Security teams log 54% of successful attacks and alert on just 14%. The rest move through your environment unseen.
The Picus whitepaper shows how breach and attack simulation tests your SIEM and EDR rules so threats stop slipping by detection.
Ad blockers have traditionally lived inside web browsers, quietly cleaning up websites while leaving the rest of your apps untouched. A new tool called Filtr now wants to change that by bringing system-wide ad and tracker blocking to Apple devices, potentially reshaping how users experience apps across iPhones, iPads, and Macs.
Filtr is being positioned as a privacy-focused utility capable of blocking advertising and tracking requests in almost every app installed on Apple devices. Built by the developer behind the Wipr ad blocker, the tool reportedly uses Apple’s newer URL Filtering framework introduced in recent operating system updates. Instead of relying on a traditional VPN tunnel to inspect traffic, Filtr works directly through Apple’s native filtering systems to identify and stop unwanted network requests before they load.
What makes Filtr particularly interesting is that it goes beyond Safari. Most existing ad blockers mainly clean up websites inside browsers, but mobile advertising has increasingly shifted into standalone apps where users spend most of their time. Social media apps, free games, shopping platforms, and even productivity tools now rely heavily on embedded advertising and data-tracking systems.
Filtr’s approach could allow users to block many of those systems at the operating-system level. That means fewer banner ads, fewer autoplay videos, and potentially less user tracking happening behind the scenes while apps communicate with ad networks and analytics services.

For users, the benefits could extend beyond simply making apps look cleaner. Blocking trackers can reduce background data collection, improve page and app loading times, and even lower battery and mobile data consumption. It could also simplify privacy management by removing the need for separate browser extensions or app-specific blockers.
The launch also reflects a growing shift in consumer expectations around digital privacy. Apple has spent years positioning privacy as a major selling point for its devices, introducing features like App Tracking Transparency and stricter controls around data access. Filtr appears to build on that momentum by giving users more direct control over how apps interact with advertising systems.
The bigger implications, however, could create tension across the app ecosystem. Many free apps depend heavily on advertising revenue to survive. If system-wide ad blocking becomes widely adopted, developers may be forced to rethink how they monetize their apps, potentially pushing more services toward subscriptions, premium tiers, or paywalls.
Advertisers and analytics companies may also look for ways to bypass Apple’s filtering tools if apps begin losing visibility into user behavior. Similar battles played out during the rise of browser-based ad blockers over the last decade, and a new wave of platform-level blocking could reignite that fight inside mobile ecosystems.
What happens next will likely depend on how effective Filtr proves to be once users begin testing it at scale. Apple’s willingness to continue supporting these filtering capabilities will also play a major role in determining whether system-wide ad blocking becomes mainstream on iPhones and Macs.
If Filtr succeeds, it could mark one of the most important changes to app privacy on Apple devices in years – one that gives users more control over their digital experience while challenging the business models powering much of the modern internet.
On Thursday, Cisco warned of a high-severity, unpatched zero-day in the Cisco Catalyst SD-WAN Manager (tracked as CVE-2026-20245) actively exploited in attacks enabling root privilege escalation.
The zero-day flaw impacts all deployment types, including On-Prem Deployment, Cisco SD-WAN Cloud-Pro, Cisco SD-WAN Cloud (Cisco Managed), and Cisco SD-WAN for Government (FedRAMP).
In a Thursday advisory, Cisco said the issue stems from insufficient validation of user-supplied input, and it can allow local attackers with low privileges to execute arbitrary commands as root.
“An attacker could exploit this vulnerability by uploading a crafted file to the affected system. A successful exploit could allow the attacker to perform command injection attacks on an affected system and elevate their privileges as the root user,” the company explained.
“To exploit this vulnerability, the attacker must have netadmin privileges on the affected system. This would require valid credentials or exploitation of CVE-2026-20182 or CVE-2026-20127. Cisco is not aware of successful exploitation by other methods,” it added. “Cisco is not aware of successful exploitation by other methods. Cisco has observed limited cases where the exploitation of this bug resulted in a configuration change pushed to edge devices.”
Formerly known as SD-WAN vManage, this network management software helps admins monitor and manage up to 6,000 Catalyst SD-WAN devices from a single dashboard.
Cisco’s Product Security Incident Response Team (PSIRT) became aware of CVE-2026-20245 exploitation in June after Google Cloud cybersecurity subsidiary Mandiant reported the flaw but did not share any details.
