As the accusations fly about stolen ideas and appropriated artwork, do artists own anything anymore?

A novel approach from the Allen Institute for AI enables data to be removed from an artificial intelligence model even after it has already been used for training.

TL;DR: Turn ideas into full-length books with AI—lifetime access for just $49. Writing a book takes time—something most of us don’t have between inbox chaos and back-to-back meetings. But what if all you needed was an idea? That’s where YouBooks steps in. This AI-powered tool helps you generate full-length nonfiction books with just a few prompts, and right now, you can lock in lifetime access for $49 (reg. $540). YouBooks pulls from several top-tier AI models, like ChatGPT, Claude, and Gemini, and combines them with live web research to build out detailed, structured manuscripts up to 300,000 words. Whether you want to write about productivity, startup culture, parenting, or personal finance, feed in your topic and let the AI do the heavy lifting. Why is Youbooks for you? 150,000 credits per month (1 word = 1 credit) Downloadable formats: PDF, DOCX, EPUB Commercial rights so that you can sell, share, or publish your books Custom style options to match your tone or brand It’s a serious time-saver if you’ve been sitting on an idea forever or want to build a content empire without writing every word yourself. Plus, unlike many AI tools, YouBooks gives you full ownership of the content you create. Snag a lifetime subscription to YouBooks for $49 and start turning your thoughts into fully formed nonfiction books: no ghostwriters, no subscriptions, and no gatekeepers. Youbooks – AI Nonfiction Book Generator: Lifetime SubscriptionSee Deal StackSocial prices subject to change.

Take the Speakers, Headphones, and Earphones SurveyTake other PCMag surveys. Each completed survey is a chance to win a $250 Amazon gift card. OFFICIAL SWEEPSTAKES RULESNO PURCHASE NECESSARY TO ENTER OR WIN. A PURCHASE WILL NOT INCREASE YOUR CHANCES OF WINNING. VOID WHERE PROHIBITED. Readers' Choice Sweepstakes (the "Sweepstakes") is governed by these official rules (the "Sweepstakes Rules"). The Sweepstakes begins on May 9, 2025, at 12:00 AM ET and ends on July 27, 2025, at 11:59 PM ET (the "Sweepstakes Period").SPONSOR: Ziff Davis, LLC, with an address of 360 Park Ave South, Floor 17, New York, NY 10010 (the "Sponsor").ELIGIBILITY: This Sweepstakes is open to individuals who are eighteen (18) years of age or older at the time of entry who are legal residents of the fifty (50) United States of America or the District of Columbia. By entering the Sweepstakes as described in these Sweepstakes Rules, entrants represent and warrant that they are complying with these Sweepstakes Rules (including, without limitation, all eligibility requirements), and that they agree to abide by and be bound by all the rules and terms and conditions stated herein and all decisions of Sponsor, which shall be final and binding.All previous winners of any sweepstakes sponsored by Sponsor during the nine (9) month period prior to the Selection Date are not eligible to enter. Any individuals (including, but not limited to, employees, consultants, independent contractors and interns) who have, within the past six (6) months, held employment with or performed services for Sponsor or any organizations affiliated with the sponsorship, fulfillment, administration, prize support, advertisement or promotion of the Sweepstakes ("Employees") are not eligible to enter or win. Immediate Family Members and Household Members are also not eligible to enter or win. "Immediate Family Members" means parents, step-parents, legal guardians, children, step-children, siblings, step-siblings, or spouses of an Employee. "Household Members" means those individuals who share the same residence with an Employee at least three (3) months a year.HOW TO ENTER: There are two methods to enter the Sweepstakes: (1) fill out the online survey, or (2) enter by mail.1. Survey Entry: To enter the Sweepstakes through the online survey, go to the survey page and complete the current survey during the Sweepstakes Period.2. Mail Entry: To enter the Sweepstakes by mail, on a 3" x 5" card, print your first and last name, street address, city, state, zip code, phone number, and email address. Mail your completed entry to:Readers' Choice Sweepstakes - Audio 2025c/o E. Griffith 624 Elm St. Ext.Ithaca, NY 14850-8786Mail Entries must be postmarked by July 28, 2025, and received by Aug. 4, 2025.Only one (1) entry per person is permitted, regardless of the entry method used. Subsequent attempts made by the same individual to submit multiple entries may result in the disqualification of the entrant.Only contributions submitted during the Sweepstakes Period will be eligible for entry into the Sweepstakes. No other methods of entry will be accepted. All entries become the property of Sponsor and will not be returned. Entries are limited to individuals only; commercial enterprises and business entities are not eligible. Use of a false account will disqualify an entry. Sponsor is not responsible for entries not received due to difficulty accessing the internet, service outage or delays, computer difficulties, and other technological problems.Entries are subject to any applicable restrictions or eligibility