404 Media revealed that a July 10 audit by the Los Angeles Police Department Office of the Inspector General caught the department’s ALPR cameras generating 161 false stolen-vehicle alerts in just two months — each one ending with officers pulling over an innocent driver. Factoring in 337 alerts which “resulted in the recovery of stolen vehicles,” the LAPD’s cameras carry an error rate of 32.3 percent, effectively giving officers a one-in-three chance at pulling an innocent person over.

Flock CEO: There’s no feedback loop mechanisms; it’s really just a static comma-separated file.

We’ve tried to build around it. We have this concept called “suppression.” A local agency — let’s take Atlanta, where I live — might see that there’s a stolen plate out of California, but it’s already been resolved because it’s a rental car or a dealer car. They can, in Flock, suppress that: “Never alert us on that for the next year.” That’s to get around the fact that they can’t force another agency to remove it from NCIC. Ideally, the way it would work is if enough agencies — let’s call it one, two, or three — flag a tag as no longer valid or a bad entry, it should just get removed. Or at least it should get pushed more aggressively by the FBI… I’m hopeful that they’ll see there’s an opportunity to make something like NCIC, which is an important tool not just for companies like Flock, but for police departments to work together, start to make some enhancements to modernize what’s a central part of our policing system.

Roseville police could see that Flock’s software kept confusing the “9” on the man’s license plate for an “8.” The car owner said he would take off his license plate cover. Soon after, it happened again. It’s “easier at this point we have it memorized,” a dispatch supervisor in Roseville wrote in an email to a colleague.

Flock says that in optimal conditions, its cameras accurately read more than 96% of license plate characters. Hundreds of pages of records from the Roseville Police Department show a different picture. In 2023 and 2024, Flock sent 1,427 alerts to Roseville police, flagging vehicles as stolen or used in a felony after they passed one of the city’s Flock cameras. An analysis by the police department found that in 71% of those alerts, Flock’s machine-learning software incorrectly read the license plates… The cameras regularly missed vehicles, captured blurry images, misread license plate characters and states, and sent delayed alerts to police about vehicles possibly connected to crimes, the records show…

A factor that contributed to the misread problems in Roseville was the “particularly unique deployment” that the city requested, a Flock spokeswoman said. Roseville said it has its cameras configured so that they capture only the backs of vehicles, a setup intended to avoid capturing personally identifiable information like faces. Roseville’s setup included older hardware and placement of cameras higher and further from vehicles than the company typically recommends, Flock added…

In Toledo, Ohio, driver Brandon Upchurch was mauled by a police dog after a Flock camera misread the “7” on his license plate as a “2.” As a result of his injuries, he said, he lost his job and was evicted from his home. He settled a lawsuit against the city and police officer for $35,000. None of the incorrect Flock alerts in Roseville resulted in a traffic stop or arrest, a department spokesman said. Roseville requires police officers to verify that a license plate is stolen or have independent reasonable suspicion of a crime before making a traffic stop…

Flock said Roseville’s camera performance has significantly improved, which the police department disputed… Flock’s cameras also missed vehicles altogether… At one point, Flock’s product director for machine learning suggested that officers ask drivers to remove license plate frames that made it “very difficult for the machine vision to tell it is actually a ‘E’ and not an ‘F.’" Roseville told Flock at the time that it wouldn’t do so, according to the department spokesman. Flock in 2024 shared an analysis with Roseville’s police department, outlining reasons for the misreads. Vehicles far from a camera were sometimes blurry. Plates were cut off by trees or license plate frames. And Flock’s software confused similar characters, mistaking an “N” for a “V”, or a “1” for a “4....”

Roseville isn’t the first organization to flag inaccuracies in Flock’s technology. In 2021, the research firm IPVM independently tested Flock’s license plate readers, concluding that Flock misidentified the state in about one of 10 reads, and that the system regularly misclassified vehicles’ type and make. IPVM said that Flock subsequently blocked it from purchasing its cameras for testing.