However, it shared indicators of compromise (IOCs) warning admins to check their SD-WAN /var/log/scripts.log file for attempts to upload tenant configuration data to vSmart controllers to escalate privileges through legitimate commands, as in the following example:
Apr 15 09:44:57 vmanage vScript: Tenant list upload per vsmart serial number: /usr/bin/vconfd_script_upload_tenant_list.sh -cli path /home/admin/malicious.csv vpn 0
“For help determining if a Cisco Catalyst SD-WAN Manager has been compromised, customers may open a case with the Cisco TAC,” the company added, advising admins first to generate an admin-tech file to help with the review.
Last month, Cisco also tagged a maximum severity Catalyst SD-WAN Controller authentication bypass flaw (CVE-2026-20182) as actively exploited as a zero-day to gain administrative privileges on unpatched devices.
While Cisco has not yet released patches for CVE-2026-20245, it advised customers to upgrade to the software fixed for CVE-2026-20182 on May 14.
In February, Cisco patched another Catalyst SD-WAN Manager information disclosure security flaw (CVE-2026-20133), which CISA flagged as actively exploited in late April, and, two weeks later, warned that two more flaws (CVE-2026-20128 and CVE-2026-20122) were being abused in the wild.
In March, it also addressed and flagged a critical authentication-bypass vulnerability (CVE-2026-20127) that has been exploited in zero-day attacks since at least 2023.
Over the last several years, CISA has tagged 90 Cisco vulnerabilities as abused in the wild, four of them in Cisco Catalyst SD-WAN Manager and six others exploited by ransomware operations.
Security teams log 54% of successful attacks and alert on just 14%. The rest move through your environment unseen.
The Picus whitepaper shows how breach and attack simulation tests your SIEM and EDR rules so threats stop slipping by detection.

Soccer fans who aren’t there in person or not glued to their phones or TVs during FIFA World Cup matches in Seattle will be able to look to the sky for results.
Visit Seattle is planning to launch what it calls a first-ever drone scoreboard, lighting up the city’s skyline with scores from each of the six matches that will be played in Seattle.
The activation will take place at the Space Needle to add another visual flair to an event expected to draw huge crowds to the city.
The drones will be flown by Sky Elements, the Fort Worth, Texas-based company that has put on shows at T-Mobile Park for a Mariners game, Lumen Field for the Seahawks, and at the Needle for New Year’s Eve.
Seattle advertising agency Copacino Fujikado and Seattle-based PR agency C+C are also part of the production.
Visit Seattle is a nonprofit marketing organization that champions Seattle and King County as destinations for travel and tourism.
Here is the schedule for FIFA World Cup matches in Seattle:
A couple of years ago, someone searching for our company found a website that looked like ours, used a version of our name, and sold proxies we had nothing to do with.
The impersonators were already operating before we rebranded from Smartproxy to Decodo in April 2025.
They registered smartproxy.org and smartproxy.cn to catch the traffic searching for the original domain name, and the rebrand gave them an even larger pool of people who had not heard about the change.
In 2025, the World Intellectual Property Organization handled 6,282 domain name disputes, a record for the organization. Cybersquatting cases have risen 68% since 2020.
Digital squatting now moves money, steals login credentials, and pulls customers toward infrastructure tied to cybercrime. Here are five things we did, and five things any business can do, when someone copies your brand.
Digital squatting means registering or using a domain name in bad faith to profit from someone else’s trademark. A bad actor registers a domain close to an established brand, then uses it to intercept traffic, collect payments for services they never deliver, harvest login credentials, or push malware. Most victims find out only after their money disappears.
Squatting comes in a few common forms:
1. Typosquatting registers misspellings of popular domains, such as gooogle.com instead of google.com;
2. Combosquatting adds a keyword to a real brand name, producing domains like brand-login.com or brand-deals.com;
3. TLD squatting takes the same brand name across .org, .net, .io, and .ai;
4. Homograph attacks swap in visually identical characters from other alphabets, like a Cyrillic “а” for a Latin “a”.
We met digital squatting as the target, not the observer. We operated as Smartproxy for seven years, and over that time, the name picked up enough recognition for impersonators to want it. They registered .org and .cn, domains with no connection to our company, our infrastructure, or our team. The site copies a version of our former name and sells proxies we have nothing to do with, catching traffic from people who searched for Smartproxy.
The squatting also shaped how we could operate in China. The obvious domains were already taken, so before the rebrand, we had to run our China presence under a separate name, smartdaili.cn. A customer in that market searching for the brand could land on an impostor site first.