requirements listed herein. Entries will be deemed to have been made by the authorized account holder of the email or telephone phone number submitted at the time of entry and qualification. Multiple participants are not permitted to share the same email address. Should multiple users of the same e-mail account or mobile phone number, as applicable, enter the Sweepstakes and a dispute thereafter arises regarding the identity of the entrant, the Authorized Account Holder of said e-mail account or mobile phone account at the time of entry will be considered the entrant. "Authorized Account Holder" is defined as the natural person who is assigned an e-mail address or mobile phone number by an Internet access provider, online service provider, telephone service provider or other organization that is responsible for assigned e-mail addresses, phone numbers or the domain associated with the submitted e-mail address. Proof of submission of an entry shall not be deemed proof of receipt by the website administrator for online entries. When applicable, the website administrator's computer will be deemed the official time-keeping device for the Sweepstakes promotion. Entries will be disqualified if found to be incomplete and/or if Sponsor determines, in its sole discretion, that multiple entries were submitted by the same entrant in violation of the Sweepstakes Rules.Entries that are late, lost, stolen, mutilated, tampered with, illegible, incomplete, mechanically reproduced, inaccurate, postage-due, forged, irregular in any way or otherwise not in compliance with these Official Rules will be disqualified. All entries become the property of the Sponsor and will not be acknowledged or returned.WINNER SELECTION AND NOTIFICATION: Sponsor shall select the prize winner(s) (collectively, the "Winner") on or about Aug. 11, 2025, ("Selection Date") by random drawing or from among all eligible entries. The Winner will be notified via email to the contact information provided in the entry. Notification of the Winner shall be deemed to have occurred immediately upon sending of the notification by Sponsor. Selected winner(s) will be required to respond (as directed) to the notification within seven (7) days of attempted notification. The only entries that will be considered eligible entries are entries received by Sponsor within the Sweepstakes Period. The odds of winning depend on the number of eligible entries received. The Sponsor reserves the right, in its sole discretion, to choose an alternative winner in the event that a possible winner has been disqualified or is deemed ineligible for any reason.Recommended by Our EditorsPRIZE: One (1) winner will receive the following prize (collectively, the "Prize"):One (1) $250 Amazon.com gift code via email, valued at approximately two hundred fifty dollars ($250).No more than the stated number of prize(s) will be awarded, and all prize(s) listed above will be awarded. Actual retail value of the Prize may vary due to market conditions. The difference in value of the Prize as stated above and value at time of notification of the Winner, if any, will not be awarded. No cash or prize substitution is permitted, except at the discretion of Sponsor. The Prize is non-transferable. If the Prize cannot be awarded due to circumstances beyond the control of Sponsor, a substitute Prize of equal or greater retail value will be awarded; provided, however, that if a Prize is awarded but remains unclaimed or is forfeited by the Winner, the Prize may not be re-awarded, in Sponsor's sole discretion. In the event that more than the stated number of prize(s) becomes available for any reason, Sponsor reserves the right to award only the stated number of prize(s) by a random drawing among all legitimate, un-awarded, eligible prize claims.ACCEPTANCE AND DELIVERY OF THE PRIZE: The Winner will be required to verify his or her address and may be required to execute the following document(s) before a notary public and return them within seven (7) days (or a shorter time if required by exigencies) of receipt of such documents: an affidavit of eligibility, a liability release, and (where imposing such condition is legal) a publicity release covering eligibility, liability, advertising, publicity and media appearance issues (collectively, the "Prize Claim Documents"). If an entrant is unable to verify the information submitted with their entry, the entrant will automatically be disqualified and their prize, if any, will be forfeited. The Prize will not be awarded until all such properly executed and notarized Prize Claim Documents are returned to Sponsor. Prize(s) won by an eligible entrant who is a minor in his or her state of residence will be awarded to minor's parent or legal guardian, who must sign and return all required Prize Claim Documents. In the event the Prize Claim Documents are not returned within the specified period, an alternate Winner may be selected by Sponsor for such Prize. The Prize will be shipped to the Winner within 7 days of Sponsor's receipt of a signed Affidavit and Release from the Winner. The Winner is responsible for all taxes and fees related to the Prize received, if any.OTHER RULES: This sweepstakes is subject to all applicable laws and is void where prohibited. All submissions by entrants in connection with the sweepstakes