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If AGENTS.md smells ripe, your code won’t live up to the hype

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AI AND ML

Researchers urge developers to see that less is more when it comes to instructions

If you’re exposing your agent to a strong odor, it’s time to clean up your instructions.

Risky or poorly structured code patterns are known as “code smells,” and it turns out coding agent directives can be similarly redolent, leading to wasted tokens and worse output. 

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Coding agents rely on configuration files that summarize expected agent behavior. These context-enhancing files are commonly written in Markdown and named either CLAUDE.md for those using Anthropic models or AGENTS.md for pretty much everyone else.

They include various text instructions that advise the coding agent about desired behavior and tool use. And they can get rather wordy. Anthropic advises no more than 200 lines of text because longer files consume model context and may hinder model coherence.

Researchers affiliated with the computer science department of the Federal Institute of Minas Gerais in Brazil recently scoured some 532,000 files to build and analyze a dataset of 100 popular open-source projects containing either an AGENTS.md or a CLAUDE.md file.

“Our results show that configuration smells are widespread,” the authors state. “Lint Leakage was the most common smell, affecting 62 percent of the files, followed by Context Bloat (42 percent) and Skill Leakage (35 percent).”

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Linting is the process of running automated tools to check code for programming and style errors. Lint Leakage refers to agent instructions that repeat rules already enforced by linters, format checkers, and static analysis tools. Duplicative rules waste tokens by burdening the underlying model with guidance for a task already handled reliably by programmatic tools.

Context Bloat, as its name suggests, describes the tendency of developers to overspecify code agent behavior. “Bloated configuration files increase token consumption, raise costs, and reduce the visibility of important instructions,” the authors observe, pointing to Anthropic’s recommendation of no more than 200 lines of text.

Skill Leakage, another common configuration smell, occurs when rarely used tools or practices get added to the AGENTS.md file, which gets loaded in every agent session. The agent instructions would be better in a separate skills file (e.g. SKILLs.md) that gets loaded only when needed. Skill leakage also expands the agent’s context unnecessarily and potentially distracts agents from other things.

Other agentic odors include: Blind References, which happens when configuration files reference external documents (e.g. via URLs) without explaining when that resource becomes relevant; Init Fossilization, configuration details set up upon a project’s initialization that are no longer relevant; and Conflicting Instructions, which occur when agent directives contradict each other.

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The study authors say that they found at least one of these six smells in 91 of the 100 AGENTS.md files tested.

“These results suggest that developers could benefit from catalogs and tools designed to spot configuration issues in agent configuration files,” they conclude in the preprint paper, entitled “Configuration Smells in AGENTS.md Files: Common Mistakes in Configuring Coding Agents.” The authors are Helio Victor F. dos Santos, Vitor Costa, Joao Eduardo Montandon, Luciana Lourdes Silva, and Marco Tulio Valente.

The message here is that less is more when it comes to code agent configuration files, perhaps even to the point that anything is worse than nothing. 

Similarly, when ETH Zurich boffins examined the impact of context files for agents a few months ago, they found [PDF] that developer-generated instructions raised costs and only improved code performance about 4 percent, while LLM-generated instructions had a small (3 percent) negative impact on agent-generated code.

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They concluded “unnecessary requirements from context files make tasks harder, and human-written context files should describe only minimal requirements.” ®

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How to turn off AI in your Google Docs

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It happened to me: I opened a Google Doc to write an article, and I was immediately confronted with a text box inviting me to “write with Gemini.” I looked for some button to swipe away the garish AI display, but I could not find it. It made me mad.

Now, instead of writing the article I’m supposed to be working on, I am writing about how to get the AI pop-ups off of your Google Docs screen, since it took me some time to figure out. You’re welcome.

What is this monstrosity? Why won’t it just go away?Image Credits:Screenshot from Google Docs

The first fix is pretty straightforward:

  • Click “Gemini” on the top menu bar above your document.
  • On the drop-down menu, select “bottom bar preferences.”
  • You can choose to turn off that bottom bar, which will get rid of that AI box at the bottom of your screen.
Image Credits:Screenshot from Google Docs

Full disclosure: I was so enraged when I set out to find “bottom bar preferences” that I initially missed it entirely. Instead, I clicked “Ask something else” and asked Gemini to help me remove itself from my life. AI may not be human, but Gemini seemed to have some sort of survival instinct, because it told me to click the “X” icon. That does not remove Gemini. It simply closed the conversation, the one in which I was asking it how to turn itself off. Suspicious!

