Tech
Oracle put its cloud rival’s AI inside its business apps, and the stock jumped 8%
Oracle has just put its cloud rival’s AI at the heart of the software its customers run their businesses on. Investors cheered.
The company said on Thursday it is expanding its Google Cloud partnership to bring Gemini into Oracle’s enterprise applications. Gemini will slot into Oracle AI Agent Studio for Fusion Applications. It will also power embedded AI across Oracle Fusion apps and NetSuite.
Two models are on the menu. Gemini 3.1 Flash-Lite is tuned for cheap, efficient work. Gemini 3.5 Flash handles heavier reasoning and creative tasks such as video and presentations. Both join models Oracle already offers.
Wall Street liked it. Oracle shares rose as much as 8.4% to $127.64, Bloomberg reported.
Even giants are going multi-model
The logic is choice. Rather than lock customers into its own AI, Oracle is offering Google’s as another option inside tools they already use. It is the enterprise trend of the year: pick the best model for each job, rather than one model for everything.
“Organizations need the flexibility to choose the AI model best suited to each problem,” said Chris Leone, Oracle’s applications-development chief. Oracle Fusion, he added, then turns that reasoning into action “through governed workflows, approvals, and transactions.”
An unlikely alliance, deepening
Oracle and Google compete hard in the cloud, yet their partnership keeps growing, from raw infrastructure to agentic AI. Notably, the model Oracle picked for its app layer is not from OpenAI, its roughly $300bn infrastructure partner, but from Google. Cohere and Meta models were already on offer.
For Google, it is a route into thousands of businesses through software they already run. NetSuite alone claims more than 44,000 customers. For Oracle, it is a fresh selling point as it pours hundreds of billions into AI data centres.
The hard questions are still open
Not everyone is dazzled. The plan “sounds good, but be cautious,” Gartner analyst Balaji Abbabatulla told The Register. “It doesn’t necessarily look as glittery as it sounds. There are challenges under the hood.”
The biggest is accountability. If an autonomous agent makes a bad call at speed, errors can cascade before anyone notices. It is not clear who is liable. Oracle points to monitoring and audit tools. Abbabatulla is not convinced any vendor has answered the question.
For a company wrestling with a heavy AI debt load and a vast OpenAI bet, a stock pop from a model deal is welcome. It also shows where enterprise AI is heading. Even the giants now rent their rivals’ brains, and try to keep a human near the controls.
Tech
Lotus The Perfectionist Air Fry and Convection Oven Review
Verdict
The Lotus Perfectionist Oven is a high-end countertop appliance with seven cooking functions and a useful probe to ensure perfect results. The countertop oven is heavy and well-made, with a stainless-steel body, and looks and performs more like a commercial oven than an appliance built for consumer use. The countertop oven has high-quality components that look and feel like they’ll last a lifetime. It’s also incredibly easy to operate the user-friendly appliance. The controls are straightforward and the LCD screen displays information clearly. You’d expect professional results at this price, and the Lotus Perfectionist delivers.
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Seven cooking functions
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Well made
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Easy to use
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Cooks brilliantly
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Probe can only be used with air fry and bake functions
Key Features
Introduction
Lotus makes a variety of high-end appliances, including coffee makers, toasters, and blenders. All of the appliances have the same heavy, industrial build, and anyone seeing the countertop oven or the rest of the Lotus suite in your kitchen would consider you a professional chef.
Lotus products were previously available only at Williams-Sonoma, but as of April 2026, they’re also available on Amazon – making them even more accessible for consumers. Should you spend this much on an air fryer? Absolutely, here’s why.
Design and features
- Heavy and well-made
- User friendly
- Range of functions
The Lotus Perfectionist Oven arrived in a brown cardboard box, and inside of that, a green and white branded box. Everything was packed securely to guard against damage. This is one of the heaviest countertop ovens I’ve ever tested (46 pounds), and that’s a testament to the quality build. It’s made of stainless steel and aluminum. No flimsy components here. The knobs are also crafted of quality stainless steel with a nickel finish, and designed to endure years of turning them left or right. The oven has a generous interior and can fit a 9” x 13” dish or a whole turkey.


The Lotus Perfectionist came with plenty of accessories, including an air fry basket and tray, baking pan, removable side rack guides, two oven racks, a crumb/drop plate and a temperature probe.


The controls are all on the right side. At the top is the display panel, which shows a variety of prompts and messages. There’s an up arrow to indicate the temperature is rising, and Convention and Air Fry icons are also displayed in this area. Other messages include a notification when the desired time or temperature has been reached. When using the Toast setting, the shade and number of slices can be viewed here as well.


Beneath the display panel are the buttons for Convection cooking, Probe cooking, and Start/Stop.
