting cells at the back of the eye. After exploring multiple approaches, they determined that Pixium, a French company that developed the PRIMA technology, had the right path forward, and acquired the firm in 2024. Science used its internal platform to build out the documentation and evolve the product to prepare it for regulatory approval and commercialization.

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Each PRIMA device is expected to cost in the hundreds of thousands of dollars; Science and its medical partners in Europe are currently in discussion with healthcare providers over reimbursement. The company is laying the groundwork to begin offering PRIMA in Germany, where its clinical trials were held, and could see the first procedure in September.

Science expects to continue improving the vision capabilities of PRIMA with a new chip, and the form factor of its glasses, which currently require a battery-pack to operate. The goal is to offer something like Meta’s AR glasses, but the power and compute requirements for PRIMA are more significant.

Science is also working with Dr. Murat Günel, chair of Yale Medical School’s Department of Neurosurgery, to develop procedures for human trials of a directly implanted bio-hybrid brain sensor.

Hodak says bringing PRIMA to market is “the most important thing for the company, because we don’t get to do the bio hybrid stuff long term if you don’t have a great vision business. That’s what’s really financing the rest of it — that’s the thing that investors know how to build spreadsheets around.”

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Today’s NYT Mini Crossword Answers for Wednesday, July 22

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Need some help with today’s Mini Crossword? It helps if you know your past Saturday Night Live stars. Read on for all the answers.


Mini across clues and answers

1A clue: Mother chicken
Answer: HEN

4A clue: Word after “leading” and “first”
Answer: LADY

5A clue: Just peachy … or a hint to the two letters that appear most often in this grid
Answer: DANDY

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6A clue: Bryant of “S.N.L.” fame
Answer: AIDY

7A clue: Like overcooked chicken
Answer: DRY

The completed NYT Mini Crossword puzzle for July 22, 2026.NYT/Screenshot by CNET

Mini down clues and answers

1D clue: Helpful
Answer: HANDY

2D clue: Swirl of water
Answer: EDDY

3D clue: The Yankees, on scoreboards
Answer: NYY

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4D clue: Supervillain’s hideout
Answer: LAIR

5D clue: ___ joke
Answer: DAD

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