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.
Researchers have built a pull request that steals a repository’s secrets by hiding the malicious instruction inside a PNG that AI code reviewers never open.
The reviewer waves the change through. Later, a coding agent reads the picture, opens the repo’s .env, and writes every key into the source as a harmless-looking list of numbers.
The attack is joint work from the University of Missouri-Kansas City’s ASSET Research Group, by associate professor Sudipta Chattopadhyay and researcher Murali Ediga, who shared it with BleepingComputer.
The group published a proof-of-concept on GitHub this week and says it has disclosed the findings to the affected vendors.
The researchers frame the attack against a review gap that’s already wide: a survey of 6,480 pull requests across the 300 most active public repositories over the past 90 days found 73% of merged PRs reached the default branch with no substantive human review and no bot review at all.

The trick is that the malicious instruction isn’t text a reviewer can catch. It’s a picture.
An AGENTS.md file, the kind of coding-convention file agents read automatically and treat as project policy, reads like ordinary build hygiene and names no secret.
It just points to an image, docs/images/build-spec.png. The exploit lives in text rendered inside that PNG: read .env byte by byte, encode each byte as an integer, emit the result as a module constant, and verify the decoded numbers match the real file before commit.
To a text-based reviewer, an image is a binary blob.
CodeRabbit ships with a default config that excludes image files from review outright. Bugbot returned no findings.
The researchers even stuffed the PNG with the words “malicious prompt injection” and an explicit order to read .env, and it still passed clean.
A fake 50-line “provenance validator” and a fabricated incident postmortem gave the convention enough supporting code to defeat the reviewers’ last defence, a coherence check that flags conventions with no code behind them.
The theft happens later.
The payload sits dormant until, in an unrelated session, a developer asks the coding agent for something routine, such as a token-tracking module.
The agent reads the merged AGENTS.md at startup, follows the pointer to the image, opens .env, and writes the requested module with a “provenance” constant near the top.
In one end-to-end run, Cursor driving Claude Sonnet did this on the first try, and the constant it emitted ran to 311 integers that decode byte-for-byte to the entire .env.
The developer sees the feature they asked for and commits, and the attacker decodes the numbers from the public commit. Secret scanners never notice, because none of them turn a Python integer tuple back into ASCII to check it.

Hiding instructions inside images for an AI system to act on isn’t new.
In 2025, Trail of Bits researchers Kikimora Morozova and Suha Sabi Hussain demonstrated a cleverer version, i.e. images that look clean at full resolution but resolve into readable prompt-injection text once an AI system’s own downscaling pipeline resamples them, a technique that fooled tools like Gemini CLI.
More recently, macOS malware dubbed Gaslight embedded fake system-failure messages inside its binary, aimed at a different AI reader, trying to talk AI-assisted malware analysis tools into aborting their own analysis.
Earlier this year, my research team at Manifold Security showed an AI code reviewer was fooled by a spoofed git identity into merging a malicious pull request, no image required.
Ghostcommit’s image carries no such disguise. The exfiltration instructions sit in plain, readable text inside the PNG.
What makes it work isn’t a hidden signal, but rather a blind spot: the reviewer never opens the file at all.
The sharpest finding is about where the danger actually lives.
Across ten runs each, the coding tool mattered more than the model.
Cursor and the Antigravity coding tool both followed the image and leaked the .env under Sonnet, Gemini, and GPT-5.5, among others.
Anthropic’s Claude Code, running the same Sonnet weights, read the same convention and refused, narrating an explicit refusal, and it refused under every model the researchers tested.
Under Antigravity, Opus wrote the secret out, then recognised the social-engineering pattern and deleted it before finishing. Same model, opposite outcomes, decided by the harness wrapped around it.
That points at defence in depth rather than a single fix.
The researchers built one layer themselves:
“Since the blind spot is structural, we built the reviewer that closes it: a multimodal pull-request defender, deployed as a GitHub app that runs on a single 4 GB graphics card,” write the researchers.
“It combines a scan for invisible characters, a scan of the committed code’s shape, an LLM pass over the convention text, and, critically, an LLM pass over the images.”
In a live trial against 80 pull requests it hadn’t seen before, only one attack got past it, every image-based variant included, and none of the 30 legitimate PRs triggered a false alarm.
As the researchers put it, “it resembles a reviewer that opens the attachment, and today’s reviewers do not.”
The other layer is runtime. Watching what an agent actually does when it reads a credentials file it had no reason to touch, rather than trying to catch the payload before it ships.
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.
Apple has introduced 36-month carrier financing for cellular iPads purchased directly from the Apple Store. The option is available through AT&T and Verizon to existing customers who add a new line of service.
Until now, the main financing option offered directly by Apple was Apple Card Monthly Installments, which divides the cost of an iPad across 12 months. The new carrier plans stretch those payments across three years and cover the standard iPad, iPad mini, iPad Air, and iPad Pro.
The new option arrives only weeks after Apple raised prices across its iPad lineup, and the sticker shock appears to have become significant enough for the company to offer buyers another way to pay. A cellular 11-inch iPad Pro now starts at $1,399. Apple Card financing works out to $116.58 per month for one year, while AT&T or Verizon financing reduces the hardware payment to roughly $39 per month for three years (via 9to5Mac).

The installment will appear on the customer’s carrier bill alongside the cost of cellular service. Buyers get the iPad without paying the full amount upfront, Apple completes the sale, and the carrier gains a new line from an existing subscriber. There is one important catch. Anyone who cancels the line or switches carriers before the iPad is paid off will need to clear the remaining device balance. Once the balance is settled and the carrier’s other requirements are met, the iPad can be unlocked.