Image Credits:Screenshot from Google Docs

Other aggrieved Google Docs users have reported features that I have yet to encounter, like a “help me write” feature that hovers over your cursor while you work. This seems like something that would upset me, so it’s probably worth nipping that in the bud before it’s too late. Benjamin Franklin once said, “An ounce of prevention is worth a pound of cure.” (He was talking about fire safety. I am talking about product design.)

Instead of turning off each individual AI feature like a game of whac-o-mole, we can disable “smart features” across our Google workspace via Gmail.

  • First, navigate to your Gmail inbox.
  • From there, find the gear icon for Settings and click it.
  • Then, at the top of the menu, click “See all settings.” (But while you’re here, you should pick out a fun theme for your inbox. Would a little bit of whimsy kill you?)
  • After clicking “See all settings,” scroll about half way down the page to find “Google Workspace smart features,” then click “Manage Workspace smart feature settings.”
Image Credits:Screenshot from Gmail
  • Here, you’re presented with two options: one that lets you toggle off smart features in Google Workspace (like those annoying Gemini pop-ups in Google Docs), and one that applies to other smart features (which I personally find less annoying). I only toggled off the first option, but if for some reason you hate when Gmail automatically makes calendar events for your flights, this is where you can fix that.

You should now be safe from annoying Gemini pop-ups that disrupt your writing process in Google Docs. You can rest easy.

When you purchase through links in our articles, we may earn a small commission. This doesn’t affect our editorial independence.

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4 Of The Best Early Tool Deals Available Now

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We may receive a commission on purchases made from links.

Amazon Prime Day is easily one of the best times to buy power tools if you’re an Amazon Prime member. Each year, dozens of products from some of the biggest and best power tool brands receive member-exclusive discounts that bring their prices down significantly. This year, Prime Day is running June 23 through June 26 and promises millions of deals across the site.

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You don’t need to wait until Prime Day officially starts to get a deal on power tools, though. A wide range of products have already been discounted ahead of the event, including those from big names like Bosch, Craftsman, Metabo, Skil, and Ego. There’s no guarantee that these particular tools will make it to Thursday, as Amazon already has many of them listed as “Selling Fast,” so it might be worth taking a look now and deciding for yourself if you’d rather wait a bit longer to see if prices drop even further, or pull the trigger now and lock in the sale price while the goods are available.

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Bosch 11255VSR BullDog Xtreme Concrete/Masonry Rotary Hammer Drill

If you’re after a heavy-duty drill perfect for breaking up concrete and masonry, Amazon has you covered. One option you might consider is the Bosch 11255VSR BullDog Xtreme 8 Amp 1-inch Variable Speed SDS Plus Concrete/Masonry Rotary Hammer Drill. The name might be a mouthful, but this is a serious tool that’s perfect for those working with these dense materials. It generally retails for $219.00, but it’s currently available on Amazon at 29% off for $154.99. For this price, you get the drill, an auxiliary handle, a depth gauge, and a carrying case.

This is a corded drill with a 7 Amp motor that ranges from 0-1,300 rpm and 0-5,800 bpm. It generates up to 2 ft-lbs of kinetic energy on impact and has vibration control to help reduce fatigue, with an ergonomic D-shaped handle for control. It uses the SDS-Plus bit system, which is tool-free and offers features like automatic bit locking and dust protection. It has a variable-speed trigger and can be operated in three modes selected via a multifunction selector: rotation-only, rotary hammer, and hammer-only.

This drill has a 4.7 out of 5-star rating on Amazon with over 3,000 reviews. Users generally seemed to have few complaints with it. Most praised its build quality, performance, durability, value, speed, and ease of use. Some also stressed that it’s great for cutting concrete and that it’s both fast and powerful.

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Bosch ROS20VSC Palm Sander

One of the most essential tools in any kit is a good random orbital sander. These are handy for everything from sanding wood to smoothing out fiberglass, and the Bosch ROS20VSC Palm Sander is available at a 22% discount that drops it to $69.00 from its usual $89.00 MSRP.