become the sole property of the sponsor and will not be acknowledged or returned. Winner assumes all liability for any injuries or damage caused or claimed to be caused by participation in this sweepstakes or by the use or misuse of any prize.By entering the sweepstakes, each winner grants the SPONSOR permission to use his or her name, city, state/province, e-mail address and, to the extent submitted as part of the sweepstakes entry, his or her photograph, voice, and/or likeness for advertising, publicity or other purposes OR ON A WINNER'S LIST, IF APPLICABLE, IN ANY and all MEDIA WHETHER NOW KNOWN OR HEREINAFTER DEVELOPED, worldwide, without additional consent OR compensation, except where prohibited by law. By submitting an entry, entrants also grant the Sponsor a perpetual, fully-paid, irrevocable, non-exclusive license to reproduce, prepare derivative works of, distribute, display, exhibit, transmit, broadcast, televise, digitize, perform and otherwise use and permit others to use, and throughout the world, their entry materials in any manner, form, or format now known or hereinafter created, including on the internet, and for any purpose, including, but not limited to, advertising or promotion of the Sweepstakes, the Sponsor and/or its products and services, without further consent from or compensation to the entrant. By entering the Sweepstakes, entrants consent to receive notification of future promotions, advertisements or solicitations by or from Sponsor and/or Sponsor's parent companies, affiliates, subsidiaries, and business partners, via email or other means of communication.If, in the Sponsor's opinion, there is any suspected or actual evidence of fraud, electronic or non-electronic tampering or unauthorized intervention with any portion of this Sweepstakes, or if fraud or technical difficulties of any sort (e.g., computer viruses, bugs) compromise the integrity of the Sweepstakes, the Sponsor reserves the right to void suspect entries and/or terminate the Sweepstakes and award the Prize in its sole discretion. Any attempt to deliberately damage the Sponsor's website(s) or undermine the legitimate operation of the Sweepstakes may be in violation of U.S. criminal and civil laws and will result in disqualification from participation in the Sweepstakes. Should such an attempt be made, the Sponsor reserves the right to seek remedies and damages (including attorney's fees) to the fullest extent of the law, including pursuing criminal prosecution.DISCLAIMER: EXCLUDING ONLY APPLICABLE MANUFACTURERS' WARRANTIES, THE PRIZE IS PROVIDED TO THE WINNER ON AN "AS IS" BASIS, WITHOUT FURTHER WARRANTY OF ANY KIND. SPONSOR HEREBY DISCLAIMS ALL FURTHER WARRANTIES, EXPRESS, IMPLIED, OR STATUTORY INCLUDING BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY OR FITNESS FOR A PARTICULAR PURPOSE WITH RESPECT TO THE PRIZE.LIMITATION OF LIABILITY: BY ENTERING THE SWEEPSTAKES, ENTRANTS, ON BEHALF OF THEMSELVES AND THEIR HEIRS, EXECUTORS, ASSIGNS AND REPRESENTATIVES, RELEASE AND HOLD THE SPONSOR its PARENT COMPANIES, SUBSIDIARIES, AFFILIATED COMPANIES, UNITS AND DIVISIONS, AND THE CURRENT AND FORMER OFFICERS, DIRECTORS, EMPLOYEES, SHAREHOLDERS, AGENTS, SUCCESSORS AND ASSIGNS OF EACH OF THE FOREGOING, AND ALL THOSE ACTING UNDER THE AUTHORITY OF THE FOREGOING, OR ANY OF THEM (INCLUDING, BUT NOT LIMITED TO, ADVERTISING AND PROMOTIONAL AGENCIES AND PRIZE SUPPLIERS) (EACH A "RELEASED PARTY"), HARMLESS FROM AND AGAINST ANY AND ALL CLAIMS, ACTIONS, INJURY, LOSS, DAMAGES, LIABILITIES AND OBLIGATIONS OF ANY KIND WHATSOEVER (COLLECTIVELY, THE "CLAIMS") WHETHER KNOWN OR UNKNOWN, SUSPECTED OR UNSUSPECTED, WHICH ENTRANT EVER HAD, NOW HAVE, OR HEREAFTER CAN, SHALL OR MAY HAVE, AGAINST THE RELEASED PARTIES (OR ANY OF THEM), INCLUDING, BUT NOT LIMITED TO, CLAIMS ARISING FROM OR RELATED TO THE SWEEPSTAKES OR ENTRANT'S PARTICIPATION IN THE SWEEPSTAKES (INCLUDING, WITHOUT LIMITATION, CLAIMS FOR LIBEL, DEFAMATION, INVASION OF PRIVACY, VIOLATION OF THE RIGHT OF PUBLICITY, COMMERCIAL APPROPRIATION OF NAME AND LIKENESS, INFRINGEMENT OF COPYRIGHT OR VIOLATION OF ANY OTHER PERSONAL OR PROPRIETARY RIGHT), AND THE RECEIPT, OWNERSHIP, USE, MISUSE, TRANSFER, SALE OR OTHER DISPOSITION OF THE PRIZE (INCLUDING, WITHOUT LIMITATION, CLAIMS FOR PERSONAL INJURY, DEATH, AND/OR PROPERTY DAMAGE). All matters relating to the interpretation and application of these Sweepstakes Rules shall be decided by Sponsor in its sole discretion.DISPUTES: If, for any reason (including infection by computer virus, bugs, tampering, unauthorized intervention, fraud, technical failures, or any other causes beyond the control of the Sponsor which corrupt or affect the administration, security, fairness, integrity, or proper conduct of this Sweepstakes), the Sweepstakes is not capable of being conducted as described in these Sweepstakes Rules, Sponsor shall have the right, in its sole discretion, to disqualify any individual who tampers with the entry process, and/or to cancel, terminate, modify or suspend the Sweepstakes. The Sponsor assumes no responsibility for any error, omission, interruption, deletion, defect, delay in operation or transmission, communications line failure, theft or destruction or unauthorized access to, or alteration of, entries. The Sponsor is not responsible for any problems or technical