One admin questioned why a beta app was appearing on an Enterprise SKU in the first place, while another described the situation as yet another consumer-oriented feature being forced onto corporate PCs. Things get even more frustrating for IT departments because there does not appear to be a straightforward Microsoft-provided way to disable the app… Enterprise administrators generally need to know what is being installed on their managed devices, particularly when a software is labeled as beta. Quietly adding another application and leaving admins to clean it up themselves is therefore unlikely to win Microsoft many fans.

There’s also a People section that groups similar faces in your photos. Microsoft asks for permission before turning it on and explicitly warns that facial data could be considered biometric data in some regions. The company says only you can see the grouped faces, that the data isn’t shared with third parties, and that you can delete it by disabling the feature.

Because OneDrive Photos is tied to the main OneDrive sync client, Windows 11 doesn’t currently offer a separate uninstall option. The only straightforward way to get rid of OneDrive Photos right now is to uninstall OneDrive itself… Removing the main client can also affect its File Explorer integration and shortcuts…

Microsoft says this will change. The company is working on controls that will let users remove OneDrive Photos separately from the main OneDrive app. On enterprise PCs managed through Intune, Microsoft says the app will automatically disappear where it isn’t supported.

Some people are using the glasses — which look like a pair of regular spectacles — to record people without their knowledge and publish the videos on social media. The users secretly videotape and share what happens when they try to pick up women. Now, a growing number of people are worried they could be covertly recorded at the gym or even during sex. The backlash has prompted Meta to update its glasses to address privacy concerns, and some places have banned them, adding to the angst surrounding technology that’s rapidly evolving…

Concern about the glasses has exploded as more videos of interactions with people who don’t know they’re being recorded go viral on social media. On Instagram, some videos depict people getting approached in malls and grocery stores and on college campuses and sidewalks. While the videos are portrayed as jokes, the people filmed don’t appear to know they’re being recorded and sometimes seem uncomfortable, telling the strangers to leave them alone or stop harassing them. The outcry has spread beyond social media, with comedian Jimmy Kimmel calling the Meta devices “pervert glasses” on national television and singer Lorde telling concertgoers that smart glasses are “not sexy…”

Instagram, which is owned by Meta, has been disabling accounts and taking down some of these pickup or prank videos for violating the platform’s rules against harassment and bullying… Businesses are making their own calls about smart glasses. The 5 Point Cafe in Seattle, which banned Google Glass in the past, has banned Meta glasses from its diner and dive bar. “Leave your Meta-SpyBan Display at home, they are officially Ray-Ban-ned from all of our restaurants. We serve privacy, not side-eye surveillance,” a 2025 Instagram post from the business states.

Tons of bug fixes continued to trickle in across the kernel spectrum for all sorts of issues. The HWMON hardware monitoring subsystem saw several critical and high severity bug fixes, on the memory management side was a nasty race condition leading to a use-after-free in the kernel for the past eight years, Btrfs restored its fixup worker infrastructure to deal with silent data loss, lots of AI patches in the networking realm, and the kernel was patched for the Safe RET Interrupt Vulnerability.

Linus Torvalds wrote in the 7.2-rc7 announcement:


“Another week, another -rc.

I can’t say that I’m exactly thrilled about the size of this all, but it is what it is: the new normal with a lot of fixes, many of them due to review by various AI tools.

And nothing looks particularly scary per se — it’s just that there’s a lot here. Most of it is fairly small, although we have a couple of larger diffs: s390/zcrypt fixes stand out in the diffstat, and so does btrfs bringing back the fixup worker infrastructure. And some netfilter ipset fixes.

But aside from a few places like that, most of this is just lots of tiny fixes. It’s pretty much spread all over — drivers (gpu, sound, networking, you name it), filesystems, core networking, arch code…

“Malicious software infected and compromised” the East Bay community’s information technology systems beginning about 5:45 a.m. Friday, the city said on social media. “The cybersecurity incident hit critical public safety operations, including 911 routing, police and fire dispatch, records and city services,” the city said.