This is a 2.5 Amp corded sander with rotation speeds between 7,500 and 12,000 opm, controlled via a variable speed dial on the head. It has a 5-inch sanding pad with a hook-and-loop attachment system with over 35,000 hooks. The pad itself rests on a dampening system designed to reduce swirl marks on both flat and contoured surfaces. The sander also has a built-in vacuum dust collector with a microfilter system capable of sucking up fine dust and particles as small as ½ micron in diameter. This detachable dust-capture system also has a clear level indicator, so you know exactly when to dump it.

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The tool is well-liked by Amazon users, with an average rating of 4.6 out of 5 stars based on just around 5,000 reviews. Buyers had very few complaints about the overall build quality, performance, value, or ease of use. Several of them also went out of their way to compliment the tool’s low noise levels, excellent dust collection, and superior sanding performance. There were a handful of durability concerns raised by some reviewers, but these seem to be sporadic issues, with no single fault to suggest a design flaw.

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Metabo HPT 18V MultiVolt Compact 18 Gauge Brad Nailer Kit

A cordless brad nailer can be a complete game-changer, freeing you from lugging around an air compressor when installing trim and molding. One solid option that’s currently on sale is the Metabo HPT 18V MultiVolt Compact 18 Gauge Brad Nailer Kit. This includes the nailer, a 2.0Ah battery, and a charger. The kit usually retails for $249.00, but it is currently marked down by 40%, so you can get it for just $149.00.

The Metabo HPT is one of the more popular budget-oriented nailers sold on Amazon. It uses a mechanical spring to drive 18-gauge nails up to 2 inches in length. The 2.0Ah battery might not seem all that impressive on paper, but Metabo promises that the tool will drive up to 700 nails per charge. Metabo’s brad nailer is tighter and lighter than many similar battery-powered nailers, and it has several additional features, such as immediate firing response with no ramp-up time between nails (up to two nails per second), an on-board LED, and toolless drive depth adjustment.

The tool has extremely favorable reviews, boasting an impressive 4.8 out of 5-star average rating on Amazon from over 800 reviews. 87% of users gave the tool a perfect score, citing build quality, performance, value, battery life, ease of use, and driving power as key reasons for their scores. The biggest complaint centers around the tool’s 5.5-pound weight, which some consider a bit on the heavy side.

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Ego Power+ Self-Propelled Electric Lawn Mower Kit

Keeping your lawn in order can be a lot of work, and one way to make the task a little less backbreaking is to invest in a self-propelled mower. Electric lawn mowers have come a long way in recent years, and Ego is one of the top push mower brands in the field. Right now, Amazon has the Ego Power+ Self-Propelled Electric Lawn Mower Kit listed for $599.99. That’s a 20% reduction from its usual $749.99 selling point.

This kit includes the mower itself, a 7.5 Ah battery, and a rapid charger that promises a full recharge in an hour. The mower has a multi-blade system that’s powered by a brushless, high-efficiency motor. The included battery offers up to 60 minutes of runtime on a single charge, which should be enough to cover most small to mid-sized lawns. It has a Touch Drive self-propulsion system that can drive at speeds between 0.9 mph and 3.1 mph. Additionally, the mower has a push-to-start button, LED headlights, seven adjustable blade height positions, and three separate operational functions: mulching, bagging, and side discharge

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Ego’s mower has a 4.4 out of 5-star rating on Amazon with over 1,400 reviews. Owner opinions on aspects such as performance, battery life, power, propulsion, cut quality, noise levels, and ease of use are all generally favorable. Some wished for more battery life, while a few others received defective components, but these are generally a minority.



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Tim Cook Says Apple Price Increases Are ‘Unavoidable’ Due To Memory Crunch

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RAMaggedon claims another one.

In an interview with The Wall Street Journal, Apple’s outgoing CEO all but confirmed that higher prices are on the way for the company’s products. “Unfortunately, price increases are unavoidable,” Tim Cook told the publication. “We’re doing our best to mitigate the huge increases that are being passed to us, and we’ve been trying to shield our customers from the increases, but the situation has become unsustainable.”