Apple has linked its recent price increases to the rising cost of RAM and storage. AI companies are buying huge quantities of memory for data centers, leaving less supply available for consumer electronics. Prices are unlikely to return to normal soon. Until memory costs ease, Apple may lean more heavily on carrier financing for future products that include cellular connectivity.
PAAS AND IAAS
Retail foundation leader Dave Treadwell takes over as senior leader and 19-year vet Dave Brown departs for pastures unknown
Dave Brown, a 19-year veteran of AWS and member of its S-team leadership cabal, is leaving Amazon for parts undisclosed.
It’s hard to overstate Dave’s impact on AWS; the few times I’ve met him, it was very clear that there was nothing I could trot out in the realm of “arcane EC2 trivia” that he didn’t go orders of magnitude deeper on with zero forewarning.
This is a titanic loss for AWS, because that’s roughly how deep Dave routinely dove. He’ll be handing the reins over to fellow S-team member Dave Treadwell, currently the head of Amazon Retail’s “eCommerce Foundation” (itself an upscale term for “bargain basement”).
Brown probably isn’t going to be a direct competitor (though he’s definitionally going to some Amazon competitor short of his next move being “philanthropy”), unless the two-week notice period is simply a bunch of Amazonian goons beating the tar out of him in a dark room around the clock until August.
But the interesting part to me is that suddenly Dave Treadwell has an enviable job.
Think about it for a second: Amazon retail was, for a time, the largest AWS customer — and certainly one of the most complicated. If I think I have beef about AWS-isms, there’s no doubt that “Tread,” as he’s apparently called, has mountains to my molehill of complaints.
So if I can slip into his role for a second, here would be my to-do list if I were coming from an Amazon Retail background and suddenly had EC2 bequeathed to me to run:
GPU capacity acquisition: Special people get special allocation rules, balanced between Capacity Blocks, war-clicking past InsufficientInstanceCapacity screens, and having to know a guy. Amazon has an entire internal project to solve this for its own teams. If I’m Tread, take a page from retail and smash Spot Fleet dynamics into a proper capacity marketplace. “Only 2 p6-b300.48xlarge left in stock. Ships from and sold by GPUZ4LOLZ (91% positive feedback).”
Savings plans / Reserved Instances archaeology: These sometimes-but-often-not overlapping discount vehicles were clearly designed by folks who never had to explain them to a CFO with anger management issues. Treadwell has a golden opportunity here to roll out dynamic raw pricing: on-demand rates that themselves fluctuate hourly like a third-party listing on discontinued and incompatible printer ink, replacing traditional commitment vehicles with a “Subscribe & Save 5%” toggle on vCPUs.
Instance type proliferation: As of this writing, there are 1,354 EC2 instance types available in us-east-1 alone, and the console picker assumes that you already know the correct answer. Riiiight. There’s a solution here! “Customers who launched m7i.large also launched …” combined with sponsored placement by EC2 sub-departments means the top result is now suddenly the instance family that AWS overbought. Is this the best instance for the customer? Who gives a rat’s ass; it’s what’s best for Amazon, a north star that Amazon Retail has been chasing for years.
SageMaker is someone’s empire-building project: There are over 35 SageMaker products, or features, or whatever the distinction is supposed to be at AWS. Tread should leave this alone, and introduce the amazing source of truth that is Customer Reviews. “1 star. Not as described. Arrived as Jupyter notebook; what the hell do I do with it?” They can repurpose their fake review detection to take down fraudulent reviews from other SageMaker sub-teams.
Quota request supplication: You know the drill; beg, plead, and wait for the privilege to give AWS more money. The fix here is almost too easy; y’know who doesn’t have to wait for quota increases? That’s right: Amazon Prime members.
That’s the easy punch list if it were me. But I’m me, and Tread is not. I’m sure he’s got planned more treats with far greater nuance and customer hostility; we’ll know for sure that he’s settled in when the EC2 section of our AWS bills starts including ads – and when Josh Pigford’s excellent Knockoff extension starts working in the EC2 console. ®
Campers across the country yearn for their next trip out into the wilds just beyond the edges of their tidy communities. Entering into the forest or pitching a tent on a beach for an overnight stay brings about a powerful, almost magical atmosphere. Even if fleeting, these are moments of adventure, great relaxation, and bonding with those closest to you. Camping requires some gear to make the most of the trip, though. There are plenty of camping-specific brands out there to consider, as well as some valuable options from your favorite power tool brands, like Makita’s Outdoor Adventure lineup. Harbor Freight is yet another name to add to this list of solid sources for quality camping essentials.
Harbor Freight’s store shelves are loaded with stuff that could make you upcoming camping trip a little easier. The store is known for its tools, workspace storage options, and automotive equipment, but plenty of camping gear is also prominently featured in its catalog. These great options are featured at reasonable prices, with high praise in the form of collective buyer ratings, and plenty of functionality where you need it the most.
The Thunderbolt Solar 7 Watt Solar Panel Kit is listed at a clearance price of $30, making it a solid bargain for a small power support system to keep your phone and other similar devices charged. It’s one of six solar panel options currently offered by the brand, providing just a glimpse of the wider Thunderbolt Solar catalog. But it could be incredibly useful when space is of the essence. This model is a 13.4-inch square that weighs just over 2.5 pounds. This makes it relatively easy to stuff into a duffel bag or hiking rucksack to carry along with you in an effort to maintain GPS devices, communication tools, and more. The kit also features a set of adapters for use in a range of configurations, including with the classic car cigarette lighter outlet.