“There is no imminent threat to the public,” the city said. “All public safety services remain active.” The city shut down its computer network “to contain the threat and preserve evidence for a federal investigation,” it said… Suisun City dispatchers were taking calls for service through the Solano County dispatch center. Suisun City police officers and firefighters continued responding to calls for service, the city said, but online city services and internal operations were unavailable.

Earlier this year, Foster City and Pittsburg experienced other cyberattacks that impacted services in their own jurisdictions. Foster City declared a state of emergency after a March ransomware incident that shut down many services for more than a week. Pittsburg lost almost $1 million to a February phishing attack, though over half of it was recovered.

On July 22, a Google DeepMind engineer, Vidy Thatte, shared a snippet of a browser he built that “treats every URL as a prompt and generates a site from scratch” on his X account. Just a few days later, he shared a TestFlight link to let iPhone users try it for themselves. The browser he launched is called Gem, and it’s a browser that doesn’t really…browse.

Instead of fetching a webpage from a server the way Chrome or Safari would, Gem hands whatever URL you type over to Google’s Gemini 3.5 Flash Lite model and asks it to generate a webpage on the spot. If you enter a real address, it builds its own interpretation of that site rather than loading the actual thing. If you enter an address that doesn’t exist, Gemini simply invents a website to fill the gap. In other words, you’re not visiting the internet so much as browsing one the model dreams up as you go…

Thatte’s reasoning was that with a model as fast and cheap as Gemini 3.5 Flash Lite, there’s almost no practical difference anymore between loading a website and generating a brand-new one on the fly… Given that this tool is powered by Gemini 3.5 Flash Lite and it’s just a side project rather than a full-fledged tool, it doesn’t come with Gemini access baked in. Gem requires you to bring your own Gemini API key to get it working. Every URL you enter fires off a request to the model, so Gem needs a key linked to your Google account to actually generate anything, with the usage billed to you. You can grab a key for free from Google AI Studio, paste it into Gem’s settings, and you’re ready to start typing URLs. While you can get started for free, I ran into the limits within two minutes of playing around. So, I did need to enable billing on my API key and decided to load $10 into it.

Champions of the switch often insist workers will be able to hit the ground running and get the same or even more work done from the get-go in the new unfamiliar environment because it’s ‘more productive’, a conclusion often shaped by conventional wisdom or their ‘gut’ feeling. Decision makers may also mistake their own ‘light-user experience’ for universal experience and believe all platforms are fungible.

And while it’s one thing for a business to delay their delivery dates and increase costs of by introducing a switch in computing environments that’s of unquantified and possibly dubious value, how about when a switch in computing environments is made that affects schoolchildren’s ability to learn for a period of time?

While a MacBook Neo is indeed cute, what might be the possible consequences of a decision to move 25,000 students off Windows and onto MacBook Neos…? Or even the impact on a single kid who moves from a MacBook school to a Windows or Chrome school (or whose home computing environment isn’t aligned with their school). Or students whose teachers decide learning in their classrooms should now additionally require an understanding of the Minecraft computing platform/UI (used in over 40,000 school systems.). Learning Management Systems and now various AI Edtech tools used by schoolkids are also subject to change.

I’ve been working really diligently for the last few weeks on a new distro called Spaced Linux that is exactly what I want to use. It’s heavily focused on the [zoom-friendly 3D] Compiz desktop, very efficient using the rolling Devuan Ceres backend, and avoids dependency hell by promoting mostly Flatpak usage.

It’s still early, but it’s already working great for me, it’s been my daily driver for a few weeks now.

The company had evaluated the agent, Astra, and found “significant advancements in agentic coding and cybersecurity”, which had moved to a “critical” threshold… OpenAI stated that the model was not involved in an incident in which one of its AI agents went rogue during a test, accessed the open web and hacked a startup, Hugging Face… The reports have increased concerns about advancements in AI models and humans’ ability to control them.

Still, critics of the AI industry have warned that such disclosures from OpenAI and its competitors Anthropic and Meta could be designed to generate hype about the technology’s power and thus spur additional interest from investors.