At the bottom are the two control knobs: The top knob includes the cooking selections: Proof, Warm, Air Fry, Bake, Broil, and Toast/Bagel. This is also where the cooking temperature is selected, as well as the darkness level when using the Toast and Bagel functions.
The bottom knob is where the time is selected, and in Toast/Bagel mode, it’s also where the number of slices would be selected. And directly below that, to the right, is the button to turn the interior light on and off.
The Lotus Perfectionist is easy to care for. All of the removable parts are safe to put in the dishwasher. The control panel display, oven racks, and side rack guides can be wiped with a slightly damp sponge. The interior of the oven and the control knobs can be wiped with a damp, soapy cloth. The probe should be cleaned with soapy water, and the glass oven window should be clean with glass cleaner sprayed on a cloth.
Performance
- Must remember to load food after preheat ends
- Cooks to perfection
- Probe ensures accurate temperature
I was impressed with the oven’s performance and it wasn’t hard to understand why this is called “The Perfectionist”. The countertop appliance does an excellent job of cooking food well on various settings.
Preheat is automatic – after selecting the temperature and time, and pressing Start, it begins the preheat process, and then beeps when the preheat cycle is over. However, I had to remember to put the tray in the oven when the preheat cycle was over – and I forgot this on at least two occasions. Fortunately, it was only for a minute or two, so the cooking time was not drastically affected – and the food turned out well, regardless.
The heating elements cycle on and off when using the oven, which helps to maintain the selected temperature.
My first test was actually rather funny. I put the frozen Pillsbury cookies on top of the rack. In the photo of the finished test, you can see that they fell through the rack and are now underneath on the pan. However, after the cookies cooled, the rack came right off, and the cookies were delicious.


The second time, I baked some Nestle Tollhouse cookies without the rack. I sprayed the tray with Pam Nonstick Cooking Spray. Both times, the cookies were delicious – crunchy on the outside, and soft, warm, and gooey on the inside.


In my next test, I made salmon. I used the air fryer basket and tray, and sprayed the basket with Pam spray.
Then, I air fried the salmon at 375°F for 12 minutes – and added some rice and small tomatoes to the final meal. The salmon was light and flaky, tender and juicy on the inside. Fortunately, I cooked two pieces of salmon, so I was able to refrigerate the second piece so I didn’t have to cook the next day.


When I resumed testing, two days later, I broiled some pork chops. I seasoned the pork chops, sprayed the rack with Pam spray, and then put the pork chops in the Lotus Perfectionist. I chose Broil/Hi for about 10 minutes, then flipped the pork chops, and broiled them about 5 minutes longer.
When the meat was done, I added rice, small tomatoes, and carrots. The pork chops were browned and crunchy around the edges, and tender and juicy on the inside.


My next test was French Fries. I used the air fry basket, spraying Pam spray in the basket before loading it up with fries. I air fried at 350 degrees for around 18 minutes.
The fries were a golden brown, and they were crunchy on the outside and hot, soft, and tasty as I bit into them.


I used Probe mode to cook chicken thighs. Note: the probe is designed to be used in either Air Fry or Bake mode, so I baked the chicken thighs. I sprayed the baking pan, inserted the meat, and then inserted the probe about 1 inch into one of the thighs. (In hindsight, I should have taken the top rack out since it wasn’t in use, but I’m in the habit of leaving both racks in most of the time.) Since I had no idea what the ideal internal temperature should be, I had to research this information online. I decided on an internal temp of 170°F – and the display screen shows the temperature every step of the way.
When the food reached the set temperature, the oven produced a long chime and a series of short chimes. I unplugged the probe and removed the tray from the oven. The chicken thighs were delicious – they were tender, juicy, and flavorful.


In other tests, I also used the Convection feature, which cooks food faster. Keep in mind that when using the Convection setting, the temperature should be reduced by 25°F, or the cooking time should be reduced by 25%. Lotus does not recommend the Convection feature for frozen pizza.
I also used the Warm feature when food was done before I was ready to eat it. The Warm feature has a temperature range of 140°F and 170°F.
As a general rule, Lotus recommends a light spray of cooking oil to provide a crispier texture, and advises that most foods need to be flipped, stirred, or rotated.
Should you buy it?
You want a countertop oven that’s going to stand the test of time
The heavy, high-quality Lotus Perfectionist has a commercial build, with sturdy-long-lasting components. You won’t have to worry about replacing parts or trashing it because it stopped working.
You don’t cook that often, or you still plan on using your traditional oven
The Lotus Perfectionist is superb, but at the time of publication, it’s $900. That’s a lot of money to pay for an appliance that you won’t use on a regular basis.