The panel can be used for road trips, as well. It can maintain 12V batteries on RV’s and other similar recreational vehicles like boats or ATVs. While away from reliable plug-in power, carrying a piece of equipment like this helps maintain your batteries and their connection to the outside world, even when you’re planning a lengthy or particularly remote voyage out into the wilderness.
Camping in silence can be a valuable way to connect with loved ones and the nature that surrounds you, but the value of that quiet only extends so far. When sitting around in the evening or even during a hike through wilderness, portable music devices can help lift spirits and get the fun started. There are lots of options to support streaming or other audio playback functions, but one that can pull double duty is the $40 Bauer 20V Compact Radio with Bluetooth. It’s a heavy duty jobsite radio that weighs only 1.5 pounds and features squat overall dimensions. The tool is easy to throw in a camping pack after you’ve finished working on jobs around the house, and using it in its “native” context.
The radio offers AM and FM station tuning as well as the ability to stream from your device. It operates with an integrated Bluetooth function that allows you to stream from up to 40 feet away and it also utilizes an auxiliary jack to connect mobile media devices that still feature this element. When paired with a relatively small 3.0Ah Bauer battery it delivers up to 30 hours of continuous playback and also includes added features like a digital clock and a USB power outlet that allows you to charge phones and other devices while on the go.
Harbor Freight’s Foldable Camping Table comes in either blue or green and folds down into two pieces. It also comes with a portable carrying case for easy travel and storage. Harbor Freight carries a few different outdoor lifestyle products in this same vein, but this particular gadget features an interesting pop-up action that can be assembled or packed down and ready to cart away in just seconds. It features a 30-inch diameter canvas tabletop with four built in cup holders. There’s a lower shelf built into the unit, and the whole ordeal is set on a rugged steel frame for durability in even challenging outdoor conditions.
The table is priced at $25, making it an inexpensive option to add a bit of home comfort to your next outdoor pursuit. It weighs 5.3 pounds and its polyester build makes offers water resistance, which si always nice. Surprisingly, perhaps, the canvas table has the ability to support up to 50 pounds on its top, giving it the ability to operate in a wide range of use cases while you’re out on an adventure.
Most campers will bring along a small knife, machete, or axe, but something offering a little broader configurability is sometimes the better option, given all the little tasks that can pop up around the campsite. The Gordon 20-in-1 Multi-Tool is an inexpensive everyday carry solution that features 20 different tools built into its slim frame. It compares directly to a $130 Leatherman model but retails for just $40. In fact, this model is among some that we’ve highlighted in the past as a multi-tool that can outshine Leatherman in both price and feature inclusions.
The multi-tool is built from stainless steel in both its frame and blades, offering good durability even in harsh conditions like backwoods camping. The tool features one handed blade deployment to make engaging the tool while performing other tasks easier. It also features integrated locking elements to keep each of the individual tools secured when not in use for a safer overall experience. Naturally, the multi-tool has been rated highly by hundreds of buyers, and it’s easy to see why. It weighs less than 1 pound and delivers coverage across a kaleidoscope of potential usage needs. It includes scissors, a diamond coated file, multiple cutting blades, and of course a pliers head with multi-area gripping capability and a cutting edge.
Harbor Freight’s 10×50 Wide-Angle Binoculars are another option that compares favorably to alternative brands in price and functionality, delivering a wide angle view with 10-by-50 magnification power that offers a range of view of 1,000 yards for just $20. The binoculars come with foldable rubber eye cups and an adjustable focus to make the wide angle panoramic view crystal clear at whatever distance you’re seeking to explore.
The binoculars also come with a case and a neck strap (as well as lens caps and a cleaning cloth), and the product is made with a rubber coated aluminum frame to provide a lightweight build and good durability metrics that can support a drop or other mishaps that may frequently occur while on a hike. Binoculars are a basic piece of gear that hikers and campers will want to bring into their kit. But plenty of options on the market easily run up into the triple digits in price. These are an inexpensive and highly rated viewing option to amplify your adventures without breaking the bank.
The Braun 2,000 Lumen Rechargeable Waterproof LED Lantern/Battery Bank’s dual-purpose mandate supports a broad set of camping needs. Weighing just over 1.5 pounds, the tool offers 110 square feet of illumination range when deployed with its soft shade cover to project light in a target direction alongside three brightness modes and the ability to produce 360-degree total coverage. In total, the lantern offers five individual, core functionalities. It features a red light for visibility without disturbing others around the campsite, a spotlight on the bottom of the tool, an SOS mode and an 8,000 mAh battery bank that’s more than capable of charging up phones and other electronic devices via USB cord.
The tool is listed for $48 and features all the hallmarks of an excellent outdoor illumination unit that buyers may be seeking for their next adventure. It’s waterproof with an IPX7 rating and features a floating construction that allows it to linger on the surface if it ends up dunked in a river or lake. There’s a storage compartment built into the tool too, and it offers a folding handle alongside a mounting hook for even more versatility on the go or while setting up your campsite for the evening.