malfunction of any telephone network or lines, computer online systems, servers, providers, computer equipment, software, or failure of any e-mail or entry to be received by Sponsor on account of technical problems or traffic congestion on the Internet or at any website, or any combination thereof, including, without limitation, any injury or damage to any entrant's or any other person's computer related to or resulting from participating or downloading any materials in this Sweepstakes. Because of the unique nature and scope of the Sweepstakes, Sponsor reserves the right, in addition to those other rights reserved herein, to modify any date(s) or deadline(s) set forth in these Sweepstakes Rules or otherwise governing the Sweepstakes, and any such changes will be posted here in the Sweepstakes Rules. Any attempt by any person to deliberately undermine the legitimate operation of the Sweepstakes may be a violation of criminal and civil law, and, should such an attempt be made, Sponsor reserves the right to seek damages to the fullest extent permitted by law. Sponsor's failure to enforce any term of these Sweepstakes Rules shall not constitute a waiver of any provision.As a condition of participating in the Sweepstakes, entrant agrees that any and all disputes that cannot be resolved between entrant and Sponsor, and causes of action arising out of or connected with the Sweepstakes or these Sweepstakes Rules, shall be resolved individually, without resort to any form of class action, exclusively before a court of competent jurisdiction located in New York, New York, and entrant irrevocably consents to the jurisdiction of the federal and state courts located in New York, New York with respect to any such dispute, cause of action, or other matter. All disputes will be governed and controlled by the laws of the State of New York (without regard for its conflicts-of-laws principles). Further, in any such dispute, under no circumstances will entrant be permitted to obtain awards for, and hereby irrevocably waives all rights to claim, punitive, incidental, or consequential damages, or any other damages, including attorneys' fees, other than entrant's actual out-of-pocket expenses (i.e., costs incurred directly in connection with entrant's participation in the Sweepstakes), and entrant further irrevocably waives all rights to have damages multiplied or increased, if any. EACH PARTY EXPRESSLY WAIVES ANY RIGHT TO A TRIAL BY JURY. All federal, state, and local laws and regulations apply.PRIVACY: Information collected from entrants in connection with the Sweepstakes is subject to Sponsor's privacy policy, which may be found here.SOCIAL MEDIA PROMOTION: Although the Sweepstakes may be featured on Twitter, Facebook, and/or other social media platforms, the Sweepstakes is in no way sponsored, endorsed, administered by, or in association with Twitter, Facebook, and/or such other social media platforms and you agree that Twitter, Facebook, and all other social media platforms are not liable in any way for any claims, damages or losses associated with the Sweepstakes.WINNER(S) LIST: For a list of name(s) of prizewinner(s), after the Selection Date, please send a stamped, self-addressed No. 10/standard business envelope to Ziff Davis, LLC, Attn: Legal Department, 360 Park Ave South, Floor 17, New York, NY 10010 (VT residents may omit return postage).BY ENTERING, YOU AGREE THAT YOU HAVE READ AND AGREE TO ALL OF THESE SWEEPSTAKES RULES.

The commission, valued at up to £46,000 (including VAT), will see the appointed architect work closely with ateb’s internal teams to deliver a 30-unit housing development, supporting the group’s mission to create better living solutions for the people and communities of West Wales. The two-year contract, running from July 2025 to July 2027, will require the architect to oversee all stages of design, from feasibility through to tender, in line with Welsh Government technical scrutiny and local authority planning requirements. The project is part of ateb’s ongoing commitment to respond to local housing need, regenerate communities, and provide a variety of affordable tenures, including social rent, rent to buy, and shared ownership.Advertisement According to the brief: ‘The ateb Group (where ateb means answer or solution In Welsh) is a unique set o companies that collectively has the shared purpose of 'Creating better living solutions for the people and communities of West Wales. ‘ateb currently has around 3,100 homes predominantly in Pembrokeshire, that we rent on either a social or intermediate rental basis.  ateb works closely with its Local Authority and other partners to develop around 150 new homes every year, to meet affordable housing need through a range of tenures such as, for rent, rent to buy or shared ownership.’ Tavernspite is a small village of around 350 inhabitants located 9.7km southeast of Narberth in Pembrokeshire. Ateb, based in nearby Haverfordwest, is a not-for-profit housing association managing around 3,100 homes across the county. The group’s social purpose is supported by its subsidiaries: Mill Bay Homes, which develops homes for sale to reinvest profits into affordable housing, and West Wales Care and Repair, which supports older and vulnerable residents to remain independent in their homes. Bids will be assessed 60 per cent on quality and 40 per cent on price, with a strong emphasis on experience in the housing association sector and collaborative working with internal client teams.Advertisement Applicants must hold professional indemnity insurance of at least £2 million and be prepared to attend in-person evaluation presentations as part of the assessment process. Competition details Project title Provision of Architect Services for Tavernspite Development Client Contract value Tbc First round deadline Midday, 3 July 2025 Restrictions The contract particularly welcomes submissions from small and medium-sized enterprises (SMEs) and voluntary, community, and social enterprises (VCSEs) More information https://www.find-tender.service.gov.uk/Notice/031815-2025