Final Thoughts
The Lotus Perfectionist was a joy to test. The food always came out well, even when I didn’t necessarily follow the rules as precisely as I should have. The controls are easy to use and understand, and the display panel is generous enough to be easily viewed. I never had to worry about being careful to ensure I didn’t break anything since the oven is well made and quite durable. My outcomes were comparable to what I would expect when eating out, and cleanup was a breeze. I definitely recommend the Lotus Perfectionist Air Fry and Convection Oven if you’re looking for a high-quality appliance that performs well and will last for years, otherwise for something cheaper the guide to the best air fryers can help.
How We Test
We test every air fryer we review thoroughly over an extended period of time. We use industry standard tests to compare features properly. We’ll always tell you what we find. We never, ever, accept money to review a product.
Find out more about how we test in our ethics policy.
- Used as our main air fryer for the review period
- We cook real food in each air fryer, making chips, frying sausages and cooking frozen hash browns. This lets us compare quality between each air fryer that we test.
FAQs
You can use this to cook food to a set internal temperature, getting perfect results each time.
Full Specs
| Lotus The Perfectionist Air Fry and Convection Oven Review | |
|---|---|
| Manufacturer | – |
| Size (Dimensions) | 22.375 x 16.75 x 12.625 INCHES |
| Weight | 46.6 LB |
| Release Date | 2026 |
| First Reviewed Date | 20/07/2026 |
| Model Number | Lotus The Perfectionist Air Fry and Convection Oven |
| Accessories | Two side rack guides, two oven racks, air fry basket, air fry tray, baking pan, broil rack, crumb/drip tray, temperature probe, user guide |
| Number of compartments | 1 |
| Cooking modes | Bake, broil, air fry, proof, toast/bagel and warm |
| UK RRP | TBC |
| USA RRP | $899.95 |
Tech
A third of physical PS5 games and half of Xbox Series discs need downloads to work properly, report shows
A hot potato: Since PC gaming went pretty much fully digital many years ago, some console gamers have bragged about their machines’ ability to play physical discs and the advantages that brings. But a new report illustrates how just because a game is on a disc, it doesn’t guarantee you won’t need an internet connection to play it.
From Sony’s decision to end production of discs for new PlayStation games in 2028 to the Xbox network outage that stopped some disc-based titles from working, there’s been a lot of conversation about physical media recently.
One topic revolves around the many discs that don’t work (to different degrees) without an online connection, usually to fix a game-breaking bug. The testers at Does It Play (via Ars Technica) found that most disc games are “plug and play,” but a sizable minority can’t be played as intended straight from the disc.
The results show that 27% of all the physical releases the site has tested require some sort of download to fix game-breaking bugs or obtain core game content not stored on the disc.
On the PS5 specifically, 34% of tested disc releases are not fully playable as intended without a patch. Half are beatable but have serious bugs or are missing content, while the other half require a download to play properly or at all.

It’s a much worse picture on the Xbox Series X. Only 50% of tested physical releases were complete and playable as intended from the disc. Another 12% could be beaten but were too buggy or missing content, leaving 38% that required some form of download.
Those Xbox results come from just 78 entries, compared with 792 for the PS5, so the difference should be treated cautiously. The Nintendo Switch 2 performed better, with 75% of its tested releases complete and beatable without a download, although its sample was even smaller at 48 entries.
Reliance on downloads weakens what was once physical media’s biggest selling point: long-term access. Once servers close, missing files and essential patches may become impossible to obtain, creating a major problem for preservation. Then there are players who buy a game requiring a download but have no internet connection to obtain it.
Physical copies still offer advantages, of course. They can be resold, lent to friends, and are often much cheaper than digital versions. It was recently reported that some physical PlayStation games cost up to 90% less than their digital counterparts.
But as the recent Xbox outage demonstrated, owning a disc doesn’t always protect players from server failures. Microsoft said disc-based entitlement checks should not have blocked games and is preparing a fix, though it still hasn’t fully explained why some valid discs failed.
Tech
Lenovo’s Googlebook lineup could include two laptops, a 2-in-1 tablet, and an AI mouse
Google announced Googlebook at I/O in May, but we are still waiting to see what the finished hardware will actually look like. The first devices are expected this fall, and new images published by Android Headlines may have given us an early look at what Lenovo has planned.
Lenovo appears to be preparing at least three Googlebooks, including two traditional laptops and a detachable 2-in-1 tablet. There is also a new wireless AI mouse that seems to have been designed specifically for the platform.
Google has already confirmed that Acer, Asus, Dell, HP, and Lenovo are working on Googlebooks. Still, Lenovo launching three different models would make its opening lineup considerably more ambitious than I expected.
The tablet is the most interesting one


The two laptops appear to come in different sizes, suggesting Lenovo may be targeting separate users and price points. The images do not reveal much about their specifications, processors, or displays, so it is difficult to say how different they will be.