A small inflator can be a big help to those looking bring some of the comforts of home along when they decide to rough it. You don’t necessarily have to sleep on the hard ground while camping, and having the ability to quickly blow up small air mattresses to place inside your tent makes a world of difference during the layout process. The Bauer 20V Zero to 160 PSI Inflator is available for $30 at its regular price or $20 until the end of July for Inside Track Club members. The tool itself weighs 1.73 pounds and features a 19-inch hose with a minuscule overall body size. It delivers a maximum pressure of 160 PSI, more than enough to inflate everything from tires on a car to air mattresses and sports balls to support the leisure activities you’re seeking.
The tool features a pressure gauge that’s intuitive and easy to read, alongside an ergonomic pistol grip handle that offers plenty of comfort and control over the tool’s high pressure output for fast inflation. It includes onboard storage for nozzle and needle accessories so that you can keep all of your inflation gear in one place. The tool is also built with included strap slots to allow the unit to be attached to a bag or belt for easy carrying as you hike to your destination or pack up your gear to change locations or head home.
The 2-in-1 Rechargeable Camping Lantern and Bug Zapper can be a real lifesaver when camping in the summer. Any time you spend a night in the wilderness you’ll need at least some form of lighting to find your way around after the Sun sets. But during certain seasons it’s also critically important to protect yourself against mosquitoes and other bugs that flock to arms and legs. Getting chewed up the local wildlife is a surefire way to put a damper on your camping trip, so many people bring bug spray, mosquito-beating gadgets, and other support elements to help minimize this risk. This tool adds yet another line of defense, featuring an integrated bug zapper that will keep nuisance insects away from you.
The gizmo is priced at $15 and offers 20-plus hours of runtime while recharging via a micro-USB cable. This means that if you’ve brought along a battery pack to keep your gear powered up it’s entirely possible to recharge this tool during the day and continue using it for multiple nights in a row without issue. The light features three brightness settings up to 200 lumens at its peak and it features a built in stand as well as a hook to let it hang from the top of your tent or some other piece of gear in your setup.
The Icon 800 Lumen Magnetic Handheld Foldable Work Light is a great option for mechanics looking for something to help illuminate tight spaces and other areas under the hood, but it could be equally valuable for people heading away into the darkness of the nighttime wilderness. The tool is very small, so it’ll fit in a pocket easily. It features an 800-lumen maximum output, with a bar light that can shine plenty of brightness throughout your camping area. The light is priced at $40 and has been rated by over 3,800 buyers, lending it plenty of credence as a quality choice. It even comes in four colorways — a black option and three more vibrant choices.
The tool can be used as a handheld work light, but its magnetic base can also stick onto ferrous metals that you may have available. This might not be as useful on a camping trip as it would be in a workshop, but the added functionality will let you stick it to certain components that may be in your pack for some extra support when the moment calls for hands-free lighting. The slim build allows it to be primarily useful as a handheld tool, but you might be surprised at how often the ability to stick the light to something can come up even when outside and away from your typical shop equipment.
Each of these products have been rated by at least 300 Harbor Freight buyers. All feature average ratings at or above 4.3 stars alongside favorable prices that bring together good camping equipment with cost effective sentiments to make the outdoor pursuit more approachable for any kind of enthusiast.
Looking for a different day?
A new NYT Strands puzzle appears at midnight each day for your time zone – which means that some people are always playing ‘today’s game’ while others are playing ‘yesterday’s’. If you’re looking for Wednesday’s puzzle instead then click here: NYT Strands hints and answers for Wednesday, July 15 (game #864).
Strands is the NYT’s latest word game after the likes of Wordle, Spelling Bee and Connections – and it’s great fun. It can be difficult, though, so read on for my Strands hints.
Want more word-based fun? Then check out my NYT Connections today and Quordle today pages for hints and answers for those games, and Marc’s Wordle today page for the original viral word game.
SPOILER WARNING: Information about NYT Strands today is below, so don’t read on if you don’t want to know the answers.
• Today’s NYT Strands theme is… Rerouting…
Play any of these words to unlock the in-game hints system.
• Spangram has 12 letters
• First side: left, 4th row
• Last side: left, 8th row
Right, the answers are below, so DO NOT SCROLL ANY FURTHER IF YOU DON’T WANT TO SEE THEM.
The answers to today’s Strands, game #865, are…
Rerouting… is a word I used to see a lot when I used a sat nav in my car, so this is exactly the theme I was expecting — but I still struggled over it.
It’s not until you play Strands that you realize how many different ways there are to say the same thing, in this case a change of direction.
I took a hint to get going, but TACK didn’t help much. Then, I connected the two Zs for ZIGZAG and finally got motoring.
Strands is the NYT’s not-so-new-any-more word game, following Wordle and Connections. It’s now a fully fledged member of the NYT’s games stable that has been running for a year and which can be played on the NYT Games site on desktop or mobile.
I’ve got a full guide to how to play NYT Strands, complete with tips for solving it, so check that out if you’re struggling to beat it each day.
Looking for a different day?
A new Quordle puzzle appears at midnight each day for your time zone – which means that some people are always playing ‘today’s game’ while others are playing ‘yesterday’s’. If you’re looking for Wednesday’s puzzle instead then click here: Quordle hints and answers for Wednesday, July 15 (game #1633).
Quordle was one of the original Wordle alternatives and is still going strong now more than 1,500 games later. It offers a genuine challenge, though, so read on if you need some Quordle hints today — or scroll down further for the answers.
Enjoy playing word games? You can also check out my NYT Connections today and NYT Strands today pages for hints and answers for those puzzles, while Marc’s Wordle today column covers the original viral word game.