The rebrand to Decodo did not end the problem. It added a fresh group of people who knew the old name and never heard about the change, which is exactly who the lookalike domains target. The harm reached real customers, and we saw it in their complaints to us.
Trustpilot reviews describe people who paid the lookalike sites, sent irreversible cryptocurrency payments, received poor support, and got low-quality service under a name they trusted.
The case changed shape when researchers tested the impersonator’s product directly. The independent researchers have purchased a standard weekly unlimited residential plan on smartproxy.org, the same product any retail buyer can get, and measured where its traffic actually exited. The method is one any paying customer could repeat, which is part of why the result carries weight.
Proxyway sent roughly 6.96 million HTTP requests through the plan across one week, with each request landing on an endpoint that logged the exit IP address. After removing duplicates, the pool showed 2,023,029 unique IPs, of which 2,019,488 were IPv4, and 3,541 were IPv6. The success rate sat at 90.25%, in line with what the service advertised.
To find where those IPs came from, Proxyway compared the pool against a reference dataset of 16,192,293 verified IPIDEA exit nodes, observed over the 30 days ending January 29, 2026. Antoine Vastel, VP of Research at DataDome, built that dataset by routing traffic through IPIDEA endpoints himself and confirming each address as a working exit node, rather than relying on marketing claims. IPIDEA is the residential proxy network that Google’s Threat Intelligence Group disrupted back in January.
The comparison surfaced 773,087 IPs present in both pools. That figure equals 38.21% of the smartproxy.org pool and 4.77% of the IPIDEA dataset. The numbers sit in the table below:
|
Metric |
Value |
Row 0 – Cell 2 |
|
Smartproxy.org unique IPs (test pool) |
2,023,029 |
Row 1 – Cell 2 |
|
IPIDEA dataset unique IPs (Vastel) |
16,192,293 |
Row 2 – Cell 2 |
|
IPs present in both pools |
773,087 |
Row 3 – Cell 2 |
|
Overlap as a share of smartproxy.org |
38.21% |
Row 4 – Cell 2 |
|
Overlap as a share of IPIDEA |
4.77% |
Row 5 – Cell 2 |
Residential pools rotate, so some overlap between any two services is normal. IPinfo estimates monthly IPv4 retention in residential pools at around 40%, meaning roughly four in ten addresses visible this month remain next month, while the rest cycle out. Two pools drawing from genuinely separate apps, SDKs, and device populations should not share anything close to 38% of their IPs across a few-week window.
The IPv4 address space spans more than 4 billion addresses, so an overlap at this scale would be a statistical anomaly if the sources were independent. The pool sizes point the same way. The smartproxy.org pool of about 2 million IPs is roughly an eighth of the 16.2 million IPIDEA dataset, the proportion you would expect when one provider draws from part of a larger upstream pool. Shared sourcing explains the data cleanly.
Each step below works on its own. Together, they cover monitoring, prevention, legal action, search, and customer communication.
Catching a fake domain after a customer reports it means the damage has already happened. Monitoring closes that gap.
Set up these alerts:
i) Domain registration alerts for your brand name across common TLDs and misspellings;
ii) Brand-mention monitoring across search results and social platforms;
iii) Certificate transparency logs, which flag new SSL certificates issued for domains containing your brand name.
We learned the full extent of our case through third-party research and customer complaints, later than we wanted. Monitoring would have surfaced the registrations sooner. A weekly check across the main extensions and the three or four most likely misspellings of your name catches most attempts while they’re still new.
A squatter can’t register a domain you own. Defensive registration removes the easiest targets before anyone reaches for them.
Claim the obvious variations:
i) Major TLDs such as .org, .net, .io, and .ai
ii) Common misspellings of your brand name country-code domains for markets you operate in, such as .co.uk, .de, and .cn.
Turn on registrar lock, use a reputable domain registrar, and keep your registration details current. We hit this wall directly when the obvious domains in China were already taken. Claim your namespace early, because the cost of registering domains is far lower than reclaiming them later.
Trademark law gives you specific tools against squatters. The tools work, though they move slowly, so start them early. The following is general information, not legal advice.
Your main options:
i) Register your trademark, which is the foundation for every other action;
ii) Send a cease-and-desist letter to the registrant
iii) Report abuse directly to the registrar hosting the domain.
When someone searches your brand, the page they click decides whether they reach you or a copy. Ranking above the impersonator removes most of their traffic.
Make the real you easy to find:
i) Publish content that states your official domains in plain language;
ii) Keep rebranding and company information current across your site and profiles;
iii) Use structured data and verified social media profiles so search engines confirm your identity.