The detachable tablet is much easier to get excited about. Android Headlines reports that the device has four speakers, Dolby Atmos support, and stylus compatibility. It could prove more interesting than another conventional laptop by leaning into Googlebook’s support for Android apps and touch input.
Lenovo also has a mouse for Magic Pointer

Lenovo’s new 59-gram wireless mouse reportedly includes an RGB strip and a dedicated AI key. Googlebook is built around Gemini Intelligence rather than treating AI as a separate app or sidebar, and the mouse may connect directly to Magic Pointer, the Gemini-powered cursor feature that can surface contextual actions based on whatever you point at on screen. Lenovo has not yet explained what the AI key does, but it could provide a quicker way to call up those suggestions.
I still have questions about how consistently Googlebook will perform across different chips, screen sizes, and form factors. Google has positioned the platform as premium, and rising memory costs could push prices even higher. The company has not announced a launch date for the first devices, although IFA in September seems like a plausible venue for Lenovo to unveil its lineup.
Tech
IEEE Publishing Ethics Team Upholds Research Integrity
Given a rising number of publishing misconduct allegations, IEEE in 2022 created the Publishing Ethics Team as a centralized department to assist in handling claims. The group also works to increase the organization’s visibility in the broader publishing ethics area and helps IEEE volunteers write new policies.
Here are some highlights of the team’s activities last year.
New detection tools
IEEE conducted a pilot program in 2024 to integrate tools from the International Association of Scientific, Technical, and Medical Publishers (STM) Integrity Hub into the peer-review workflow of IEEE Access. The multidisciplinary, fully gold-open-access journal publishes research results across all IEEE fields of interest.
STM created the hub so scholarly publishers could access a suite of integrated, commercial, third-party research integrity tools as well as those developed by STM Solutions. The tools help the publishing group avoid printing problematic content upon manuscript receipt, rather than reacting postpublication.
The new features include the Clear Skies Papermill Alarm, which helps identify potentially fraudulent manuscripts at submission. Another is an integration with the PubPeer database, which allows users to check whether references in a manuscript have received previous PubPeer comments or have been retracted—both of which can indicate quality or integrity issues. The duplicate submissions detector can determine whether the same manuscript has been submitted to multiple journals by different publishers, often a sign of academic “paper mill” activity.
Following the success of the pilot, IEEE began working last year to expand the services to all its periodicals. It is anticipated that all IEEE periodicals will be included in the Integrity Hub screening by the end of this year.
Raising visibility
The team participated in industry-wide initiatives with STM. It also renewed membership in groups including the Committee on Publication Ethics, and the team continued its work sponsoring and presenting at conferences.
At a panel presentation during the Council of Science Editors annual meeting last year, Amanda Sulicz, manager of IEEE Research Integrity, participated in the Research Integrity Investigation panel session. She also presented at the Standardization of Publishing Integrity Norms and Corrective Actions poster session during the Society for Scholarly Publishing’s annual meeting, held 28 to 30 May 2025.
Luigi Longobardi, the IEEE Publishing Ethics and Conduct director, gave a presentation at the Communication and Collaboration With Institutions session during STM Innovation and Integrity Days, which took place 9 and 10 December.
IEEE was a sponsor of the National Conference on Research Integrity, held 20 to 22 May 2025, and the International Congress on Peer Review and Scientific Publication, held 3 to 5 September.
Ethics reports
The team is responsible for tracking ethics-related complaints for all IEEE publications, including articles published in periodicals and conference proceedings. When complaints regarding an article’s integrity are received, either via email at pub-ethics@ieee.org or the anonymous ethics reporting line, the team works with IEEE volunteers to open a case, investigate the complaint, and resolve the matter.
Last year 591 cases were opened, a 56 percent increase over 2024. Of the 591 reports, 317 were closed and 274 are still under investigation. Of the complaints, 88 percent were research-related, including issues with plagiarism, AI-generated text, and falsification of—or unauthorized use of—data. The other 12 percent involved alleged misconduct by editors, reviewers, and conference organizers.
The complexity of the reported cases has expanded. An increasing number of the complaints deal with more than one article or complicated situations such as editorial misconduct or peer-review manipulation.
Conference publications
For the second consecutive year, the team participated in the joint IEEE Publication Services and Products Board/IEEE Conferences Committee’s ad hoc committee on conference publication quality. The committee is tasked with analyzing and reviewing problematic conference papers and enhancing quality screening of articles prior to publication to detect integrity issues such as plagiarism and tortured phrases. The committee also updates educational modules on organizing and managing conferences.
As part of the review process, the committee focused on conference articles that contained tortured phrases, which are nonstandard English expressions that are imprecise or erroneous and give the impression of technical jargon.