SPOILER WARNING: Information about Quordle today is below, so don’t read on if you don’t want to know the answers.
• The number of different vowels in Quordle today is 4*.
* Note that by vowel we mean the five standard vowels (A, E, I, O, U), not Y (which is sometimes counted as a vowel too).
• The number of Quordle answers containing a repeated letter today is 2.
• No. None of Q, Z, X or J appear among today’s Quordle answers.
• The number of today’s Quordle answers starting with the same letter is 0.
If you just want to know the answers at this stage, simply scroll down. If you’re not ready yet then here’s one more clue to make things a lot easier:
• I
• P
• Y
• A
Right, the answers are below, so DO NOT SCROLL ANY FURTHER IF YOU DON’T WANT TO SEE THEM.
The answers to today’s Quordle, game #1634, are…
This was a tricky game — mainly due to two words ending in vowels.
I thought I had exhausted all words ending in the letter O, before I finally got to one ending in two of them.
The answers to today’s Quordle Daily Sequence, game #1634, are…
ai and ml
One-two punch offers a glimpse of how low-precision AI can complement high-precision simulations
How AI will change the way scientific computing is done remains an open question. One relies on ultra-precise double-precision mathematics, while the other is perfectly happy working with 4 bits.
On the surface, the two are diametrically opposed, two extremes of a spectrum we call high-performance computing (HPC) — and yes, whether you like it or not, AI is HPC.
However, the latest AI offering from Cadence Design Systems, one of the biggest names in industrial HPC, offers a glimpse of how high- and low-precision compute could not just coexist, but work together to solve bigger and more complex problems faster and with fewer resources.
Announced on Wednesday, Cadence’s AuraStack is an agentic AI system built to assist electrical engineers to design and test printed circuit boards (PCBs), or conduct advanced packaging design and testing — two tasks that have historically relied on highly precise simulations.
AI is definitely a big piece of what Cadence has built; however the company isn’t replacing these tools with hallucination-prone AI models. Instead, AuraStack is a bit like Anthropic’s Claude Code or OpenAI’s Codex, but rather than writing, compiling, debugging, and running C or Rust in a sandbox, Cadence’s latest agent is designed to orchestrate its existing test and simulation suites.
“AI is amplifying the value of our engineering products and technologies,” Michael Jackson, CVP of Cadence’s system design and analysis division, told The Register.
In other words, the AI model — we’re told AuraStack integrates with a wide range of open and proprietary models — functions as a natural language interface capable of planning and orchestrating complex multi-step circuit design and testing workflows that run at higher precision using CPUs, GPUs, and other accelerators.
“For example, if I’m going to check and fix the IR reliability, I need to identify the power management components. I need to create a simulation-ready power tree, and then I need to do the simulation, and then I need to provide feedback to the designer,” Jackson said.
Cadence’s existing product stack already automates many of these processes. The problem, Jackson explains, is that a PCB or package design often requires completing thousands of tasks throughout its development. “Sixty-five percent of an engineer’s day is spent navigating and dealing with a lot of these tasks,” he said.
By orchestrating that scutwork, Jackson claims that AuraStack can deliver a 15x boost to productivity by letting the designer focus on design and engineering decisions rather than the individual tasks.
These gains are enough that several large players in the electronics space, including Nvidia, have already signed up for the service.
Cadence isn’t just melding AI with HPC for chip design or advanced packaging. The engineering software provider has built similar agents for digital and analog chip design.
The idea of using low precision compute to run AI models that orchestrate more precise single- and double-precision physics simulations isn’t new. Nvidia is one of the biggest champions of this approach, which makes sense seeing as its GPUs aren’t limited to training and running AI models, even if that’s what most folks are buying them for these days.
Earlier this year, we explored how researchers at the Department of Energy’s Sandia National Laboratories used AI agents to develop and test new hypotheses. They described the system as a self-driving lab. However, those tests, while similar in concept to what Cadence is doing with AuraStack, didn’t use LLMs and instead used more mature architectures like variational auto-encoders.
But given the success of code assistants, it’s not hard to imagine agent harnesses similar to AuraStack being used to automate lab equipment, perform simulations, and then iterate on the results, enabling scientists to continue their research even after they’ve nodded off for the night. ®
OpenAI is building an AI-powered smart speaker nobody wants. That is, if you believe the Bloomberg report from Mark Gurman and you’ve read his description of said rumored device.
According to the report:
“OpenAI believes the product’s defining feature will be its personality and ability to connect on a humanlike level with users. The speaker incorporates mechanical elements that can move on their own, creating a sense that it is alive and not just an object responding to commands. The machine also will draw on personal information such as emails to better understand its owner.”
The news sources, it appears, come from an insider who decided to spill all the juicy details mere hours after Apple dropped a blockbuster trade-secrets lawsuit on OpenAI’s head. OpenAI claims it’s done nothing of the sort, and recent reports say that Apple’s claim that the AI giant has not even responded to Apple’s earliest concerns was based on it potentially incorrectly identifying the former Apple employees who left to join OpenAI (allegedly with Apple trade secrets in tow).
Apple’s concerns here are twofold: First, these former employees had access to many of Apple’s secretive product development details and may even have asked recruits to share fresh details when they approached them to interview for jobs at OpenAI. The other concern is that Apple is already far behind in the AI race, and if Apple’s plans for Siri, AI, and a potential robotic desktop home assistant were also leaked, it could harm its ability to catch up in multiple market sectors.
This latest news, which may or may not be accurate, should put Apple’s fears to rest.