We published direct, on-record clarifications so anyone searching the old brand finds the truth quickly. We say it plainly: we operate at decodo.com globally and decodo.cn in China. Everything else using the old name isn’t us
Customers can’t avoid a fake site that they don’t know exists. Telling them turns your audience into a filter against the impersonator.
Reach them through every channel you have:
i) Email warnings to your existing customer list;
ii) A banner or notice on your website;
iii) A help-center article that customers find when they search for the problem;
iv) Posts on the social accounts your customers already follow.
Brand impersonation now sits next to the infrastructure-trust problem the IPIDEA takedown exposed. A fake domain can route customers into compromised device pools, which makes this a question for security and legal teams, not just marketing. Give it a cross-functional owner who watches domains, files complaints, and updates customers on a schedule.
Google’s action against IPIDEA reduced the available device pool for proxy operators by millions and, in Google’s words, may carry downstream impact across affiliated resellers. Squatting that depends on that kind of infrastructure carries the same exposure. Demand transparency from any provider you buy from, and apply the same standard to your own supply chain.
We feature the best proxy sites.
This article was produced as part of TechRadar Pro Perspectives, our channel to feature the best and brightest minds in the technology industry today.
The views expressed here are those of the author and are not necessarily those of TechRadarPro or Future plc. If you are interested in contributing find out more here: https://www.techradar.com/pro/perspectives-how-to-submit
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In a regulatory filing on Wednesday, SpaceX said it will offer 555.6 million shares at $135 each, valuing the company at $1.76 trillion. If the IPO is successful, SpaceX would raise $75 billion, potentially shattering the current fundraising record held by Saudi Aramco – the Saudi Arabian state-owned oil company…
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Believe it or not, this is not the first robotaxi-assisted theft.
A burglar used a Waymo to steal a bunch of yoga clothes and seemed to have gotten away with it, according to a report by SF Chronicle. The incident occurred all the way back in January and the suspect remains at large.
The burglar took a Waymo to a San Francisco yoga studio, robbed the place blind and then exited via that same robotaxi, according to security footage described by TechCrunch. Waymo turned over the suspect’s account information to authorities but it didn’t lead police anywhere useful.
Interestingly, authorities weren’t able to get interior footage of the ride itself. Waymo vehicles record everything, but don’t hold onto that footage forever. Reports have indicated that when cops filed a search warrant in April, it was already gone. Police weren’t able to identify the suspect using the vehicle’s exterior camera footage because it had been “blurred for privacy reasons.”
This is potentially good news for people worried about the long-term surveillance capabilities of Waymo vehicles, though we still have some questions as to when the company deletes old footage. Engadget has reached out to Waymo to ask for clarification on that and the blurred exterior camera footage.
Oddly, this isn’t the first time a ne’er-do-well has opted for a Waymo to help commit a crime. Someone used one of the company’s vehicles a getaway car after robbing a grocery store. That person, however, was almost immediately caught.
OpenAI is rolling out some significant enhancements to ChatGPT’s memory feature, particularly if you’ve been using the chatbot through a free account. Before getting to those improvements, a quick recap will help set the stage for what to expect: OpenAI shipped its first memory feature in April 2024. By the company’s own admission, this early implementation, then known as saved memories, was basic. It depended on strong cues from user, such as a direct prompt telling ChatGPT to remember a fact. People also found the chatbot’s memories became less relevant over time. So over the next year, OpenAI began working on the first version of a feature it would end up calling dreaming.
Dreaming runs in the background, allowing ChatGPT to synthesize information from many different conversations without it relying on explicit instructions to remember something. “Over the last year, dreaming supplemented saved memories to create a step-function improvement in ChatGPT’s ability to personalize responses and offset the staleness of saved memories,” OpenAI explains. “However, it historically was never sufficient as a standalone memory system.”
That brings us to today’s release, which sees OpenAI rolling out what it describes as a new memory architecture that builds on the dreaming process to offer something that is “significantly” more capable and compute-efficient. Now, as ChatGPT synthesizes information about you, it will write a “memory summary” you can read at any time. From there, you can add and update information about yourself, as well as tell ChatGPT when it should reference what it knows about you and your preferences. “If you want to drill down into a particular area to learn more, just chat with the model,” says OpenAI. The new summary is designed to complement the memory sources feature OpenAI released alongside GPT-5.5 Instant. Sources allow you to see the information ChatGPT used to personalize an answer, and edit or delete that context as desired. You can see both features pictured above.