Unfortunately, Cook didn’t offer any specifics about either the amount prices will go up or when. With WWDC 2026 in the books, Apple is just a few months away from announcing its iPhone 18 lineup. It seems very likely those devices will be more expensive than the prior generation. Same goes for any new laptops and tablets Apple unveils this year. And given the industry’s ongoing struggles to source components, courtesy of the surging demand from AI development, Apple’s current product lineup may not escape a jump in prices.

“There’s less supply at a time when consumers want devices and the memory guys are passing along huge price increases,” he said. “We definitely need memory pricing and supply to return to reasonable levels for consumer products. That’s the bottom line.”

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Cook’s interview was typically diplomatic. It seems likely he opted to be the one delivering the bad news rather than having for his successor, John Ternus, take the heat for the coming price hike. He also acknowledged how extreme the market for RAM and storage has gotten: “I’ve never seen anything like it in any area in over 40 years.”

Apple is hardly the first tech company to make essentially this same announcement. Samsung, HP, Microsoft, Nintendo and Valve have all addressed the impact of soaring RAM costs and demand over the past few months.

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IEEE’s 2026 Education Week Emphasized Lifelong Learning

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The rapid evolution of the global engineering landscape requires continuous education. For one week in April, the IEEE community focuses on its educational frameworks. IEEE Education Week, which just concluded its fifth year, provided a comprehensive overview of the resources available to professionals and students.

From 11 to 19 April, the organization supplied a variety of live and virtual events, online resources, and promotions that champion the cycle of lifelong learning.

IEEE President Mary Ellen Randall kicked off the week with the keynote: “Inspiring Tomorrow’s Innovators: How IEEE Educational Resources Can Open Pathways Into STEM.” The event served as a central point for programs that run throughout the year.

“Education Week allows different units to share resources with members and the public, covering everything from preuniversity programs to advanced professional training,” says Jamie Moesch, managing director of IEEE Educational Activities.

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Coordination across the organization

The event relied on the cooperation of 120 IEEE partners. Involved organizational units included the IEEE Communications Society, the IEEE Education Society, and chapters and sections from around the world, including in Brazil, Colombia, and India. They produced 114 events, 23 resources, and 11 special offers.

“These collaborations help members remain current in a changing technological environment,” says Timothy Kurzweg, vice president of IEEE Educational Activities. “The goal is to provide accessible tools that assist members in both their own professional development and their efforts to mentor new engineers.”

“The week allows different units to share resources with members and the public, covering everything from preuniversity programs to advanced professional training.” —Jamie Moesch, managing director of IEEE Educational Activities

The participation metrics reflect a broad geographic interest. The IEEE Education Week website recorded more than 4,770 visitors, with primary engagement coming from India, Nigeria, and the United States. Nearly 240 digital badges were issued to people who completed educational quizzes.

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To encourage participation, organizers enlisted 72 volunteer ambassadors to promote the week’s activities across their local networks and share key resources on social media.

Available educational tools

Here are a few of the virtual events held during Education Week—most of which are available on demand:

The Education Week website highlights resources and offers shared by IEEE organizational units, including:

Individuals who were unable to attend the live sessions can find the archived content on the IEEE Education Week website.

The website also accepts donations for education-related funds managed by the IEEE Foundation.

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Updates and technical resources continue to be shared through the #EducationAtIEEE hashtag on social media channels.

Planning for IEEE Education Week 2027, scheduled for 3 to 11 April, is underway.

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SpaceX leapfrogs Amazon and briefly tops Microsoft in market value on Cursor acquisition news

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Elon Musk celebrates the SpaceX IPO last week. (Nasdaq Photo)

Shares of SpaceX surged Tuesday morning, pushing the Elon Musk-led company above Amazon and into a neck-and-neck race with Microsoft for the title of the world’s fourth-most valuable public company, less than a week after its blockbuster $75 billion IPO.

The rocket maker, satellite internet provider, defense contractor, and AI company is now valued at more than the entire economy of Italy.

The jump came after SpaceX announced its $60 billion acquisition of AI coding startup Cursor, a San Francisco-based company that last November said it was generating more than $1 billion in annualized revenue.

“We look forward to working closely with the Cursor team to advance our frontier AI capabilities,” SpaceX wrote in a message on X on Tuesday morning.