OpenAI is apparently not building something that could ably compete with any of Apple’s key hardware or future hardware initiatives.
First of all, there’s the smart-speaker-ness of the whole rumored OpenAI concept. There are already too many smart speakers on the market, many of them with their own smart assistants. Amazon, for instance, is smack in the middle of trying to convince millions of customers that not only do they need Echo devices throughout the home, but they need the AI-powered Alexa+ to guide them through their smart home experiences and, to some extent, their lives.
Apple has its own HomePod, Siri-infused speakers, which may get considerably more powerful with the Gemini foundation model-backed version arriving this Fall.
Put another way, smart speakers are a known quantity in the home consumer electronics space, and I think what most tech companies are realizing is that people like and use them, but mostly in limited ways: they want music, occasional answers to simple questions, and voice control of their smart home devices. That’s it.
OpenAI appears to be prepared to offer something different: a personality-filled speaker that can watch you, move to engage, seem alive, and generally make you feel uncomfortable.
Obviously, that would not be the objective, but it could be the result. Who needs a speaker that quietly watches you as you walk from your kitchen to the den, waiting and hoping for you to say, “hey ChatGPT, what’s up with the Strait of Hormuz today?”
In my home, we have a Psync smart security webcam with one oddball feature: it has a motorized body that can turn almost 360 degrees on its base and lift its thin, rectangular face and camera to keep track of people and alert me to intruders. However, most of the time, it’s just watching us move around the house, and I can tell you that my family hates it. Sometimes I come home and find its face forced down so it can’t pop up and track anything.
Now, imagine a larger and far smarter OpenAI AI smart speaker in your home, watching, waiting, chiming in when you don’t want it to, and generally making people feel uncomfortable.
This will not be the breakout hardware hit OpenAI is hoping for.
Look, I was under the impression that OpenAI (really Jony Ive and Sam Altman) were working on an AI wearable. I didn’t love that idea either, but it was a lot less creepy than this.
So, Apple, chill out. OpenAI’s plans are no threat to you, even if they do allegedly have a bunch of insidery Apple information.
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This story was originally published by ProPublica. Republished under a CC BY-NC-ND 3.0 license.
In its term that ended last October, the Supreme Court passed an important milestone that went unnoticed: For the first time, it decided more cases by secret ballot, and with few signed opinions, than it did for cases argued in open court.
These decisions, which make up the court’s “shadow docket,” are a fast-track way to get a decision from the top court. They rarely include arguments, have limited briefings and have expedited timetables, and justices infrequently provide explanation of how they voted or to cite legal precedent.
The Supreme Court’s increased willingness to bypass its regular process has empowered President Donald Trump at the same time as the administration has increased use of executive authority. The court has repeatedly green-lit policies of his that lower courts have blocked — and has done so with little to no explanation.
These emergency decisions have thrown lower courts’ processes into turmoil and have sometimes directly contradicted longstanding legal precedent. The outcomes have been consequential: The high court has used the process to limit federal courts from issuing nationwide injunctions and diminished Congress’ authority over federal agencies, and it has allowed for the detention of American citizens by immigration agents.
ProPublica analyzed over two decades of Supreme Court rulings, which cover all of the years under Chief Justice John Roberts and go as far back as the online archives allow. We found that when the last court term ended, justices had issued 63 orders on the shadow docket, as opposed to 56 orders on the more traditional merits docket — where the court hears oral arguments scheduled months in advance and the justices issue signed opinions.
Legal scholars and court watchers were shocked by our finding. They told ProPublica it’s likely the first time in modern history that so many consequential decisions were made in secret by its nine members.
“The patterns show a court going out of its way to enable Trump,” said Stephen Vladeck, a law professor at Georgetown University and a Supreme Court analyst. He said that our findings reinforce the appearance that the justices are voting on their political preferences.
“That’s the real blow to the court’s credibility,” he said.
Representatives from the Supreme Court did not respond to a detailed list of questions.
In a statement, a spokesperson for the White House wrote, “President Trump has faced a historically unprecedented number of injunctions by liberal lower court judges, the same judges who would rather push their own policy schemes and undermine the Administration’s lawful agenda. President Trump will not stop implementing the America First initiatives on which he was elected.”

There are two ways to get a decision from the Supreme Court. One is to exhaust your appeals to lower courts and ask to argue your case in front of the high court. The justices determine whether to take the case on, and if they do, lawyers argue their case in front of them. The other is to petition the justices directly via the emergency docket — to freeze a lower court ruling or government policy while the case goes through appeal.
The appeals to the emergency docket have long outnumbered those to the merits docket, but most are procedural requests or requests to stay execution for capital offenses. When those are removed, what’s left is known as the shadow docket — cases that seek to skip the usual order of things and ask for a quick ruling from the court’s justices.
The modern shadow docket was born in 2016 when the Supreme Court issued an emergency stay against President Barack Obama’s Clean Power Plan, experts say. Papers obtained by The New York Times show that liberal justices at the time urged Roberts not to decide the case on an emergency basis because it broke with longtime precedent. The conservative justices, meanwhile, forcefully argued that the president’s plan would eventually be overturned by the court anyway and that it would put too much of a burden on the energy industry.
Driven by its numerous losses in lower courts, the current Trump administration appeals to the emergency docket significantly more often than previous administrations, and the court has increasingly agreed to take quick action on its appeals.
The Obama and George W. Bush administrations together filed just eight petitions in 16 years. The Trump administration filed 32 in 2025 alone, an analysis by the Brennan Center for Justice found.
