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Zalos raises $3.6M to automate finance workflows

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The YC Fall 2025 startup, founded by a former Agicap GM and a former Apple Pay engineer, converts screen recordings of finance workflows directly into computer agents, no API integration required. 14 Peaks led the round, with Cohen Circle and 20VC participating.


The CFO’s software stack is both the problem and the constraint. Enterprise finance teams typically run on a combination of ERPs, CRMs, spreadsheets, email, and banking platforms that were built at different times, by different vendors, for different purposes.

APIs between these systems are often incomplete or absent, which means finance teams absorb the integration gap themselves, manually downloading, reformatting, uploading, and reconciling data across systems to complete tasks that should be automated.

Zalos, a San Francisco and London-based startup that emerged from Y Combinator’s Fall 2025 batch, has raised $3.6 million on the thesis that the fix is not a new ERP but a new kind of agent that operates the existing stack the way a human analyst would.

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The round is led by 14 Peaks, the Swiss venture capital firm, with participation from Cohen Circle and 20VC. The angel list is notable for its domain specificity: Mike Lenz, CFO of FedEx; Ian Sutherland, CFO of UK business bank Tide; Paul Forster, founder of Indeed; and others with backgrounds in finance software, accounts payable, and enterprise infrastructure. 

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The technical approach is unusually direct. Rather than requiring API integrations or custom connectors, Zalos trains agents from screen recordings of the actual workflows finance teams run inside their existing tools.

A billing cycle recorded in NetSuite, a reconciliation process in SAP S/4HANA, or a month-end close in Sage becomes the training input. The agent then replicates that sequence, logging in with a username and password, navigating screens, entering data, handling two-factor authentication, without any modification to the underlying system.

Every action is captured in an auditable log, and the platform holds SOC 2 Part II certification. The avoidance of API dependency is the commercial insight: most enterprise automation efforts in finance stall because the APIs don’t exist, don’t expose the right data, or require months of integration work before anything runs.

The two founders arrived at the same conclusion from different directions. William Fairbairn, CEO, spent years as UK General Manager at Agicap, a CFO-focused software company valued at around $800 million, where he had hundreds of conversations with finance leaders whose consistent frustration was ERP implementation: projects that take more than a year, deliver modest upside when successful, and carry real career consequences when they go wrong.

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Hung Hoang, CTO, spent five years at Apple, working on Apple Pay’s Buy Now Pay Later product and other AI initiatives, and became focused on computer agents partly through work at Twin, a lab focused specifically on the technology. The two met at Y Combinator and began building Zalos in October 2025.

The market positioning is clear but contested. OpenAI’s Operator and Anthropic’s computer use capabilities both operate at the general-purpose layer, agents that can perform tasks across any interface.

Zalos is making a different bet: that finance operations require accuracy levels, audit trails, and domain-specific skills (Excel manipulation, ERP navigation, categorisation logic) that general-purpose agents cannot reliably provide. The company’s current customers are in midmarket and enterprise finance teams; it plans to expand into additional enterprise ERPs and on-premise systems with the new capital.

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OnePlus Nord CE 6 Series Arrives in India: Price, Features, Availability

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OnePlus has released its newest Nord CE 6 series phones in India. The new lineup includes the regular Nord CE 6 and the budget version, the Nord CE 6 Lite. The OnePlus Nord CE 6 is a phone that boasts an exquisite design, an AMOLED screen, and a Snapdragon chipset.

Design and Display Upgrades

The company OnePlus has made notable design changes to the new Nord CE 6 series. OnePlus has introduced some alterations to the design of its Nord CE 6 phone, including a different square-shaped rear camera module.

In terms of display, the Nord CE 6 features a large 6.78-inch AMOLED screen with a 144Hz refresh rate for smoother performance. On the other hand, the Nord CE 6 Lite includes a smaller 6.72-inch LCD screen. Both devices have been designed with a smooth visual experience in mind, especially when playing games or engaging with social media.

Performance & Cameras

OnePlus Nord CE6 Lite with all it's box contents on a table

The standard Nord CE 6 model comes with the Qualcomm Snapdragon 7s Gen 4 chip. This variant has been enhanced with a cooling mechanism to improve gaming and application speed.