That helped propel SpaceX to stratospheric heights.

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Its market capitalization stood at roughly $2.94 trillion at one point on Tuesday morning, well ahead of Amazon’s $2.66 trillion valuation. SpaceX also topped 51-year-old Microsoft in value for periods on Tuesday, going back and forth with the Redmond tech giant. Microsoft is valued at roughly $2.93 trillion.

Nvidia remains the most valuable company, with a stock market value just over $5 trillion, followed by Alphabet at $4.51 trillion and Apple at $4.37 trillion.

SpaceX’s achievement underscores how rapidly investor attention has shifted toward companies operating at the intersection of artificial intelligence, space infrastructure, defense and communications networks. But it also speaks to the allure of Musk, with Vanda Research indicating that SpaceX accounted for about three-quarters of all single stock purchases by retail investors on Monday.

“The company that’s accustomed to defying gravity is now defying market physics,” CNN noted.

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The Cursor acquisition signals Musk’s ambition to build a vertically integrated AI powerhouse spanning chips, data centers, software, communications networks and space infrastructure.

The stock surge also adds a new dimension to the story GeekWire explored last week, examining what the SpaceX IPO means for Seattle and the broader Pacific Northwest space industry. SpaceX maintains a significant engineering presence in Redmond, where employees develop Starlink satellite technology and related communications systems, making the region an important outpost what has become in a matter of days one of the world’s most valuable companies.

For Amazon and Microsoft, the comparison is largely symbolic. The Seattle area tech giants generate hundreds of billions of dollars in annual revenue and operate dominant businesses in cloud computing.

But Wall Street’s willingness to value SpaceX above Amazon and Microsoft highlights how investors increasingly view AI and space as the next major technology frontier. SpaceX also competes directly with Amazon’s Leo satellite broadband network business.

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Whether SpaceX can sustain a valuation at these levels remains an open question. Some analysts and tech watchers have described the stock’s post-IPO run as highly speculative, noting that the company posted a loss following its merger with Musk’s xAI.

Still, the message from the market is clear: at least for now, investors see it as one of the defining technology companies of the decade.

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Unicef backs Irish NGO Camara Education with $2.56m

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Camara Education Ethiopia will support the roll-out of 115 AI-powered digital learning hubs across Ethiopia.

Irish nonprofit Camara Education has secured more than $2.56m from Unicef to expand its AI-powered digital education across Ethiopia.

The funds will support the organisation through to December 2027 to provide children with its “large-scale” digital and transferable skills programme.

The initiative intends to expand access to digital education for “thousands” of students and teachers, particularly in refugee-hosting, displacement-affected and underserved communities, the nonprofit said. Focus will be provided for young girls and learners with disabilities, Camara Education said.

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Many of the schools supported through Camara Education’s programme have limited or inconsistent internet access, making offline digital learning important for ensuring continuity of learning.

Partnering with Unicef will allow Camara Education Ethiopia to support the roll-out of 115 AI-powered digital learning hubs in schools and institutions, alongside managed internet connectivity and offline-first learning environments designed for low-resource settings.

The funds will enable the disbursement of 1,166 desktop computers, 826 tablets and 200 laptops, embedded with curriculum-aligned digital content and the Camara AI education assistant.

The programme intends to deliver digital skills, AI and technology training to more than 1,500 teachers and school leaders.

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Around 7,000 students are also expected to be trained in essential digital and transferable skills. Learners will have access to structured progression pathways, including coding bootcamps, mentorship and job-readiness support, Camara Education said.

“This landmark partnership demonstrates the growing importance of digital skills, AI literacy and equitable access to technology in shaping the future of education,” said Ibolya Nemeth, the CEO of Camara Education.

“Together with Unicef and our partners, we are investing in practical, scalable solutions that empower young people and teachers with the tools, confidence and opportunities needed to thrive in a digital economy.

“We are proud that an Irish-founded organisation continues to play a meaningful role in advancing education and opportunity across Africa.”

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The 2005-founded nonprofit works across Africa, including in Kenya, Tanzania and Zambia, providing learning solutions to underserved schools in the region.

Its initiative with Unicef, called ‘Digital and Transferable Skills Development: Transforming In-School Learning and Transition to Earning’, is delivered with support from the Netherlands, Mastercard Foundation and the Global Partnership for Education.