Many of the articles reviewed by the ad hoc committee were identified by the Problematic Paper Screener, a free online tool that uses application programming interfaces to screen papers published online for potentially problematic content, such as tortured phrases, machine-generated content (SCIgen or Mathgen, for example), or references to retracted content.
The ad hoc committee was responsible for reviewing and recommending the retraction of more than 1,700 problematic conference articles last year.
Case studies
From the cases the team reviewed, IEEE learned valuable information to help update its publishing policies and best practices.
Here are examples of two anonymized cases reported to the team last year.
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Tech
John Oliver Dares Buc-ee’s To Sue Him Over Trademark Infringement
from the double-dog-dare dept
I will admit it’s always a special kind of fun when a topic we cover here at Techdirt gets the John Oliver treatment. He and his writing team generally gets things right, which helps. And I’m not saying that Oliver and his crew are definitely Techdirt readers, but, well, hi John and crew!
Readers here will recall that I’ve spent the last year or so pointing out that famed gas station and/or supermarket chain, Buc-ee’s, has become the trademark bullying Monster Energy of gas stations. This is a company that doesn’t seem to understand what parody is, and which somehow believes that it alone owns the right to use a cartoon animal, or sometimes human, in a circular logo for any kind of related business to its own.
Well, Oliver dedicated a segment to Buc-ee’s bullying ways on his show this past week and he did not disappoint.
In recent years, it sued Super Fuels in Dallas, whose logo was a brown dog sporting a red cape, a drive-through liquor store in Missouri named Duckees featuring a cartoon duck wearing sunglasses, Choke Canyon Travel Center in Texas over its cartoon alligator wearing a cowboy hat, and Nut Huggers, an Oklahoma-based underwear company with a mascot of a squirrel.
Oliver accused the chain of “outright bullying,” noting that most of the stores have changed their logos because they do not have the resources to fight the Texas giant, which operates more than 50 stores.
And that’s where the real fun starts.
Now, it would be absolutely stupid for Buc-ee’s to actually sue Oliver and HBO over this. The PR would be terrible, it would only give Oliver more attention and generate more headlines about the company being a trademark bully, and it would make the company look very thin-skinned and childish. I’m also relatively certain that’s exactly what will happen.
After all, any such lawsuit wouldn’t even rank in the top 3 of stupid trademark suits that Buc-ee’s has filed. And since they’ve demonstrated that they just can’t help themselves, I imagine we’re going to get more segments about this on Oliver’s show.
Filed Under: john oliver, trademark, trademark bullies
Companies: buc-ee’s, hbo
Tech
Microsoft R&D jobs drop for second straight year as total headcount falls for first time in a decade

The number of product research and development roles at Microsoft declined for the second straight year, according to the company’s annual regulatory filing, offering a new indication of how the tech giant is reshaping its workforce in the AI era.
Microsoft’s total headcount declined by 5,000 people to 223,000 as of June 30, according to its Form 10-K, filed with the SEC this week. It’s the first annual employment decline for Microsoft since 2016, when the company was writing off and winding down its Nokia smartphone business.
The trend is notable in part because, over the same time period, Microsoft’s revenue rose 18%, or $50.1 billion, to $331.8 billion — the largest one-year increase in the company’s history.
Here’s how the employment trends break down:
- Product R&D roles represented the majority of the net decline, falling by 3,000, to 77,000 — down from a peak of 81,000 in 2024.
- Operations roles, now Microsoft’s largest employment category, held steady at 89,000 after growing by 3,000 the year before. It includes datacenter operations, product support, consulting, and manufacturing and distribution.
- Sales and marketing roles declined by 1,000, to 43,000, and general and administration by 1,000, to 14,000.
- The reductions fell disproportionately on Microsoft’s U.S. workforce, which declined by 4,000, to 121,000. International employment declined by 1,000, to 102,000.
The numbers reflect the roughly 9,000 jobs Microsoft cut on July 2, 2025, two days into its fiscal year. They do not reflect the 4,800 cuts announced July 6 of this year — spanning sales, consulting and Xbox — or the thousands of U.S. employees who left in early July under the company’s first voluntary retirement program.
On the earnings call Wednesday, CFO Amy Hood confirmed that “total company headcount declined 2% year over year.” She linked a 10% increase in operating expenses to “continued investment in R&D compute capacity, talent, and data to support product development across the portfolio.”
AI coding tools — including Microsoft’s own GitHub Copilot — have become a standard part of how software is built at Microsoft and across the industry, reducing the number of people and the amount of time it takes to ship products, while often expanding the total scope of the work.
Microsoft has repeatedly declined to link its job cuts to AI. Chief People Officer Amy Coleman said in a memo earlier this month that the roles being eliminated were not being directly replaced by AI, while acknowledging that “AI is changing how work gets done.”