The Nord CE 6 Lite model incorporates the MediaTek Dimensity 7400 Apex chip. It has been specifically designed for efficient performance and power consumption.

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Both smartphones feature two rear cameras, with the 50MP main sensor as the most prominent feature. Video recording is supported at the 4K level, improving the quality of videos. The Nord CE 6 smartphone features a 32MP front camera, while the Nord CE 6 Lite has an 8MP front-facing camera.

Price and Availability

This OnePlus lineup ranges from Rs. 29,999 for the entry-level variant to Rs. 32,999 for the high-end variant. On the other hand, the OnePlus Nord CE 6 Lite is priced from Rs. 20,999 to Rs. 25,999. Also, an immediate discount of up to Rs. 2,000 is being offered on selected bank cards.

In terms of availability, the Nord CE 6 will go on sale in India starting May 8, while the Nord CE 6 Lite will become available from May 12. Both smartphones can be purchased through Amazon and the official OnePlus India online store.

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Get ready for the whisper-filled office of the future

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How will work setups change if we spend more and more time talking to our computers? A recent feature in the Wall Street Journal looks at the rising popularity of dictation apps like Wispr, especially now that they can be connected to vibe coding tools, and what that might mean for office etiquette.

One VC said that visiting startup offices now feels like stepping into a high-end call center. And Gusto co-founder Edward Kim is apparently telling his team that in the future, offices will sound “more like a sales floor.” (As someone still scarred from the time his desk was briefly relocated to a sales floor, let me say: Oh no.)

Kim claimed that he only types now when he absolutely has to. But he admitted that constantly dictating in the office can be “just a little awkward.”

Similarly, AI entrepreneur Mollie Amkraut Mueller said her husband became annoyed with her new habit of whispering to her computer, so their late-night work sessions now involve sitting apart, or “one of us will stay in our office.”

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But Wispr founder Tanay Kothari insisted that this will all seem “normal” one day, just as it’s become normal to spend hours staring at your phone.

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Apple M5 MacBook Pro prices drop to as low as $1,499 at B&H

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Lower prices are in effect on Apple’s 14-inch and 16-inch MacBook Pro laptops, with fresh deals from just $1,499.

The steeper discounts can be found at Apple Authorized Reseller B&H Photo, with a wide range of sale prices offering up to $500 off MacBook Pro laptops. Grab new markdowns on M5, M5 Pro, and M5 Max models (and even a few blowout M4 Pro specials, too).

Save up to $500 on MacBook Pros

Whether you’re interested in a budget-friendly option, such as a 14-inch M5 MacBook Pro with 24GB of RAM and 512GB of storage that’s on sale for $1,499, or a loaded M5 Max 16-inch laptop with 128GB of RAM that’s $400 off, there’s a deal for nearly every budget.

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We’ve included a breakdown of the offers by configuration below, but you can also peruse sale prices across retailers in our MacBook Pro Price Guide, which is organized by screen size and Apple Silicon chip.

14-inch MacBook Pro M5 sale

14-inch MacBook Pro M5 Pro, M5 Max deals

16-inch MacBook Pro M5 Pro, M5 Max discounts

Blowout 16-inch MacBook Pro specials

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I thought I needed an iPhone Pro until I paid attention to how I actually use it

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For a while, I had convinced myself that my next iPhone had to be a Pro. Not because I had genuinely thought about what I needed from a phone, but because the marketing slowly wore me down. The triple cameras, the titanium build, the ProMotion display, the idea that it could handle absolutely anything — it all created this lingering feeling that choosing the regular iPhone would somehow mean compromising. Like I would be missing out on the “real” experience. Then I stopped looking at spec sheets and started looking at my actual usage. And honestly, the entire argument for buying a Pro quietly fell apart.

Apple really knows how to make you doubt the regular iPhone

Apple is incredibly good at making the Pro feel essential. Every September, the keynote follows the same pattern. The regular iPhone gets its moment, sure, but the second the Pro models appear, the entire presentation shifts gears. Suddenly, it is all about the “best” cameras, premium materials, exclusive features, and cutting-edge performance. Even without saying it directly, the message lands pretty clearly: this is the iPhone you are supposed to want. The regular model almost starts to feel like the compromise option for people with simpler needs.