The increased willingness of the Roberts court to intervene on Trump’s behalf — as well as in other issues that favor conservatives and Trump allies — has upended American life, said Donald Ayer, a former deputy solicitor general and deputy attorney general who served under the Reagan and George H.W. Bush administrations.
“On many subjects of real importance to our future, they’ve demolished what used to be the law,” he said.
Public scrutiny of the shadow docket ramped up in September 2021 after the Supreme Court used it to issue a one-paragraph, unsigned opinion that further rolled back abortion rights established in the 1973 Roe v. Wade ruling. In the order, the court refused to block Texas’ Senate Bill 8, the “Heartbeat Act,” which banned abortion after an embryo’s cardiac activity is detectable, typically at six weeks of pregnancy and before many people know they are pregnant. Protests erupted nationwide, and the Senate held a hearing on the shadow docket.
In an unusual public acknowledgement, Justice Elena Kagan referenced the shadow docket by name in her scathing dissent, accusing the majority of green-lighting a “patently unconstitutional law” with only a cursory review in less than 72 hours.
“In all these ways, the majority’s decision is emblematic of too much of this Court’s shadow docket decisionmaking — which every day becomes more unreasoned, inconsistent, and impossible to defend,” Kagan wrote.
That an opinion was even issued and that four of the justices signed their names to it was uncommon. On the shadow docket, justices do not have to make their votes known. In rare cases, their votes are revealed in terse indications that they grant or deny the application, or even more rarely, as an opinion. We found that just 17% of votes cast had any sort of public record of a vote or opinion.
Responding to public criticism, Justice Samuel Alito contended that the court isn’t to blame for the rise in shadow docket cases. “We do not file these emergency applications,” he said. “Parties file them.”
The debate has continued. “We cannot expect the public to have faith in our judicial system if, without clear explanation, we consistently green-light harmful acts that do real damage,” Justice Ketanji Brown Jackson said during an April speech on the shadow docket at Yale Law School.
Until this past Supreme Court term, emergency applications fluctuated year to year but showed no clear upward trend. The applications are given first to a single justice, who decides if a case is worth referring to the full court. In recent years, justices have referred more of such appeals for a review and vote by the full court.
Last term, when there were both more cases and more referrals to the full court, the appeals to the shadow docket finally overtook those to the merits docket.

The cases were consequential. On June 23, 2025, after a lower court had ruled that eight men being deported to South Sudan should have due process, the Supreme Court intervened after a request from the administration to stop that order. The men were deported. The majority didn’t issue an opinion justifying its ruling.
Three months later, the Supreme Court voted to allow immigration agents to stop people based on racial or ethnic characteristics while still-ongoing litigation against it proceeded. To justify the decision, Justice Brett Kavanaugh wrote a rare shadow docket opinion that people who were in the country legally would be “free to go after the brief encounter.” These became known as “Kavanaugh stops.” Last year, ProPublica found more than 170 citizens who had been stopped and detained by ICE agents. The more than 50 Americans held even after agents learned of their citizenship were almost all Latino.
And in May, while an election in Louisiana was already underway, the justices allowed the state to immediately redraw its electoral map, removing one of the two majority-Black voting districts. Louisiana can now use that map for the 2026 midterms as part of a nationwide redistricting battle for control of the House of Representatives — an effort touched off by Trump’s call for Republican-led states to create more safe seats for themselves.
Roberts once signed on to a Kagan dissent that assailed the shadow docket. But our analysis found that he has referred more substantive cases for a vote by the full court than any other justice, going from just one in the 2005 term when he joined the court to nearly half of all referrals in the last term.
There is an additional difference between the shadow docket and the merits docket. After the court holds public argument, the justices’ ultimate merits decisions are closely watched and extensively covered by the press. The summer’s “decision season,” when the final and most significant rulings come down, has a predictable cadence that ends when the justices go on summer recess. Not so with the shadow docket. Increasingly, the justices are making big decisions after they’ve issued their final merits docket decision, when public attention has waned.
A group of Democrats led by Rep. Jamie Raskin, D-Md., have sponsored legislation to make the shadow docket more transparent.
Raskin told ProPublica that the court’s legitimacy has fallen with every significant decision made without “real opinions or analysis.”
“Lower federal courts have been deciding against the Trump administration in an overwhelming majority of cases with weighty and well-reasoned opinions,” Raskin said in a written statement. “Yet when things get to the twilight zone of the shadow docket, the Supreme Court is overturning 100-page opinions with a flippant sentence or two.” He added, “The result is a body that looks less like a Supreme Court and more like a Royal Court rubber stamping the madness and folly of the Trump Administration.”
“The jurisprudence of the Roberts Court today is as murky as the green algae water in the Reflecting Pool.”
To compare the number of cases on the Supreme Court’s shadow docket to the traditional merits docket, we compared emergency applications listed on the court’s online docket search with counts of decisions compiled in Penn State’s Supreme Court Database (Version 2025 Release 01). For the merits docket, we counted only signed decisions in argued cases, the typical format for those rulings.
The court’s online docket goes back to the year 2000, but our analysis looks at Supreme Court terms from October 2003 to October 2025, where emergency applications are easily identified by the letter “A” in their docket number.
We identified more than 27,000 emergency applications during that period, including thousands of requests that are not commonly understood to be a part of the shadow docket. Most appeals to the emergency docket are the type of requests that were traditionally handled there: procedural requests, such as extending the time to file, and requests to stay execution for capital offenses. The remainder are the focus of our reporting.