Besides offering greater visibility to the user, OpenAI says the new dreaming architecture is better at carrying forward context. For example, if you’ve talked to ChatGPT about photography in the past and mentioned the camera you currently use, the chatbot will know to generate tailored results the next time you ask for product recommendations that are compatible with your photography setup.
Similarly, OpenAI says the new architecture is better at following preferences. Say you’re planning a trip, ChatGPT will use things it has learned from past travel conversations to inform its responses. Using photography as example again, it might suggest a Singapore itinerary that includes suggestions on spots where you can do street photography. To bring everything together, ChatGPT will automatically revise its memories as time passes, so that it doesn’t do something like reference a trip you took in the past as if it were coming up.
OpenAI is beginning to roll out the new memory architecture to Plus and Pro users in the US starting today. Thanks to behind-the-scenes efficiency improvements, ChatGPT will, for the first time, soon start recording memories through the dreaming process for free accounts. As a Plus or Pro user, those enhancements will translate to ChatGPT offering greater memory capacity. The new architecture will roll out to users in other countries in the coming weeks.
Whether it’s working on woodworking projects, maintaining our vehicles, or even just storing emergency food supplies, our garages can be the space where our imagination goes wild. If you do need to equip it properly, Harbor Freight is always a good place to start. Known for its wide range of exclusive in-house brands, you can snag a ton of highly-rated finds for under $50, like hand tool sets, power tools, and specialized cleaning materials.
Or, you can swing the other way and invest in high-end professional equipment that can last you years of use. Either way, there are plenty of tips and tricks you can use to get more bang for your buck at Harbor Freight, especially if you’re patient enough to wait for markdowns and parking lot sales. With generous warranties that guarantee hassle-free replacement for hand tools and limited 90-day for workmanship defects, it’s an ideal place to start building up your dream garage set up.
If budget isn’t a problem, and you just want to be ahead of the curve, the retailer is constantly churning out new products. In 2026, Harbor Freight has released fresh products across the board that span ladders, lighting, power tools, and even add-ons to its growing organization portfolio. Here are some of the new Harbor Freight offers that you can add to your garage today.
With a working load of up to 225 lbs, the Franklin 3-Step Steel Folding Step Stool boasts an extra-wide platform with slip-resistant feet, so you don’t have to worry about ruining your garage floors while you’re at work. Weighing a little under 15 lbs, or about the weight of an average bowling ball, it’s light enough for the average adult to carry.
It’s about 2.83 inches x 48.75 inches when folded, which means you only need 3 inches to be able to store it. It’s worth noting that it’s only listed for indoor use, which makes it perfect for places like your kitchen, closet, or garage, but not necessarily for your outdoor projects. That said, the steel ladder is OSHA/ANSI compliant, so it’s still suitable even for professional work environments.
Retailing for $49.99, the Franklin 3-Step Steel Folding Step Stool is listed as available exclusively in-store, as of June 2026. If you’re still on the fence or want to purchase online, the good news is that it isn’t the first of its kind from the Franklin line up. Harbor Freight also sells an older model, the $29.99 Franklin 2-Step Steel Stool, which can give you an idea of what to expect. If you don’t need so much height, and have limited storage space, there’s also the 1-Step Folding Stool that retails for just $6.49.
For people with overflowing garages, the $139.99 U.S. General 5-Tier Steel Garage Shelving can help bring more order. Compared to other storage racks in the market, it’s unique for how you can also set it up in two ways. You can opt for a single vertical track that measures 48 inches by 24 inches by 78 inches, or split it and have a pair of 39-inch racks instead.
You can also adjust the shelf placement with 1.5-inch increments if you need more vertical space. Each of its five wire mesh shelves can hold up to 1,000 lbs each (or 5,000 lbs in total). It’s also NFS certified, so it’s safe for holding dry food for long-term emergency storage needs.
You will need to consider something else if you’re based in Alaska or Hawaii — those are the only two states to where it can’t be shipped, due to its weight. It weighs a little under 68 lbs, so it’s built to be sturdy. It’s also boltless, so you can expect faster assembly and less maintenance around periodically tightening bolts. While it’s not the cheapest shelf brand on the market, U.S. General cabinets are made in the United States, so it’s a good option for people who want to support local manufacturing, but if you want to maximize your garage space, another option is to build a custom tote rack with wood instead.