And honestly, that strategy works. Not because Apple is misleading anyone, but because the Pro genuinely is a more capable phone. The cameras are better, the build feels more premium, the extra features are real, and for the people who actually use them, the higher price absolutely makes sense. The problem starts when “this is better” quietly turns into “I need this.” That is the leap many of us make without ever stopping to think about whether those extra features would actually change how we use our phones day to day.

I kept chasing Pro features I barely used

When I stopped thinking about how I imagined I used my phone and started paying attention to how I actually used it, the reality turned out to be pretty ordinary. Most of my day is spent doing the same things most people do: scrolling through social media, replying to messages, listening to music, watching the occasional YouTube video, reading things I am interested in, checking emails, using Maps, and taking calls.

And yes, I do take a lot of photos. But when I really thought about it, I realized I was not taking the kind of photos that truly demanded a Pro-level camera system. Most of my shots happen in good lighting, with little effort, and honestly, modern smartphones are already excellent at that. I was rarely in situations where I genuinely needed a dedicated telephoto lens or the extra computational photography tricks that Apple reserves for the Pro models. And on the few occasions where camera quality actually mattered for work, I usually had a proper camera with me anyway.

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Then there was ProMotion — probably the feature I used most often to justify wanting a Pro iPhone. For years, the smoother 120Hz display felt like one of the clearest reasons to spend extra on the Pro models. And to be fair, the difference is real. Scrolling feels smoother, animations look nicer, and everything feels slightly more fluid. But over time, I realized something interesting: it was a feature I appreciated most when I was actively paying attention to it. In everyday use, my brain adapted pretty quickly, and the standard iPhone never really felt slow or frustrating to use. Now that the iPhone 17 lineup finally brings high refresh rate displays to the regular models as well, that whole justification has mostly disappeared for me. One of the biggest reasons to go Pro no longer feels exclusive, and the standard iPhone suddenly makes a lot more sense than it used to.

The vanilla iPhone is carrying lot more weight than people admit

The regular iPhone has become strangely easy to underestimate, mostly because the conversation around it is always framed by what the Pro models have that it doesn’t. But when you stop comparing spec sheets for a moment and look at the standard iPhone on its own, it is actually an incredibly complete device.

The main camera is already excellent for the kind of photos most people take every day. Performance is rarely an issue either, especially now that the regular models often share the same core chip architecture as the Pro versions. Whether it is social media, gaming, multitasking, editing photos, or juggling a dozen apps at once, the phone handles it all effortlessly. The display is good, battery life has improved a lot over the years, and you still get the same software experience, the same long-term updates, and the same overall reliability that people buy iPhones for in the first place.

And honestly, for the way I actually use a phone — and probably for the way most people use one — the regular iPhone no longer feels like a compromise at all. It only starts to feel “lesser” when you compare it side-by-side with a checklist of Pro-exclusive features.

The moment I realized I was shopping for a fantasy version of myself

I am not trying to convince anyone not to buy a Pro iPhone. For some people, the extra features absolutely make sense. If you shoot a lot of video, regularly use the telephoto camera, care deeply about the premium build, or genuinely benefit from those advanced tools, then the higher price is probably justified. Those are real advantages. But they are also very specific advantages — the kind that come from understanding your own habits, not just getting swept up in the excitement.

Before jumping ship, ask yourself one simple question: Which Pro features do I genuinely use right now? Not the ones that look impressive on paper, but the ones that actually show up in your daily routine. And once you look at your real usage honestly, the answer often becomes much clearer than you expect. Sometimes, the regular iPhone is not the “lesser” choice at all. It is simply the phone that already fits the life you actually live.

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Hacked Video File Holds Multiple Films On YouTube

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We notice there are a lot of hacks on YouTube lately, but we don’t share enough hacks about YouTube. That’s why [PortalRunner]’s latest oeuvre is interesting: it’s a video that gives you a different picture depending on the selected bitrate.

Watch it at 1080p, you get one thing; at 360p, the image is completely different. The hack relies on understanding precisely how YouTube cuts down videos — because if you haven’t uploaded a video there before, you might not know the creator doesn’t have to encode all of those options; they’re invited to upload in the highest possible definition, and YouTube reencodes the rest.