To prevent potential rogue behavior from AI agents, OpenAI is “implementing stricter security controls for higher-capability models and associated activities, including isolated testing environments, restricted network and tool access”, the company’s blogpost stated. It will also install “enhanced model weight protections and encryption, additional monitoring and detection capabilities”. The company will pause internal activities involving Astra that do not meet these new requirements.

Under our Preparedness Framework, a model reaches the Critical cybersecurity threshold if it can identify and develop functional zero-day exploits of all severity levels in many hardened real-world critical systems without human intervention, or can devise and execute end-to-end novel strategies for cyberattacks against hardened targets given only a high level desired goal. While we continue to benchmark and assess this model, our preliminary evaluations indicate strong enough performance that we cannot rule out Critical capability level at this time… Accordingly, we have scaled up robustness testing of our safeguards and security controls so that they are appropriate for a deployment of these capabilities…

- We are implementing stricter security controls for higher-capability models and associated activities, including isolated testing environments, restricted network and tool access, enhanced model weight protections and encryption, additional monitoring and detection capabilities, and sandboxed execution.

- We are pausing internal activities involving Astra that do not yet meet these strengthened security control requirements.

- We have implemented universal monitoring for risky actions and misalignment across all agentic applications of Astra, including training and evaluation. Monitors evaluate the model’s Chain of Thought and trigger a security response to review and interrupt high risk activity.

- We will work with relevant government agencies and select AI safety organizations to test the capabilities for this model…

We believe advanced cyber-capable models should help defenders identify and address vulnerabilities before attackers do. We’re committed to working alongside governments, safety institutes, and civil society to ensure that the frontier capabilities of models like Astra, and those that follow, are deployed responsibly and broadly for the benefit of all humanity.

Study participants were 10 epilepsy patients with electrodes on the surfaces of their brains for clinical monitoring. Participants quietly listened to the first bars of children’s tunes, then imagined the melodies of subsequent bars before humming their imagined melodies. Brain activity from the patients carried information about relative pitches within the imagined melodies. Combining note-level pitch predictions over time allowed the research team to recreate melodic changes that reflected the structure of the imagined songs…

“The model we created decodes relative pitch classes — such as do, re, mi, fa, sol, and la — rather than exact, absolute pitches,” [said tudy co-lead Jii Kwon of Seoul National University]. “This is useful because people often recognize melodies by the relationships between notes, even when the same melody is played in a different key.”

I have been contributing to GNOME design as a volunteer for several years… I believe that it’s essential for a free and democratic society to ensure free and independent access to these technologies. To achieve this goal, end-user devices based on free and open-source software are key, and the GNOME desktop and its app ecosystem offer a powerful alternative to proprietary platforms… This two-year fellowship is a great honor and marks a significant change in my life. It is a unique opportunity for me to devote my skills and experience entirely to a project I strongly believe in.

During my two-year fellowship, I will support GNOME maintainers and developers with design feedback and reviews, create mockups, and coordinate efforts to standardize design patterns. My other activities focus on lasting improvements through two strategic initiatives: expanding the design community to increase capacity and enhancing our design tooling to reduce overhead and simplify onboarding… To attract new contributors, I will increase the visibility of design work by writing regular blog posts, giving presentations, and running workshops at conferences and hackathons. New contribution opportunities for newcomers will be created with clear instructions for independent activities such as collecting state-of-the-art examples, running accessibility and user tests, and creating mockups. Design reviews will be used as mentorship opportunities, pairing regular design contributors with experienced designers for peer review and knowledge sharing…

If you’re interested in contributing to GNOME design, check out the Design Team page on the Welcome to GNOME website, familiarize yourself with the Human Interface Guidelines, and join our Matrix channel. If you’re a GNOME developer feel free to reach out to me via Matrix and involve me in design reviews.

All eight cameras were taken August 1, according to the Winona Police Department. A patrol officer first noticed the cameras had not sent any alerts in 24 hours. When officers checked the locations, they found the cameras had been cut from their poles and taken. The poles were left behind. Two additional Flock cameras on the Mississippi River Bridge, owned by Buffalo County, were also stolen in the same manner…

The thefts are part of a broader national trend. Flock cameras have been vandalized and cut down in communities across the country.