Outdated coding practices and memory-unsafe languages like C are putting software, including cryptographic libraries, at risk. Fortunately, memory-safe languages like Rust, along with formal verification tools, are now mature enough to be used at scale, helping prevent issues like crashes, data corruption, flawed implementation, and side-channel attacks. To address these vulnerabilities and improve memory safety, we’re rewriting SymCrypt (opens in new tab)—Microsoft’s open-source cryptographic library—in Rust. We’re also incorporating formal verification methods. SymCrypt is used in Windows, Azure Linux, Xbox, and other platforms. Currently, SymCrypt is primarily written in cross-platform C, with limited use of hardware-specific optimizations through intrinsics (compiler-provided low-level functions) and assembly language (direct processor instructions). It provides a wide range of algorithms, including AES-GCM, SHA, ECDSA, and the more recent post-quantum algorithms ML-KEM and ML-DSA.  Formal verification will confirm that implementations behave as intended and don’t deviate from algorithm specifications, critical for preventing attacks. We’ll also analyze compiled code to detect side-channel leaks caused by timing or hardware-level behavior. Proving Rust program properties with Aeneas Program verification is the process of proving that a piece of code will always satisfy a given property, no matter the input. Rust’s type system profoundly improves the prospects for program verification by providing strong ownership guarantees, by construction, using a discipline known as “aliasing xor mutability”. For example, reasoning about C code often requires proving that two non-const pointers are live and non-overlapping, a property that can depend on external client code. In contrast, Rust’s type system guarantees this property for any two mutably borrowed references. As a result, new tools have emerged specifically for verifying Rust code. We chose Aeneas (opens in new tab) because it helps provide a clean separation between code and proofs. Developed by Microsoft Azure Research in partnership with Inria, the French National Institute for Research in Digital Science and Technology, Aeneas connects to proof assistants like Lean (opens in new tab), allowing us to draw on a large body of mathematical proofs—especially valuable given the mathematical nature of cryptographic algorithms—and benefit from Lean’s active user community. Compiling Rust to C supports backward compatibility   We recognize that switching to Rust isn’t feasible for all use cases, so we’ll continue to support, extend, and certify C-based APIs as long as users need them. Users won’t see any changes, as Rust runs underneath the existing C APIs. Some users compile our C code directly and may rely on specific toolchains or compiler features that complicate the adoption of Rust code. To address this, we will use Eurydice (opens in new tab), a Rust-to-C compiler developed by Microsoft Azure Research, to replace handwritten C code with C generated from formally verified Rust. Eurydice (opens in new tab) compiles directly from Rust’s MIR intermediate language, and the resulting C code will be checked into the SymCrypt repository alongside the original Rust source code. As more users adopt Rust, we’ll continue supporting this compilation path for those who build SymCrypt from source code but aren’t ready to use the Rust compiler. In the long term, we hope to transition users to either use precompiled SymCrypt binaries (via C or Rust APIs), or compile from source code in Rust, at which point the Rust-to-C compilation path will no longer be needed. Microsoft research podcast Ideas: AI and democracy with Madeleine Daepp and Robert Osazuwa Ness As the “biggest election year in history” comes to an end, researchers Madeleine Daepp and Robert Osazuwa Ness and Democracy Forward GM Ginny Badanes discuss AI’s impact on democracy, including the tech’s use in Taiwan and India. Listen now Opens in a new tab Timing analysis with Revizor  Even software that has been verified for functional correctness can remain vulnerable to low-level security threats, such as side channels caused by timing leaks or speculative execution. These threats operate at the hardware level and can leak private information, such as memory load addresses, branch targets, or division operands, even when the source code is provably correct.  