1080p and 720p films are shown at 60FPS, while 360p and below are 30FPS– so that’s one way to hide the difference. Since YouTube drops every second frame when encoding the lower-quality video, images you want in the HD version can be kept only in even-numbered frames that YouTube will remove. That seems easy enough, but how does [PortalRunner] avoid the low-quality image flickering in at 30 FPS when watching in higher definition?

Well, that relies on understanding exactly how downsampling works: going from 1080p to 360p means tossing out every third pixel in both the horizontal and vertical directions. If you’re careful, it turns out you can craft an image that vanishes when the 3×3 grid of pixels it’s made of at 1080p is averaged to a single background-colored pixel at 360p. [Portal Runner] is using vertical stripes here, but that’s not the only way to do it. Just to be sure the message came through loud and clear at 1080p, though, the original image, not the stripy one, is used on the odd-numbered, discarded frames.

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Hiding the 1080p video is only half the battle: he needs to get those frames not to average specifically to the background color, but to make his new images. That’s a bit tricky, which is why the demonstration uses “1080p” and “lower” as its easter eggs: they fit well inside one another, with the characters lining up one-to-one. That’s without even getting into the hack he’s using with extra i-frames to create thumbnails on the timeline to tell you to ‘subscribe’. Look, it is YouTube, what else can you expect?  We’re just glad to see a totally benign hack of the platform that’s holding so many hacks these days.

Of course, real hackers live on the command line, and you can play YouTube there, too.

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Safari 27 will use AI to automatically group your tabs

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Likely debuting at WWDC, Safari users will soon find it will be easier to create groups of tabs, with a test version of the browser for the 27 operating systems using AI to group them for you.

Apple introduced Tab Groups in Safari 15 back in 2021, to help users organize and save groups of frequently-used browser tabs. Five years later, it is planning another change to the feature.

A test version of Safari for iOS 27, iPadOS 27, and macOS 27 has updated the Tab Groups to include an automated organization feature, says Mark Gurman in his “Power On” newsletter for Bloomberg. The center-top button for moving between tab groups has a new test option, appropriately titled “Organize Tabs.”

This feature is used to tell Safari to automatically group tabs together, or to leave them be manually collated by the user. When selected, Safari says that “tabs will group into topics you browse.”

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Apple apparently hasn’t labeled it as a feature that uses Apple Intelligence, but it is using some form of AI. This sounds similar in concept to the Reminders feature, which can group items from a list into categories, such as product types in a shopping list.

Part of a wider OS update

The Safari update is going to be one of a number of software changes introduced as part of the new 27-generation of operating systems, due to be shown off at WWDC 2026 in June. It’s also not the only AI-related feature that has cropped up in pre-WWDC reports.

So far, there have been rumors of users being able to select their preferred AI model in iOS 27, expanding on the existing ChatGPT-based capabilities. Visual Intelligence will also be updated for iOS 27, shifted to the Camera app to make it easier to access.

The Photos app is also anticipated to get AI changes, on top of the existing Clean Up feature. This includes extending, reframing, enhancing, and contextual editing of an image.

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China’s agentic AI policy wants to keep humans in the loop

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AI + ML

PLUS: Robot becomes Buddhist monk in Korea; TikTok spending $25bn in Thailand; Baidu floating chip biz; and more!

China’s Cyberspace Administration last week published draft regulations  governing the behavior of AI agents and suggested humans should always retain the ability to review decisions taken by software.

The draft expresses Beijing’s enthusiasm for AI agents with a call for efforts to develop datasets that accelerate development, along with security standards that make agents safe to use and ensure they behave ethically.

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There’s also a call to develop mandatory standards for how agents will behave “in fields such as healthcare, transportation, media, and public safety.” China also wants to participate in international fora that develop such standards.

The draft calls for developers of AI agents to “clarify the reasonable boundaries and required authority for various decision-making methods, such as decisions limited to the user, decisions requiring user authorization, and autonomous decisions by the intelligent agent.”

Those boundaries should “Ensure that users have the right to know and the final decision-making power regarding the autonomous decisions made by the intelligent agent, and that the intelligent agent’s actions do not exceed the scope authorized by the user.”