“Couldn’t have been him — we were out counting blades of grass,” said one of the 29,000 commenters on a post about the arrest from the local news station WDTV. Others attested that the man, Wesley Jackson, had been helping them “replace the roof on a homeless shelter,” “playing halo 2,” “changing the tires” on their car or giving their “doggie a treat” at the time the cameras were destroyed.

“We have a camera system that can do facial recognition technology and can start building a data set on what our citizens are doing on a day-to-day basis,” Teeple told supervisors. “That, in my training and experience, is a huge Fourth Amendment violation.”

It would be no different than how the city monitors its citizens using Flock cameras, he said… He said he’d already started compiling profiles on their vehicles, spouses vehicles, children’s vehicles, and planned to combine that data with Bluetooth signals, advertising IDs, and commercial data sources, “so our authorized users can replay the movements of every government official and their immediate family,” he said. Local businesses would be invited to join the network, to “protect” officials while they shop, eat at restaurants, and move around the city.

From major cities like Los Angeles canceling its Flock contract to towns wrapping Flock AI cams in plastic bags because Flock won’t take them down, it’s a wild time for surveillance and questions about government accountability.

Face deadly new twists on familiar foes, including the Rocket Ogre, Demo Dog, Blood Shambler, and more. Each variant introduces lethal new behaviours — from overwhelming firepower to explosive death traps — forcing you to rethink every encounter. Expand your arsenal with brutal variants inspired by classic Quake expansions, including the Super Axe — unleashing lightning on successive strikes — and the Laser Cannon, firing ricocheting projectiles that tear through enemies from every angle… Reality is never stable. Shift between dimensions to solve puzzles and navigate the world, or find hidden secrets scattered throughout the realms. Face enemies that rise again or transform after death, and experience encounters where the rules change without warning — forcing you to adapt or be overrun.

This is part of a series of new campaign chapters, all developed by MachineGames “in collaboration with id Software.” MachineGames is best known for making the games in the relatively recent Wolfenstein reboot series, as well as Indiana Jones and the Great Circle. The Quake maps are made by a team dubbed “Quake Club,” which includes several MachineGames employees who work on Quake maps in their spare time.

The ambition and scope of some of these maps is beyond what was typical for Quake maps back in the late ‘90s, thanks in part to the team’s use of TrenchBroom, a newer map editor that works well on modern systems and is easier to work with and more capable than what folks were using in those days. There are 19 new levels, and they have several new gameplay gimmicks, like a time loop mechanic and a disorienting-but-cool teleportation system that makes it look like the levels are changing on the fly — kind of similar to the multi-time-period levels we saw in Titanfall 2 or Dishonored 2, though in these Quake maps the time shifts happen without player input. There’s also new music… The new maps have been added to the campaign list in the remastered version of Quake, and like that remaster, they’re available free to anyone who already owns Quake on Steam, as well as Quake on current and last-gen PlayStation, Xbox, and Nintendo consoles.

[A] new report suggests that all three memory manufacturers — Samsung, SK Hynix, and Micron — have collectively sold through their 2027 memory manufacturing capacity to, you guessed it, AI companies.

According to a report from Digitimes and spotted by TweakTown, all DRAM and HBM capacity has been sold through for 2027, with no further supply planned. (The companies themselves have not yet confirmed this to be the case.) Of course, that only means that retail prices are going to go up even further in the near future. Selling through all the capacity for next year would be bad enough for consumers, but the problem is that most of the companies buying up this capacity have done so through long-term purchasing agreements, essentially pre-ordering memory that hasn’t even been manufactured yet over a five-year term. Unless more capacity opens up somewhere in the next few years, it’s hard to imagine that RAM will become more affordable and less scarce any time soon.

It’s not just memory that’s affected. According to that Digitimes report, NAND storage is growing in demand too. Luckily, NAND capacity hasn’t been completely absorbed, because there are more companies supplying the stuff. But it’s not exactly hard to see that SSDs have been growing steadily more expensive over the last six months or so.