Don’t miss out on the knowledge you need to succeed. Sign up for the Daily Brief, Silicon Republic’s digest of need-to-know sci-tech news.

A school student in Ethiopia. Image: Unicef Ethiopia via Flickr (CC BY-NC-ND 4.0)

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Xbox Game Pass adds the perfect World Cup game in EA FC 26

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Microsoft has revealed the next wave of Xbox Game Pass additions for late June. The lineup is headlined by EA Sports FC 26 and co-op adventure game RV There Yet?.

EA Sports FC 26 joins Game Pass Ultimate and PC Game Pass on June 18 for Xbox One, Xbox Series X/S, Xbox Cloud Gaming and PC. The latest entry in EA’s football series arrives just days after it left Sony’s PlayStation Plus promotion. This gives Game Pass subscribers a chance to jump in without paying full price during the ongoing World Cup.

Before that, Call of Duty: Vanguard lands on June 17. The 2021 shooter joins Game Pass Ultimate, PC Game Pass and Game Pass Premium. This continues Microsoft’s steady rollout of Activision titles following its acquisition of the publisher.

The rest of the month is focused on newer releases. Co-op roguelite shooter Abyssus arrives on June 25 for Xbox Series X/S, PC and Cloud Gaming. Meanwhile, RV There Yet? follows on June 30. The latter has proven particularly popular on PC, where it reportedly sold 4.5 million copies within its first few months on sale.

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Microsoft also quietly added Junkster to the service today. Developed by Stormcloud Games, the 3D action platformer challenges players to build bridges and other structures to reach new areas. It is available across Xbox Series X/S, PC and Cloud Gaming.

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Looking beyond June, Tony Hawk’s Pro Skater 3 + 4 joins the Game Pass Premium tier on July 2 for Xbox One, Xbox Series X/S, PC and Cloud Gaming. The remastered skateboarding collection is already available through Game Pass Ultimate and PC Game Pass.

Another day-one addition is set to arrive on July 6 in the form of Winds of Arcana: Ruination. This 2.5D Metroidvania is coming to Game Pass Ultimate, Premium and PC Game Pass.

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The latest Game Pass update comes during a turbulent period for Xbox. Reports this week suggested Microsoft is considering major changes across its gaming division, including potential studio closures and layoffs. Despite that uncertainty, Game Pass continues to receive a steady stream of first-party and third-party additions heading into the summer.

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A Maker Hand-Wound His Own Robot Actuator, and it Already Moves Real Weight

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Homemade DIY Robot Actuator V2
Brandon Lai wants to build a humanoid robot. He started with the upper body and quickly realized that off-the-shelf actuators would either cost too much or limit what the machine could do. So he set out to design and build his own. This latest version marks his second serious attempt, and it already produces usable torque in testing. He focused on a shoulder actuator sized for a roughly four-kilogram arm about half a meter long. The targets were straightforward. Peak torque needed to reach around 20 newton-meters. Output speed should fall between 40 and 60 revolutions per minute. The unit also had to run continuously for more than an hour. Keeping the cost near $150 per actuator would make it practical for other builders to copy or adapt.



The basic design is based on the MIT research into Direct-Drive Actuators, which use a powerful motor and very minimal gearing to maintain the joint feeling snappy while also allowing it to be back-driven by external forces. Brandon admired the spirit of that approach, but chose to make one significant adjustment. He removed the planetary gearbox and replaced it with a cycloidal arrangement. The cycloidal reducer promises more torque capacity in a small space and significantly reduced slop between the input and output.

The motor was built around a normal 110-size stator core from Eagle Power, which Brandon wound entirely by hand. He was able to get 254 twists of copper wire onto the core, divided into six different strands, each with six loops around the tooth. The parallel strands allow the motor to withstand much more current while maintaining a voltage that most controllers can handle. By winding it by hand, he had complete control over the electrical qualities, deciding what it would be like rather of having to go with what came pre-wound.

Homemade DIY Robot Actuator
The spinning outer element of the motor, known as the bell, needs to be machined with very precise tolerances. Brandon forwarded the specifications to an online CNC service, and they returned with a smooth stainless steel cylinder ready to be fitted with a ring of powerful neodymium magnets. Brandon set the magnets in an alternating north-south arrangement and sealed them with epoxy after using a simple alignment device. The finished bell is a combination magnetic rotor and primary structural shaft that transmits torque to the output.