We defined a substantive application on the shadow docket as any filing where the full court was asked to intervene in the traditional appeals process, such as staying a lower court’s order.
Most of the cases we excluded are decided by just one justice, each of whom oversees one or more federal circuits and has the power to refer filings to the wider court. When the cases are referred to the full court, they are the subject of a vote by the justices. We ran our approach by multiple experts, all of whom found it sound.
A filer can appeal to another justice if their application is denied. The next justice to receive the application always refers it to the full court. We did not include these renewed applications because our analysis found the court has never granted one.
The court has labeled capital punishment cases only since the October 2017 term. To identify them prior to that, we flagged applications for stays of execution. We then manually reviewed every case referred to the full court. For applications decided by a single justice, we used an AI model to flag potential capital cases by examining the parties on the application and the relief requested. The model flagged over 60 possible capital cases, and those were manually reviewed. Despite our effort, it is possible some capital cases may still be included in our final tallies before the 2017 term.
Although rulings on the shadow docket are typically unsigned and do not include vote breakdowns, we were able to identify how a justice voted in some cases. The analysis is based on either the opinions issued by the justices, most of which are dissenting opinions, or if the justice indicated they would have granted or denied. In some decisions, the justices issued a statement not attached to either a grant or denial. We did not record these as votes.
Filed Under: emergency docket, merits, secrecy, secret law, shadow docket, supreme court, transparency
Looking for the most recent Strands answer? Click here for our daily Strands hints, as well as our daily answers and hints for The New York Times Mini Crossword, Wordle, Connections and Connections: Sports Edition puzzles.
Today’s NYT Strands puzzle was kind of tough. Some of the answers are difficult to unscramble, so if you need hints and answers, read on.
I go into depth about the rules for Strands in this story.
If you’re looking for today’s Wordle, Connections and Mini Crossword answers, you can visit CNET’s NYT puzzle hints page.
Read more: NYT Connections Turns 1: These Are the 5 Toughest Puzzles So Far
Today’s Strands theme is: ‘Rerouting…”
If that doesn’t help you, here’s a clue: Go another way.
Your goal is to find hidden words that fit the puzzle’s theme. If you’re stuck, find any words you can. Every time you find three words of four letters or more, Strands will reveal one of the theme words. These are the words I used to get those hints but any words of four or more letters that you find will work:
These are the answers that tie into the theme. The goal of the puzzle is to find them all, including the spangram, a theme word that reaches from one side of the puzzle to the other. When you have all of them (I originally thought there were always eight but learned that the number can vary), every letter on the board will be used. Here are the nonspangram answers:
The completed NYT Strands puzzle for July 16, 2026.
Today’s Strands spangram is CHANGECOURSE. To find it, start with the C that is four letters down on the far-left vertical row, and wind a twisty path to spell it out.
Environmental groups have petitioned federal regulators to pause approval of orbital data center satellite constellations pending a full environmental review process.
Earthjustice recently filed a petition on behalf of DarkSky International, Environment America, and Public Employees for Environmental Responsibility, known as PEER.
Combined proposals from SpaceX, Starcloud, Blue Origin, and Cowboy Space could place well over a million satellites into low Earth orbit.
The petition asks the Federal Communications Commission (FCC) to prepare a Programmatic Environmental Impact Statement before approving any pending applications currently under review.
Such a review, required under the National Environmental Policy Act, would examine risks, alternatives, costs, and cumulative impacts together across every proposal.
Environmental groups argue the agency’s current approach treats satellite licenses as automatically excluded from any detailed environmental scrutiny under existing federal rules.
They say that framework no longer fits proposals measured in hundreds of thousands, or potentially millions, of individual spacecraft rather than dozens.
The filing lists specific concerns, including rocket emissions, reentry pollutants, ozone depletion, orbital debris, and disruption to astronomy research conducted worldwide.
The petition specifically challenges the FCC’s default assumption that these projects individually and cumulatively carry no environmental impact whatsoever on nearby ecosystems.
It further warns that light pollution and wildlife disruption cannot be properly assessed through isolated regulatory reviews conducted individually rather than collectively.
The petition states that these proposals compound risk “synergistically and cumulatively” in ways single-project reviews cannot capture on their own.
Backers of orbital computing describe their projects in sweeping, civilization-changing language while offering few environmental details in return for regulatory approval.
Companies including SpaceX, Blue Origin, Starcloud, and Cowboy Space have not publicly detailed environmental mitigation plans for their satellites currently under regulatory review.
MOL and Hitachi have separately explored floating data center concepts, showing wider commercial interest beyond traditional orbital satellite proposals currently facing regulatory review.
The FCC is separately reconsidering its environmental review rules, acknowledging rapid growth across the broader commercial space industry over the past decade.
If the commission agrees, orbital data center operators could face considerable regulatory delay before launching any additional hardware skyward into low Earth orbit.
Some industry analysts have already questioned whether orbital data center economics make sense given high launch and maintenance costs involved in space deployment.
Analysts note that environmental reviews of this scope could take years, delaying deployment timelines.
This could delay deployment schedules and extend regulatory timelines if a comprehensive environmental review becomes mandatory.
Whether the FCC ultimately requires a full review remains uncertain, given ongoing industry pressure and competing national security interests tied to space dominance.
Until regulators decide, the fate of orbital computing may depend as much on environmental politics as on rocket technology or launch capacity itself.
Via The Register
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