Among the many ways to improve the air quality in your garage, ventilation can make one of the biggest differences, especially when it comes to regulating the temperature. You can do this with the Central Machinery 24-inch Wall-Mount Fan. Designed with a 360-degree tilting head, it has two speeds: 7,150 CFM (low) and 7,600 CFM (high).
You can attach it to corners, ceilings, and regular walls with its mounting bracket. Meant for use with standard 120V plugs, Central Machinery notes that the powder-coated finish is made for daily use and with garages and basements in mind. The wall-mounted fan comes with a 7.5 ft power cord, plus a UL certification and thermal overload protection for added peace of mind.
At $149.99, the Central Machinery 24-inch Wall Mount Fan can feel like a big investment. However, its commercial-grade fan mount features can make it worth it during the hot, summer months. However, if you’re already using your garage walls for slat wall storage, Central Machinery also sells a similarly-sized 2-Speed High-Velocity Shop Fan that retails for the same price.
While it’s also 24 inches and have features like overload protection, it has handles and is designed to be rolled around on the garage floor. This makes it better for drying carpets or airing out paint fumes. For just under $60, the 20-inch 3-Speed High Velocity Fan is also another highly rated fan in its portfolio and may be enough for small garage spaces.
Depending on your budget, Harbor Freight sells several highly-rated air spray brands, such as Avanti, Central Pneumatic, and Spectrum. At the top of the list is Black Widow by Spectrum, which recently released a new model, the Professional HVLP Touch-Up Air Spray Gun with Rear Fan Control.
With a maximum pressure of 25 psi, it has a 3.9 oz per minute flow rate with listed applications that include usage on auto, wood, and metal. Black Widow by Spectrum notes that it’s made for spot repairs and finishing. It has a 1.0 mm nozzle and ¼-inch air inlet, which works for fine finish, base, and top coats. The spray pattern can also be changed between rounds to fan with a maximum of 9 inches. For owners of the Spectrum cup system, it comes with an adapter that works with this too.
Priced at $129.99, the Black Widow by Spectrum professional touch-up gun is often compared to significantly more expensive DeVILBISS spray guns. As of June 2026, this HVLP touch-up gun model is listed as being an in-store exclusive, but you do have other options from Black Widow by Spectrum that you can order from the Harbor Freight website. For example, the slightly more expensive $179.99 Professional HVLP Gravity-Feed Air Spray Gun with Rear Fan Control, which ships with a 1.7 mm nozzle, can be a viable alternative.
When it comes to working in our garages, making sure it’s lit properly can help us do our jobs more effectively and avoid all kinds of accidents. Retailing for just under $100, the Braun 10,000 Lumen Multidirectional Corded LED Tripod Work Light has a lot of neat features that make it worth the price tag. To create its 360-degree illumination, it has ultrabright 10,000 lumen LEDs, which make it ideal for wide coverages. If you need more precision, it has both a rotating head and rotating panels (vertical and horizontal) for more focused lighting needs.
Standing at 47 inches tall with a collapsible tripod, along with an adjustable base that can be extended up to 75 inches. For added portability, it also has easy grip handles. Made with durable polycarbonate lenses, it has a built-in storage for its 8ft power cord made for 120V plugs with TUV certification.
According to the listing, it’s primarily for indoor use, like garages and workshops, but its manual does indicate that it can be used outdoors with the right extension cords. Apart from this work light, Braun has also released a lot of new lighting solutions worth considering, like its $29.99 1,000 Lumen Rechargeable Slim Headlamp. There’s also a UV Lead Detector Flashlight, which isn’t just useful for hotel stays, but also good for finding water leaks in your garage.
Mira Murati isn’t a natural creature of the conference stage. As the CTO of OpenAI, she was present but rarely the public face of the company. As CEO of her own company, Thinking Machines Lab, she has been even harder to find. So when she sat down with Bloomberg in San Francisco on Thursday — her first major media appearance in roughly 18 months — it was worth paying attention, even if she was careful not to say too much.
The timing makes sense. Thinking Machines has spent the better part of a year and a half operating largely in the background: raising capital, hiring researchers, and shipping one product, Tinker, an API for fine-tuning open-source AI models.
In the meantime, the companies competing for the same talent, customers, and headlines have only grown more omnipresent. OpenAI, where Murati spent six years as CTO, is constantly in the news cycle. Anthropic’s momentum is all that anyone can talk about right now. And xAI, Elon Musk’s AI venture, has been folded into SpaceX ahead of what is expected to be its massive public offering, generating its own gravitational pull on attention and investment. In that environment, staying heads down has diminishing returns; at some point, you have to make some noise just to remind the market you exist.