Homemade DIY Robot Actuator
What we’re talking about here is the reduction and torque multiplication that occurs inside the cycloidal gearbox. We get a 10:1 ratio from having an eccentric input turn a lobed disc past eleven fixed pins. The output links directly to the robot arm. Brandon designed and printed the gearbox components for this prototype. This allowed him to make adjustments on the fly throughout development, but it eventually revealed its limitations in terms of precision. Once he acquired all of the elements, such as the motor, bell, and gearbox, he bolted them together around a brushless controller. Initially, he tested a custom printed circuit board that he had designed. Unfortunately, one integrated circuit immediately shorted out and began to smoke. So he swapped in a ready-made Makerbase X-Drive board, which continued to run the motor without issue.

Homemade DIY Robot Actuator
Testing went from the lab to a simple load rig. Brandon fitted a 150mm lever arm to the output shaft and hung a 5kg weight from its end. This generates a torque demand of around 7 newton meters. The power came from a bench supply with current limitations in place. Under those conditions, the actuator was able to support and move the load satisfactorily, delivering approximately 7 newton meters of torque. If we had a supply that could deliver a larger current, we’d almost certainly be able to get even more out of it because torque scales directly to available amperage.
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Long Live The Manual – Subaru Promises Three Stick Shift Models For 2027

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Despite Subaru’s mainstream reputation as a purveyor of safe, all-weather-friendly crossover SUVs for families, outdoorsy types, and dog lovers, the brand hasn’t forgotten its enthusiast DNA: The rally-bred Subaru WRX is alive and well, while the highly enjoyable Subaru BRZ continues to be one of the most engaging sports car options on the new car market. Even in a market where affordable fun cars have become exceedingly rare, Subaru plainly hasn’t left the driving enthusiast behind.

Of course, it’s not just the BRZ’s rear-drive dynamics or the WRX’s punchy turbocharged engine that make these cars enthusiast favorites. It’s the fact that both cars still come with six-speed manual transmissions as standard. They’re part of a rare breed, too, with other drivers’ favorites like the iconic Volkswagen GTI having dropped manual transmissions altogether. 

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Now, there’s some good news for Subaru fans who may have been worried about that brand following a similar path. As reported by CarScoops, Subaru has confirmed that not only is it committed to the manual gearbox, but it is also introducing a new manual-equipped model to its lineup — though details about that one remain scarce at this point.

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Upgraded BRZ and WRX manual versions

During the announcement, which took place at the 2026 Fuji 24 Hour race in Japan, Subaru showed an image of three different cars covered in sheets, all of which will hit the Japanese market by 2027. Two are pretty easy to identify based on their shapes: One is clearly a new version of the current Subaru BRZ, while the other very much looks like the current WRX. 

The current-generation WRX has always been available with a manual in the American market, but the Japanese-market WRX only got a manual in 2026 — and, even then, in extremely limited numbers. This new version of the WRX that Subaru is teasing will take things even further, as its transmission won’t be the TY75 six-speed currently used in the WRX, but the beefier, STI-spec TY85 transmission. Subaru didn’t give many other details about this upgraded WRX, but the inclusion of the stronger transmission could make it the closest thing yet to a proper, next-generation WRX STI. This is something fans have been asking for since the old WRX STI was discontinued in 2022.

As for the BRZ, that will be the latest factory STI-tuned version of the car. It will likely sport the same naturally aspirated engine but with additional upgrades to make it lighter and more track-focused — with, of course, the familiar six-speed manual transmission.

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A new manual Subaru hatchback is coming (to Japan at least)

The most noteworthy of the three cars that Subaru teased, however, has to be the one simply labeled “5-door Hatchback”. The current WRX and BRZ have always been offered with manuals, but this one represents an entirely new addition to Subaru’s stick shift lineup. 

Details are thin, but the shape of the car looks a lot like an Impreza hatchback and the Performance-B STI Concept from the 2025 Japan Mobility Show. However, rather than a high-performance STI hatchback, Subaru has hinted that this car will be more of an affordable entry into manual transmission motoring. Perhaps the base version will come first, with a more powerful, production version of the Performance-B Concept to follow? Either way, the car should be a welcome addition to the Subaru lineup.