Tech companies have been keeping a tighter rein on operating expenses, primarily through job cuts, in part to offset soaring capital expenses to support their AI infrastructure buildouts. Microsoft’s capex reached $41 billion in the June quarter alone.
Microsoft is also moving engineers out of product development and into customer-facing roles. The Microsoft Frontier Company, a $2.5 billion initiative announced July 2, brings together more than 6,000 people to embed engineers inside customers building AI systems — a group drawn “primarily from Microsoft’s existing engineering and forward-deployed teams,” according to the company.
Tech
Fusion’s best-funded bet raised another $1bn, and hired the banker who took Moderna public
The AI boom needs colossal amounts of electricity. That has turned fusion, forever mocked as “30 years away,” into one of the hottest bets in tech. The best-funded player just raised another $1 billion.
Commonwealth Fusion Systems, based in Massachusetts, said the round takes its total to $4 billion, roughly 30% of all the money ever raised for fusion. It is the company’s biggest round since a $1.8 billion raise in 2021. The new backers are institutions: pension funds, sovereign wealth funds and infrastructure investors, which CFS declined to name.
The timing is not subtle. Tech firms are buying electricity at almost any price to feed AI data centres, and clean, round-the-clock power is scarce. CFS has already sold half the output of its first plant to Google. Fusion’s promise of limitless carbon-free energy suddenly has a rich, impatient customer.
The tell: a Moderna banker in the CFO seat
A quieter move may matter more. This week CFS hired Lorence Kim as chief financial officer. Kim ran finance at Moderna and took the biotech public in 2018. “Fusion today is where mRNA was a decade ago,” he wrote: “scientifically real, commercially yet-to-be-proven, and closer than the consensus thinks.”
TechCrunch reads the hire as a sign CFS could go public within two or three years, it reported. CFS says an IPO is not necessarily in the works. Either way, the race is on: rival General Fusion listed through a SPAC this month, and TAE Technologies is merging with Trump Media.
The science still has to work
The money is ahead of the physics. CFS builds tokamaks that use powerful magnets to squeeze plasma hot and dense enough to fuse. Its demonstration reactor, SPARC, aims to hit scientific breakeven in 2027, the point where a reaction gives off more energy than it takes to start. Only one machine, at Lawrence Livermore, has ever managed it.
In parallel, CFS is building ARC, a commercial plant in Chesterfield County, Virginia. It has applied to plug into PJM, the largest US power market, and lined up buyers: Google for 200 megawatts, and Italy’s Eni for more than $1 billion of electricity. It hopes to reach the grid in the early 2030s.
Plenty could still go wrong. Breakeven is not electricity, first-of-a-kind plants slip, and the 2030s are a long time to burn cash. But the AI data-centre boom is minting power buyers, and rival fusion startups are raising fast. CFS is betting the window to raise, and maybe to list, is open now, and it does not want to miss it.
Tech
Update Teams mobile app by October or lose your calendar
SOFTWARE
A nice little summer job for someone
Teams mobile users now have even less time to update the app before older versions lose calendar access.
Microsoft originally set a late-October deadline in its message, but we’re guessing someone familiar with the impending demise of Exchange Web Services (EWS) had a quiet word. The date has been brought forward to the beginning of October, leaving users until the end of September to update the Teams mobile app.
The October deadline applies only to the iOS and Android apps. The web and desktop versions are unaffected.
Users with automatic updates enabled will probably receive a compatible version without doing anything. Managed devices are another matter, and administrators will need to ensure an updated Teams app is deployed, though we can’t imagine why they might hesitate to roll out one of Microsoft’s updates.
Microsoft has stern words for refuseniks: “Older versions will lose calendar access.”
“This change helps maintain a reliable calendar experience on iOS and Android devices and ensures compatibility with ongoing Teams service updates.”
Microsoft will begin disabling EWS in Exchange Online on October 1, 2026. The service stopped receiving feature updates in 2018, its retirement was announced in 2023, and Microsoft detailed the shutdown process earlier this year.
EWS allows applications to access mailboxes and other data in Exchange. It dates to 2007 and has proved popular with both integrators and miscreants, including those behind the Midnight Blizzard intrusion. Microsoft is understandably keen to shut it down.
EWS in on-premises Exchange Server is unaffected, but the Exchange Online version is heading for retirement. Administrators can re-enable it temporarily through a policy setting, but the plug will be pulled for good next year. At the time, Microsoft stated: “There will be no exceptions past April 2027.” ®
Tech
Hush Security says the AI security problem has shifted from protecting models to governing identities as autonomous agents spread
Less than a year after emerging from stealth to tackle non-human identity security, Israeli cybersecurity startup Hush Security believes the enterprise AI security conversation has fundamentally changed.