The draft identifies many tasks Beijing thinks agents might take on, including marking homework, analyzing medical images, evaluating employee performance and recommending promotions, helping disaster relief efforts, and even providing “intelligent management of the entire bidding and tendering process, ensuring standardization and efficiency throughout.”

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Samsung turns off its TV and appliance business in China

Korean giant Samsung last week decided to quit China’s TV and appliance markets.

“In response to the rapidly changing market environment, after careful consideration, Samsung Electronics has decided to cease sales of all home appliances, including televisions and monitors, in the Chinese mainland market,” states an “adjustment notice” on the Samsung China website.

Samsung will honor warranties, and continue to provide after-sales service.

The company hasn’t said why it’s quitting these markets in China. The Register expects the reasons have a lot to do with the rise and rise of Chinese consumer electronics companies, which can make a patriotic pitch in addition to pointing out the high quality of their products.

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Samsung’s not the first to decide it’s too tough to try trading televisions in China: Sony quit the country, too.

Thailand approves giant TikTok datacenter

The government of Thailand last week approved TikTok’s plan to spend ฿842 billion ($25 billion) on new datacenters in the country.

Thailand’s Board of Investment said the project will see TikTok “install additional servers and expand data storage and processing infrastructure across Bangkok, Samut Prakan and Chachoengsao Province, supporting rising demand for digital services and strengthening Thailand’s role in regional digital infrastructure.”

The Board also signed off on a 200 MW datacenter to be built by Skyline Data Center and Cloud Services Co, and a 134 MW facility from Bridge Data Centres.

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Baidu to float its chip biz

Chinese web giant Baidu has filed paperwork to spin out its chip design business Kunlunxin.

Baidu flagged its plan to do this in January, when it said the aim was to “independently showcase Kunlunxin’s value, attract investors focused on the AI chip sector, and leverage its standalone listing to enhance its market profile, broaden financing channels, and better align management accountability with performance.”

“This also supports the effort to unlock the value of Baidu’s AI-powered businesses.”

Kunlunxin’s chips suit inferencing and training workloads, but their performance can’t match Nvidia’s latest chips – or even four-year-old kit like the H100. That hasn’t stopped Baidu using the chips to power its own AI services, and major Chinese corporations also use the company’s chips.

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Japan and EU to improve tech interoperability

The EU-Japan Digital Partnership Council recently convened its annual meeting and last week revealed that talks included “deepened discussions on the joint development and interoperability of data spaces” and promised to keep talking in a new “Data Strategy Working Group” that will “improve the interoperability of data policy frameworks.”

The meeting also discussed a successful pilot on interoperable digital identities which apparently “showed that cross-border use is technically possible, even where governance frameworks and technical architectures differ. Using prototypes of digital identity wallets, the project demonstrated how interoperability can be achieved in practice between different systems.”

As part of discussions, the EU and Japan agreed to begin working in new areas, including video games and audiovisual strategies.

Humanoid robot becomes Buddhist monk

Seoul’s Jogye Temple last week allowed a robot named Gabi to take the vows required of a Buddhist monk.

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Temple leaders reportedly decided to initiate the robot because they feel humanoid machines will soon become a part of everyday life.

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In February, the President of the Jogye Order, the Most Venerable Jinwoo, said “our lives have become ever more convenient thanks to cutting-edge science and AI. Yet the anxieties, anger, depression, and isolation—mental attachments and sufferings that science cannot resolve— are growing ever deeper.”

“This does not mean that Buddhism withdraws from this vast technological civilization,” he said. “Rather, we aim to fearlessly lead the AI era and redirect its achievements toward the path of attaining peace of mind and enlightenment.”

“In the age of AI and quantum science, peace of mind will be cultivated through Buddhism.”  ®

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Quordle hints and answers for Monday, May 11 (game #1568)

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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 Sunday’s puzzle instead then click here: Quordle hints and answers for Sunday, May 10 (game #1567).

Quordle was one of the original Wordle alternatives and is still going strong now more than 1,400 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.

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Unemployment Ticked Up in America’s IT Sector

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IT sector unemployment “increased to 3.8% in April from 3.6% in March,” reports the Wall Street Journal.