Murati used the Bloomberg appearance to do exactly that and not much more. She previewed what Thinking Machines is calling “interaction models,” which she described as a fundamentally different kind of AI interface. Rather than the turn-based, prompt-and-response dynamic that defines most AI products today, she told interviewer Emily Chang, the company’s models are designed to process continuous streams of audio, text, and video in 200-millisecond intervals. The idea is that they can pick up on the texture of human communication — the interruptions, the mid-thought corrections, even pauses to think — in something closer to real time. But Murati was careful to frame it as a first step, not a finished product, and she declined to put a specific release date on anything.
She also answered questions about the episode that first put her more squarely in the public eye: the chaotic week in November 2023 when OpenAI’s board fired Sam Altman and she became interim CEO. Inside OpenAI it came to be called “the blip.” Murati said she felt clear about her decisions in each moment — that protecting the mission and the team was the through-line that made the choices feel obvious even as the situation appeared to be falling apart from the outside. She said the company would have “imploded” if not for her involvement through that strange five-day stretch and its immediate aftermath. But she acknowledged that clarity of intent is not the same thing as clarity about consequences. In retrospect, she said, she would have pushed harder for more information, a better transition plan, and more transparency. What she did not say, at least not directly, is whether she thinks things turned out well.
Asked whether she still trusts her former boss, she sidestepped the question, steering the conversation toward a larger concern that she returned to several times: the concentration of consequential decisions in too few hands — not just at OpenAI but across the industry. Her worry, she said, is less about the character of any individual leader (though she acknowledged that matters) and more about the absence of structural checks. Good people make bad calls. Well-intentioned organizations drift. Too much attention has been paid to virtue and too little to governance, she suggested.
Chang also politely pressed her on the departures of several high-profile researchers from Thinking Machines in recent months , a subject Murati has largely avoided in public and that she downplayed on Thursday. First, she said, building a frontier AI lab from scratch compresses years of normal organizational volatility into months. She also acknowledged that compensation — the nine-figure packages that have become standard currency in the war for AI talent — captures people’s imaginations, but she suggested it isn’t usually the whole story. To some audience laughter, she said of her own competitive instincts, “When I wake up in the morning, I am not thinking about how to kill the competitor.”
Naturally, Chang asked about what comes next for AI broadly, including for the humans who AI companies once said would be empowered by AI but who’ve more recently grown scared by talk of mass job displacement, not to mention a future where AI is used to create chemical weapons.
Murati, who was born in Albania and speaks with a slight Eastern European accent, was measured in her response. She pushed back on the framing of inevitable dystopia or inevitable utopia, arguing that neither outcome is predetermined and that the period we’re in right now is the one that will determine which way things go. Still, she said — and not for the first time during the interview — that if humans take their hands off the wheel too soon, the future will look very different, and not better.
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Unless you’ve spent the last few years locked indoors and had all of your goods delivered to you — a not entirely implausible situation, given our audience — you’ve likely noticed the growing popularity of electronic shelf labels (ESLs). They’ve been a common sight in grocery stores like Aldi for some time, and major retailers such as Walmart and Home Depot have been expanding their use of the technology.
On the surface, it makes perfect sense. With electronic ink displays, you can create a price tag that looks enough like a paper label that the customer’s experience isn’t really any different, but the retailer doesn’t have to send somebody out to update the prices. Sure, the upfront cost is higher than a roll of sticky paper, but theoretically, the ESLs should pay for themselves thanks to the reduced labor costs.
It’s the sort of high-tech solution to a common problem that one of us would have come up with. If this were a decade ago, we wouldn’t have been surprised to see something like this get entered into the Hackaday Prize. It might have even won.
Now that the technology is becoming commonplace, there’s even more reason for hardware hackers to be interested in it. Since most of these tags will show whatever image you beam over to them via radio or infrared, we’ve seen a number of projects that repurpose second-hand tags as convenient data displays.
Rather than showing the price of milk, they can show the current price of Bitcoin. Or maybe you’d like to stick them up all over the house to display the weather forecast and your family calendar. They’ve been repurposed as badges at hacker cons, and at least one industrious hacker has used a discarded ESL to show an alert whenever a new episode of the Hackaday Podcast drops.
But not everyone is happy about ESLs. Recently, the United Food and Commercial Workers (UFCW) International Union released the results of a poll showing that most American consumers are opposed to ESLs, citing concerns that the technology would ultimately lead to higher prices.