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What remains to be seen, though, is which, if any, of these upcoming manual Subarus will make it to North America. Subaru has raised the possibility of offering a new, manual SUV for the American market, though that would likely represent a completely different, more rugged flavor of manual motoring than the cars teased here. No matter the form they take, though, one thing’s for sure: the more manuals on the market, the better.



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Estonia intends to recognize AI agents with digital IDs

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AI + ML

I am not a number! I am a free agent (that just happens to have a number)

Estonia plans to allow AI agents to have their own digital identities so they can act on behalf of people in a way that can be verified and audited.

The initiative, backed by the country’s Eesti.ai advisory board, calls for the development of ID codes that AI agents can use to take actions, subject to some unspecified authorization and task delegation process.

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Academics and corporate technical folk have already made related proposals in recognition of the absence of agentic technical infrastructure. Last month, researchers under the flag of OWASP proposed the Agent Name Service for agent discovery and interoperability. DNS for AI Discovery is another such project.

But these have more to do with platform plumbing while Estonia, known for its embrace of technology, is more focused on permission and punishment. Establishing digital identities for AI agents and authorizing limited powers will help avoid scenarios where individuals are required to delegate broad authority to an agent at the expense of their rights, the government says.

“In the future, AI will increasingly carry out digital tasks on our behalf, compiling reports, preparing declarations or interacting with information systems,” said Prime Minister Kristen Michal in a statement. “To that end, it must be clear who is acting on whose behalf with what rights, and who is ultimately responsible.”

By taking this step, Estonia casts itself as “first country to create digital identities for AI agents.” 

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Two weeks ago, Argentina’s President Javier Milei endorsed a similar idea, legislation to allow “non-human corporations,” managed by software, with limited liability. 

“Limited liability is not a luxury for such entities; it is a precondition for their existence,” Milei wrote in a Financial Times op-ed.

Several decades ago, IBM took a similar line on liability but reached the opposite conclusion about automated decision making: “A computer can never be held accountable, therefore a computer must never make a management decision.” 

Despite the citation of that passage from IBM’s 1979 Training Manual in a 2025 blog post, Big Blue’s designated author Doug Bonderud sounds less certain about the impermissibility of AI action these days.

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“Should AI be used for management decisions?” he mused. “Maybe. Will it be used to make some of these decisions? Almost certainly.”

While governments work on legal changes that will allow AI agents to operate, private sector companies are already taking a stance, at least with respect to external AI agent usage by customers.

Target Corporation earlier this year revised its Terms & Conditions with a section titled Agentic Commerce and Delegated Access. It states, “Purchases and other actions taken by an Agentic Commerce Agent that you have authorized are considered transactions authorized by you.”

American Express meanwhile has taken the opposite tack by assuming liability for errant agentic commerce. “In the future, if a Card Member authorizes an AI agent to make a purchase and that agent sends American Express the customer’s authenticated purchase intent, American Express will protect eligible customers from charges related to AI agent error,” the company said in April when it introduced its agentic commerce developer kit.

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In a pre-print paper last year titled “AI Agents and the Law,” Georgia Institute of Technology professors Mark Riedl and Deven Desai observe that once AI agents have the ability to act in a way that changes the state of the world – e-commerce transactions as opposed to output that requires human interaction for effect – concerns about harm become more pressing.

They note that while the law is well equipped to deal with conflicts arising from human agents, it’s not well-suited to the possibilities of software agents.

“Put simply, although computer science and law have similar notions of agents, a software agent is not the same as a human agent,” they write “For example, agency law disciplines agents by imposing legal liabilities on agents when they misbehave. Human agents can face financial and even criminal penalties; that is not so for software agents.”

To date, AI companies have done their best to limit liability for AI harms. But they’ve not been entirely successful: A Canadian court held Air Canada liable for bad chatbot advice, and a German court held Google liable for inaccurate AI Overview content.

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It may be a while before the rules for AI agents get hammered out and harmonized to whatever extent is possible. But in the interim we’ll at least have digital identifiers to call out bad agents by name. ®

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