To address this, we’re extending Revizor (opens in new tab), a tool developed by Microsoft Azure Research, to more effectively analyze SymCrypt binaries. Revizor models microarchitectural leakage and uses fuzzing techniques to systematically uncover instructions that may expose private information through known hardware-level effects.   Earlier cryptographic libraries relied on constant-time programming to avoid operations on secret data. However, recent research has shown that this alone is insufficient with today’s CPUs, where every new optimization may open a new side channel.  By analyzing binary code for specific compilers and platforms, our extended Revizor tool enables deeper scrutiny of vulnerabilities that aren’t visible in the source code. Verified Rust implementations begin with ML-KEM This long-term effort is in alignment with the Microsoft Secure Future Initiative and brings together experts across Microsoft, building on decades of Microsoft Research investment in program verification and security tooling. A preliminary version of ML-KEM in Rust is now available on the preview feature/verifiedcrypto (opens in new tab) branch of the SymCrypt repository. We encourage users to try the Rust build and share feedback (opens in new tab). Looking ahead, we plan to support direct use of the same cryptographic library in Rust without requiring C bindings.  Over the coming months, we plan to rewrite, verify, and ship several algorithms in Rust as part of SymCrypt. As our investment in Rust deepens, we expect to gain new insights into how to best leverage the language for high-assurance cryptographic implementations with low-level optimizations.  As performance is key to scalability and sustainability, we’re holding new implementations to a high bar using our benchmarking tools to match or exceed existing systems. Looking forward  This is a pivotal moment for high-assurance software. Microsoft’s investment in Rust and formal verification presents a rare opportunity to advance one of our key libraries. We’re excited to scale this work and ultimately deliver an industrial-grade, Rust-based, FIPS-certified cryptographic library. Opens in a new tab

Meta is reportedly set to invest $15 billion to acquire a 49% stake in Scale AI, in a deal that would make Scale CEO Alexandr Wang head of the tech giant’s new AI unit dedicated to pursuing “superintelligence.”Scale AI, founded in 2016, is a leading data annotation firm that hires workers around the world to label or create the data that is used to train AI systems.The deal is expected to greatly enrich Wang and many of his colleagues with equity in Scale AI; Wang, already a billionaire, would see his wealth grow even further. For Meta, it would breathe new life into the company’s flagging attempts to compete at the “frontier” of AI against OpenAI, Google, and Anthropic.However, Scale’s contract workers, many of whom earn just dollars per day via a subsidiary called RemoTasks, are unlikely to benefit at all from the deal, according to sociologists who study the sector. Typically data workers are not formally employed, and are instead paid for the tasks they complete. Those tasks can include labeling the contents of images, answering questions, or rating which of two chatbots’ answers are better, in order to teach AI systems to better comply with human preferences.(TIME has a content partnership with Scale AI.)“I expect few if any Scale annotators will see any upside at all,” says Callum Cant, a senior lecturer at the University of Essex, U.K., who studies gig work platforms. “It would be very surprising to see some kind of feed-through. Most of these people don’t have a stake in ownership of the company.”Many of those workers already suffer from low pay and poor working conditions. In a recent report by Oxford University’s Internet Institute, the Scale subsidiary RemoTasks failed to meet basic standards for fair pay, fair contracts, fair management, and fair worker representation.Advertisement“A key part of Scale’s value lies in its data work services performed by hundreds of thousands of underpaid and poorly protected workers,” says Jonas Valente, an Oxford researcher who worked on the report. “The company remains far from safeguarding basic standards of fair work, despite limited efforts to improve its practices.”The Meta deal is unlikely to change that. “Unfortunately, the increasing profits of many digital labor platforms and their primary companies, such as the case of Scale, do not translate into better conditions for [workers],” Valente says.A Scale AI spokesperson declined to comment for this story. “We're proud of the flexible earning opportunities offered through our platforms,” the company said in a statement to TechCrunch in May. Meta’s investment also calls into question whether Scale AI will continue supplying data to OpenAI and Google, two of its major clients. In the increasingly competitive AI landscape, observers say Meta may see value in cutting off its rivals from annotated data — an essential means of making AI systems smarter. Advertisement“By buying up access to Scale AI, could Meta deny access to that platform and that avenue for data annotation by other competitors?” says Cant. “It depends entirely on Meta’s strategy.”If that were to happen, Cant says, it could put downward pressure on the wages and tasks available to workers, many of whom already struggle to make ends meet with data work.A Meta spokesperson declined to comment on this story.