The rejection of electronic shelf labels isn’t just about automation taking over a job that humans used to do, although that’s likely part of it. What’s got most consumers worried is what happens in the future once ESLs are the norm. There’s growing concern that the ability to rapidly and remotely update an item’s price will enable retailers to implement aggressive dynamic pricing schemes that were previously impractical. When you don’t have to send out a teenager with a price gun for each change, there’s nothing stopping stores from updating item prices every hour.
Things get really worrying when you consider the possibilities should the ESL system get tied into other data sources, and artificial intelligence be given free rein to virtually put its thumb on the scale. It’s not hard to imagine the price of umbrellas going up when it rains, or a premium being put on a particular team’s merchandise after they win a big game.
Such practices are referred to as “surveillance pricing”, and according to the UFCW poll, as many as 75% of respondents believe that one day stores might even attempt to tailor the price of an item to the individual. Like something out of Minority Report, the price tag could jump up when it detects a more affluent shopper passing by — or at least, one with a higher credit limit.
To those who may say this all sounds a bit far-fetched, the reality is that surveillance pricing is already here for many goods and services. Anyone who’s ever booked a hotel room can tell you that the price goes up and down based on demand, and rideshare services like Uber and Lyft have never hidden the fact that they adjust fare prices in real-time. Online retailers such as Amazon also routinely offer personalized “deals” based on your shopping habits or search activity, although whether or not you actually save any money in these scenarios is up for debate.
Electronic shelf labels don’t make surveillance pricing possible, since it’s already happening every day online. Rather, it enables retailers to use those same techniques in their brick-and-mortar stores in ways that weren’t possible before.
As hardware hackers, we love electronic shelf labels, if for no other reason than all those e-ink displays eventually trickling down to us. But the ability to change prices on a whim and without the need for human interaction is troubling, especially when considering the pricing schemes that are already so prevalent online. For better or for worse, we’ve become accustomed to dynamic pricing when we buy things on the Internet, but that doesn’t mean we have to accept as an eventuality that the same practices will eventually come to the grocery aisle.
So, Dear Reader, where do you fall on the subject? Are you excited about the technological implications of turning each price tag into a tiny remotely-controlled computing device, or does the potential for misuse outweigh the benefits? If so, do you think there’s a path forward that allows stores to take advantage of electronic shelf labels while protecting the consumer? Let us know in the comments.

AI-powered security tools are getting increasingly good at finding vulnerabilities, but a new Seattle startup is aiming to help software companies do the harder part: fixing them.
Emphere announced $2.1 million in pre-seed funding Thursday from AI2 Incubator and Outsiders Fund to automate the work of fixing software security flaws. It focuses on open-source distributions like Ubuntu, Debian, and Alpine, automatically patching known vulnerabilities for software companies that sell to banks and other regulated industries.
The startup was founded by CEO Ankit Kumar and CTO Pallav Gupta, who met as roommates at Northeastern University. Kumar spent six years in security at Uber, opening the kind of tickets that Gupta was on the other end of trying to fix as an engineer at CarGurus and Twitter.
“Remediation is going to be as important as detection, given the fact that exploitation is going to be super, super fast,” Kumar said in an interview. He noted that the companies Emphere’s customers sell technology to “won’t accept your software if it has a single critical vulnerability.”
The company says it has early revenue and a handful of signed customers, though it declined to name them. Emphere has a team of five, including two security researchers whose job is to play the role of hackers — attacking its patched images and confirming the fixes are good.
Emphere is entering a crowded market, though most security firms focus on finding vulnerabilities rather than fixing them. Its closest comparison may be Kirkland, Wash.-based Chainguard, the $3.5 billion software supply-chain company known for its secure pre-built software container images.
The biggest difference: where Chainguard generally asks customers to adopt its container images, Emphere says it patches the ones they already use.
The volume of security vulnerabilities has started to outpace what human teams can keep up with. A federal watchdog said in a May 26 report that the government’s National Vulnerability Database had a backlog of more than 27,000 unprocessed flaws, and projected that new vulnerabilities would surpass 60,000 in 2026 — nearly ten times the number a decade ago.
Emphere spun out from the AI2 Incubator, the Seattle startup program based at Pier 70. Its other backer, Outsiders Fund, is the early-stage firm co-founded by Austin McChord, who built the data-backup company Datto before selling it in 2017.
Kumar said Emphere plans to use the funding to grow its customer base and keep building out its platform. Longer term, it’s looking to expand into other areas of how software gets built and secured.
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