The company, which earlier this week announced a $30 million Series A round led by returning investors Battery Ventures and YL Ventures with Akamai Technologies joining as a strategic investor, argues that organizations are rapidly moving beyond experimenting with generative AI assistants and into deploying autonomous software agents that require an entirely different security model.
While the funding will help expand engineering, U.S. sales and enterprise integrations, Hush is framing the announcement primarily as evidence that identity—not models—is becoming the critical control plane for enterprise AI.
“The discussion has moved incredibly fast,” CEO and co-founder Micha Rave told VentureBeat in a video call interview following the funding news.
When Hush launched last year, the company’s focus was securing non-human identities—API keys, service accounts, machine credentials and other identities used by software rather than people.
Since then, Rave says, customers have increasingly asked a different question: how do they safely allow AI agents to operate inside production systems? This is a pertinent and urgent question ever since Hugging Face revealed in mid-July it was hacked by an autonomous AI agent, later identified as an OpenAI test agent running internally that escaped its secure sandbox, powered in part by an unreleased model.
According to Gartner figures cited by the company, the average Fortune 500 organization could be running more than 150,000 AI agents by 2028, compared with fewer than 15 only a year earlier. Hush also points to Omdia research suggesting that 96% of organizations are relying on governance models that were never designed for autonomous AI agents.
From machine identities to autonomous software
The company’s original thesis was that enterprises had accumulated thousands of long-lived machine credentials that were difficult to rotate, audit and secure. Rather than relying on static secrets, Hush developed an identity-based system that brokers short-lived, policy-driven access for machines.
Rave says AI agents amplify that same problem.
“Software now acts autonomously, on its own initiative, inside your most sensitive systems,” he said. “AI agents need strict identity, not just API keys.”
Unlike traditional automation, AI agents frequently act across multiple enterprise systems, invoke external services, make decisions independently and often execute actions using the permissions of the human who launched them. In practice, organizations often grant an agent broad OAuth permissions or administrator credentials simply to enable it to complete tasks.
That creates what Hush describes as an identity problem rather than simply an AI problem.
During the interview, Rave said virtually every security leader he speaks with faces the same dilemma: either slow AI adoption until appropriate controls exist or allow employees to connect new agents directly into corporate systems despite limited governance.
“The answer,” he said, “is that they let everything in. You cannot stop innovation in the name of security.”
Identity becomes the control point
Rather than treating AI agents as another application requiring credentials, Hush is extending its existing non-human identity platform into what it calls an “Identity Gateway” for AI agents.
The platform sits between agents and enterprise resources, allowing organizations to discover agents, assign each one its own identity, associate it with a responsible human owner, broker task-specific permissions at runtime and maintain centralized audit logs.
Instead of allowing an agent to inherit all of a user’s privileges indefinitely, Hush attempts to enforce what it calls “least agency”—granting only the permissions necessary for the specific task being executed.
The company says every action can be logged, attributed and revoked from a single control plane, while administrators retain the ability to terminate an agent’s access immediately if necessary.
This represents a broader shift in enterprise identity management. Human identities have long been governed through identity providers, single sign-on and privileged access management systems. Machine identities have increasingly received similar attention as organizations modernized cloud infrastructure. Hush argues autonomous AI agents now represent a third identity category requiring dedicated governance.
Hush has not publicly posted its pricing for the Identity Gateway solution, nor its offerings more generally. But the company did release a Free plan that gives organizations access to runtime visibility for AI agents and non-human identities, risk analysis, and identity-based access controls intended to replace long-lived credentials, with no credit card or time limit required.
Governing every kind of enterprise agent
Hush says enterprises are no longer dealing with a single category of AI software.
During the interview, Rave described three broad classes emerging inside organizations:
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Desktop coding assistants and productivity agents such as Claude, Cursor and VS Code integrations.
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Enterprise AI platform agents running on services such as Microsoft Foundry, Salesforce Agentforce or AWS AgentCore.
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Custom agents organizations build internally for business processes or customer-facing applications.
Each introduces different governance challenges, but all ultimately require controlled access to enterprise systems.
The problem, according to Hush, is that many agents currently authenticate using inherited human credentials or long-lived API keys, making it difficult to determine whether an action originated from a person or from an autonomous system acting on that person’s behalf.
“If I see something in the Salesforce logs,” Rave said during the interview, “did the user do that, or was it the agent the user was using?”
That attribution challenge becomes increasingly significant as organizations begin deploying multiple autonomous systems capable of initiating actions without direct human approval.
Existing identity tools weren’t designed for AI agents
Rather than replacing identity providers or secrets managers, Hush positions itself as filling a gap between them.
Traditional IAM platforms authenticate employees. Secrets managers store credentials. Neither, the company argues, governs the runtime behavior of autonomous software acting on behalf of humans across multiple systems.