Are you in search of a company that resonates with your proactive spirit and entrepreneurial mindset? Your search ends here with Premier Truck Rental! Company Overview At Premier Truck Rental (PTR), we provide customized commercial fleet rentals nationwide, helping businesses get the right trucks and equipment to get the job done. Headquartered in Fort Wayne, Indiana, PTR is a family-owned company built on a foundation of integrity, innovation, and exceptional service. We serve a wide range of industriesincluding construction, utilities, and infrastructureby delivering high-quality, ready-to-work trucks and trailers tailored to each customers needs. At PTR, we dont just rent truckswe partner with our customers to drive efficiency and success on every job site. Please keep reading Not sure if you meet every requirement? Thats okay! We encourage you to apply if youre passionate, hardworking, and eager to contribute. We know that diverse perspectives and experiences make us stronger, and we want you to be part of our journey. Inside Sales Representative (ISR) at PTR is a friendly, people-oriented, and persuasive steward of the sales process. This role will support our Territory Managers with their sales pipeline while also prospecting and cross-selling PTR products themselves. This support includes driving results by enrolling the commitment and buy-in of other internal departments to achieve sales initiatives. The Inside Sales Representative will also represent PTRs commitment to being our customers easy button by serving as the main point of contact. They will be the front-line hero by assisting them in making informed decisions, providing guidance on our rentals, and resolving any issues they might face. We are seeking someone eager to develop their sales skills and grow within our organization. This role is designed as a stepping stone to a Territory Sales Manager (TSM) position, providing hands-on experience with customer interactions, lead qualification, and sales process execution. Ideal candidates will demonstrate a strong drive for results, the ability to build relationships, and a proactive approach to learning and development. High-performing ISRs will have the opportunity to be mentored, trained, and considered for promotion into a TSM role as part of their career path at PTR. COMPENSATION This position offers a competitive compensation package of base salary ($50,000/yr) plus uncapped commissions =OTE $85,000 annually. RESPONSIBILITIES Offer top-notch customer service and respond with a sense of urgency for goal achievement in a fast-paced sales environment. Build a strong pipeline of customers by qualifying potential leads in your territory. This includes strategic prospecting and sourcing. Develop creative ways to engage and build rapport with prospective customers by pitching the Premier Truck Rental value proposition. Partner with assigned Territory Managers by assisting with scheduling customer visits, trade shows, new customer hand-offs, and any other travel requested. Facilitate in-person meetings and set appointments with prospective customers. Qualify and quote inquiries for your prospective territories both online and from the Territory Manager. Input data into the system with accuracy and follow up in a timely fashion. Facilitate the onboarding of new customers through the credit process. Drive collaboration between customers, Territory Managers, Logistics, and internal teams to coordinate On-Rent and Off-Rent notices with excellent attention to detail. Identify and arrange the swap of equipment from customers meeting the PTR de-fleeting criteria. Manage the sales tools to organize, compile, and analyze data with accuracy for a variety of activities and multiple projects occurring simultaneously.Building and developing a new 3-4 state territory! REQUIREMENTS MUST HAVE2+ years of strategic prospecting or account manager/sales experience; or an advanced degree or equivalent experience converting prospects into closed sales. Tech-forward approach to sales strategy. Excellent prospecting, follow-up, and follow-through skills. Committed to seeing deals through completion. Accountability and ownership of the sales process and a strong commitment to results. Comfortable with a job that has a variety of tasks and is dynamic and changing. Proactive prospecting skills and can overcome objections; driven to establish relationships with new customers. Ability to communicate in a clear, logical manner in formal and informal situations. Proficiency in CRMs and sales tracking systems Hunters mindsetsomeone who thrives on pursuing new business, driving outbound sales, and generating qualified opportunities. Prospecting: Going on LinkedIn, Looking at Competitor data, grabbing contacts for the TM, may use technology like Apollo and LinkedIn Sales Navigator Partner closely with the Territory Manager to ensure a unified approach in managing customer relationships, pipeline development, and revenue growth. Maintain clear and consistent communication to align on sales strategies, customer needs, and market opportunities, fostering a seamless and collaborative partnership with the Territory Manager. Consistently meet and exceed key performance indicators (KPIs), including rental revenue, upfit revenue, and conversion rates, by actively managing customer accounts and identifying growth opportunities. Support the saturation and maturation of the customer base through strategic outreach, relationship management, and alignment with the Territory Manager to drive long-term success. Remote in the United States with some travel to trade shows, quarterly travel up to a week at a time, and sales meetingsNICE TO HAVE Rental and/or sales experience in the industry. Proficiency in , Apollo.io , LinkedIn Sales Navigator, Power BI, MS Dynamics, Chat GPT. Established relationships within the marketplace or territory. Motivated to grow into outside territory management position with relocation On Target Earnings: ($85,000)EMPLOYEE BENEFITSWellness & Fitness: Take advantage of our on-site CrossFit-style gym, featuring a full-time personal trainer dedicated to helping you reach your fitness goals. Whether you're into group classes, virtual personal training, personalized workout plans, or nutrition coaching, weve got you covered!Exclusive Employee Perks: PTR Swag & a Uniform/Boot Allowance, On-site Micro-Markets stocked with snacks & essentials, discounts on phone plans, supplier vehicles, mobile detailing, tools, & equipmentand much more!Profit SharingYour Success, rewarded: At PTR, we believe in sharing success. Our Profit-SharingComprehensive BenefitsStarting Day One:Premium healthcare coverage (medical, dental, vision, mental health & virtual healthcare)401(k) matching & long-term financial planning Paid time off