But they add that the increase reflects “an ongoing uncertainty in tech as AI continues to play havoc with hiring. That’s according to analysis from consulting firm Janco Associates, which bases its findings on data from the U.S. Labor Department.”
On Friday, the department said the economy added 115,000 jobs, buoyed by gains in industries including retail, transportation and warehousing and healthcare. The unemployment rate was unchanged at 4.3%. But the information sector lost 13,000 jobs in April.

While it’s still too early to say exactly how AI is affecting employment overall, some businesses, especially in the tech industry, have said it’s part of the reason they’re cutting staff. In April, Meta Platforms said it would lay off 10% of its staff, or roughly 8,000 people, as it seeks to streamline operations and pay for its own massive investments in AI. Nike will reduce its workforce by roughly 1,400 workers, or about 2%, mostly in its tech department, as it simplifies global operations. And Snap is planning to eliminate 16% of its workforce, or about 1,000 positions, as it aims to boost efficiency. In other areas of IT, which includes telecommunications and data-processing, employment is now down 11%, or 342,000 jobs, from its most recent peak in November 2022.

But there’s not just AI to blame. Inflation and economic uncertainty linked to the Iran conflict is giving some chief executives and tech leaders reason to pull back or pause their IT hiring, said Janco Chief Executive Victor Janulaitis.
The article even notes that postings for software developer jobs “are up 15% year-over-year on job-search platform Indeed, according to Hannah Calhoon, its vice president of AI”. But employers do seem to be looking for experienced developers, which could pose a problem for recent college graduates.

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Open Source Project Shuts Down Over Legal Threats from 3D Printer Company Bambu Lab

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The free/open source project OrcaSlicer is a popular fork of 3D printer slicing software from Bambu Lab. But Tuesday independent developer Pawel Jarczak shuttered the project “following legal threats from Bambu Lab,” reports Tom’s Hardware:

Jarczak’s fork of OrcaSlicer would have allowed users to bypass Bambu Connect, a middleware application that severely limits OrcaSlicer’s access to remote printer functions in the name of security. Jarczak said in a note on GitHub that Bambu Lab threatened him with a cease and desist letter and accused him of reverse engineering its software in order to impersonate Bambu Studio.

From Bambu Lab’s blog post:


Bambu Studio is an open-source project under the AGPL-3.0 license. Anyone can take its code, modify it, and distribute it… That’s what OrcaSlicer does, and 734 other forks do as well. We have no issue with that and never have. At the same time, a license for code is not a pass to our cloud infrastructure… Our cloud is a private service. Access to it is governed by a user agreement, not the AGPL license… [T]he modification in question worked by injecting falsified identity metadata into network communication. In simple terms: it pretended to be the official Bambu Studio client when communicating with our servers… If this method were widely adopted or incorrectly configured, thousands of clients could simultaneously hit our servers while impersonating the official client.

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“User-Agent is not authentication,” counters OrcaSlicer’s developer. “It is only self-declared client metadata. Any program can set any User-Agent.” And “the User-Agent construction comes directly from Bambu Lab’s own public AGPL Bambu Studio code…. So on what basis can anyone claim that I am not allowed to use this specific part of AGPL-licensed code under the AGPL license…? My work was based on publicly available Bambu Studio source code together with my own integration layer.”

But the bottom line is that Bambu Lab “contacted me directly and demanded removal of the solution.”

I asked whether I could publish the private correspondence in full for transparency. That request was refused… They also referred to legal materials and stated that a cease and desist letter had been prepared…

I removed the repository voluntarily. That removal should not be interpreted as an admission that all legal or technical allegations made against the project were correct. I removed it because I have no interest in maintaining a prolonged dispute around this particular implementation, and no interest in continuing to distribute it.
YouTuber and right-to-repair advocate Louis Rossmann reviewed the correspondence from Bambu Lab — then pledged $10,000 for legal expenses if the developer returned his code online. (“I think that their legal claim is bullshit,” Rossman said Saturday in a YouTube video for his 2.5 million subscribers. “I’m not a lawyer, but I’m willing to put my money where my mouth is.”)

The video now has over 129,000 views so far. “Rossman has not started a crowdfunding site yet,” Tom’s Hardware notes, “stating in the comments that he wants to prove to Jarczak that he has supporters willing to put their money where their mouth is. The video had over 129,000 views so far, with commenters vowing to back the case as requested.”

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