Hush says its platform continuously discovers known and shadow agents across enterprise environments, assigns ownership, brokers just-in-time credentials and records every interaction in a centralized audit trail. According to its product documentation, organizations do not need to modify their existing agents because the platform operates by brokering access requests rather than changing application logic.
That identity-first approach is attracting customers already deploying enterprise AI initiatives.
IT infrastructure services provider Kyndryl says it has deployed Hush internally and has begun offering the platform to enterprise customers.
“Our collaboration with Hush is rooted in a shared security philosophy: identity is the ultimate control point for the modern agentic workforce,” said Adeel Saeed, senior vice president and CTO for Global Cyber Resiliency at Kyndryl, in a prepared statement.
Akamai’s participation in the funding round similarly reflects what the company sees as an architectural rather than incremental shift.
“AI agents are driving the next transformation, and identity is the piece most companies haven’t solved yet,” said Ramanath Iyer, Akamai’s chief strategist.
Security priorities are moving beyond the model itself
The broader AI security market has spent the past two years focused largely on prompt injection, model vulnerabilities, jailbreaks and LLM safety. Those remain active research areas, but enterprise deployments increasingly face operational questions around what autonomous systems are permitted to access and how those actions can be governed.
Hush argues that identity is becoming the enforcement layer for answering those questions.
Rather than asking whether an AI model can safely generate code or summarize documents, enterprises increasingly need to determine which systems an agent may access, whose authority it exercises, how permissions are delegated, and how every action can be traced back to an accountable owner.
Whether Hush’s identity-centric approach becomes the dominant model remains to be seen. But as enterprises move from experimenting with AI assistants to deploying thousands of autonomous software agents, the company is betting that the next major security challenge won’t be securing the models themselves—it will be securely managing the identities of the software acting on their behalf.
Tech
Trump FCC Hilariously Bungles Chinese ‘Drone Ban’
from the real-keystone-cops-shit dept
Earlier this week we noted how the Trump administration’s unpopular ban on Chinese drones had become a crony capitalist mess, with Brendan Carr and his FCC struggling to fine or ban companies for violations. The ban is a stupid, protectionist mess that has far more to do with coddling the president’s sons’ drone investments than it does protecting national security or consumer privacy.
Right on queue, The Verge has an interesting feature on just how easy it has been for some companies to bypass the FCC restrictions. The Trump ban was supposed to encourage drone makers to create devices here in the U.S.; but instead companies are simply setting up the laziest fake companies in the U.S, and the Trump FCC appears too short-handed or incompetent to notice.
So the over-arching impact of the ban has been to create a flood of new companies selling popular DJI-made Chinese drones under a litany of new names. They don’t try very hard to disguise them:
“When software developer and journalist Konrad Iturbe began watching FCC databases for those frequencies, he realized that DJI was preparing to play a grand game of Whac-A-Mole in the United States. Well ahead of the December 2025 drone ban, a host of new companies had suddenly appeared selling barely disguised versions of DJI technology. He dubbed them “DJI front companies.”
To pretend these drones are made in the U.S., the companies use fake U.S. front locations to pretend that the drones are assembled here. Again, they’re not trying very hard to disguise them, and most could have been unearthed with basic Google searches:
“But it’s easier than that. Odyssey Robot declared that its drone was designed, developed, and manufactured at 21 Miller Alley Suite 210 in Pasadena, California. Even a basic Google search can show you that’s not the address of a factory — it’s a coworking space called Industrious that explicitly prohibits members from manufacturing anything onsite.
Odyssey Robot also declared that its drones are assembled at eTak Worldwide Corporation in Grand Prairie, Texas. With 80,000 square feet of warehouse space and 15 loading docks, you could theoretically build drones there. But again, a basic Google search would show you that eTak isn’t an assembler; it’s a recycling company that collects e-waste, including old batteries, then sorts and dismantles them.”
Like most of what Trump does, none of this appears thought out very well, and the administration isn’t competent enough to even do basic investigations to enforce its own restrictions. And like elsewhere in the administration, Trumpism rejoices at the idea of dismantling regulators; then throws these weird sorts of complicated demands in their lap expecting productive outcomes.
Again, in a functional world, you’d allow Chinese companies to do business in the United States, but you’d fund, staff, and legally empower your regulators to strictly enforce competition, labor, environmental, and consumer protections. Because that would result in U.S. companies making less money and having to try harder, we instead get this weird jumbled tangle of corruption and buffoonery.
The primary justification for the Trump Chinese drone ban is that these devices pose meaningful privacy and national security risks. But there’s been absolutely no evidence presented by the administration supporting this allegation. There is, however, ample proof that administration greed, corruption, and incompetence has been indistinguishable from a foreign attack.
Filed Under: ban, chinese, drones, fcc, hardware, made in the U.S., trump
Companies: dji
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