that lets you recharge Life, accidental death, and disability coverage Ongoing learning & development opportunitiesTraining, Growth & RecognitionWe partner with Predictive Index to better understand your strengths, ensuring tailored coaching, structured training, and career development. Performance and attitude evaluations every 6 months keep you on track for growth.Culture & ConnectionMore Than Just a JobAt PTR, we dont just build relationships with our customerswe build them with each other. Our tech-forward, highly collaborative culture is rooted in our core values. Connect and engage through:PTR Field Days & Team EventsThe Extra Mile Recognition ProgramPTR Text Alerts & Open CommunicationPremier Truck Rental Is an Equal Opportunity Employer We are an equal opportunity employer and all qualified applicants will receive consideration for employment without regard to race, color, religion, sex, national origin, disability status, protected veteran status, or any other characteristic protected by law. If you need support or accommodation due to a disability, contact us at PI6e547fa1c5-

Jun 14, 2025Ravie LakshmananMalware / Threat Intelligence A new malware campaign is exploiting a weakness in Discord's invitation system to deliver an information stealer called Skuld and the AsyncRAT remote access trojan. "Attackers hijacked the links through vanity link registration, allowing them to silently redirect users from trusted sources to malicious servers," Check Point said in a technical report. "The attackers combined the ClickFix phishing technique, multi-stage loaders, and time-based evasions to stealthily deliver AsyncRAT, and a customized Skuld Stealer targeting crypto wallets." The issue with Discord's invite mechanism is that it allows attackers to hijack expired or deleted invite links and secretly redirect unsuspecting users to malicious servers under their control. This also means that a Discord invite link that was once trusted and shared on forums or social media platforms could unwittingly lead users to malicious sites. Details of the campaign come a little over a month after the cybersecurity company revealed another sophisticated phishing campaign that hijacked expired vanity invite links to entice users into joining a Discord server and instruct them to visit a phishing site to verify ownership, only to have their digital assets drained upon connecting their wallets. While users can create temporary, permanent, or custom (vanity) invite links on Discord, the platform prevents other legitimate servers from reclaiming a previously expired or deleted invite. However, Check Point found that creating custom invite links allows the reuse of expired invite codes and even deleted permanent invite codes in some cases. This ability to reuse Discord expired or deleted codes when creating custom vanity invite links opens the door to abuse, allowing attackers to claim it for their malicious server. "This creates a serious risk: Users who follow previously trusted invite links (e.g., on websites, blogs, or forums) can unknowingly be redirected to fake Discord servers created by threat actors," Check Point said. The Discord invite-link hijacking, in a nutshell, involves taking control of invite links originally shared by legitimate communities and then using them to redirect users to the malicious server. Users who fall prey to the scheme and join the server are asked to complete a verification step in order to gain full server access by authorizing a bot, which then leads them to a fake website with a prominent "Verify" button. This is where the attackers take the attack to the next level by incorporating the infamous ClickFix social engineering tactic to trick users into infecting their systems under the pretext of verification. Specifically, clicking the "Verify" button surreptitiously executes JavaScript that copies a PowerShell command to the machine's clipboard, after which the users are urged to launch the Windows Run dialog, paste the already copied "verification string" (i.e., the PowerShell command), and press Enter to authenticate their accounts. But in reality, performing these steps triggers the download of a PowerShell script hosted on Pastebin that subsequently retrieves and executes a first-stage downloader, which is ultimately used to drop AsyncRAT and Skuld Stealer from a remote server and execute them. At the heart of this attack lies a meticulously engineered, multi-stage infection process designed for both precision and stealth, while also taking steps to subvert security protections through sandbox security checks. AsyncRAT, which offers comprehensive remote control capabilities over infected systems, has been found to employ a technique called dead drop resolver to access the actual command-and-control (C2) server by reading a Pastebin file. The other payload is a Golang information stealer that's downloaded from Bitbucket. It's equipped to steal sensitive user data from Discord, various browsers, crypto wallets, and gaming platforms. Skuld is also capable of harvesting crypto wallet seed phrases and passwords from the Exodus and Atomic crypto wallets. It accomplishes this using an approach called wallet injection that replaces legitimate application files with trojanized versions downloaded from GitHub. It's worth noting that a similar technique was recently put to use by a rogue npm package named pdf-to-office. The attack also employs a custom version of an open-source tool known as ChromeKatz to bypass Chrome's app-bound encryption protections. The collected data is exfiltrated to the miscreants via a Discord webhook. The fact that payload delivery and data exfiltration occur via trusted cloud services such as GitHub, Bitbucket, Pastebin, and Discord allows the threat actors to blend in with normal traffic and fly under the radar. Discord has since disabled the malicious bot, effectively breaking the attack chain. Check Point said it also identified another campaign mounted by the same threat actor that distributes the loader as a modified version of a hacktool for unlocking pirated games. The malicious program, also hosted on Bitbucket, has been downloaded 350 times. It has been assessed that the victims of these campaigns are primarily located in the United States, Vietnam, France, Germany, Slovakia, Austria, the Netherlands, and the United Kingdom. The findings represent the latest example of how cybercriminals are targeting the popular social platform, which has had its content delivery network (CDN) abused to host malware in the past. "This campaign illustrates how a subtle feature of Discord's invite system, the ability to reuse expired or deleted invite codes in vanity invite links, can be exploited as a powerful attack vector," the researchers said. "By hijacking legitimate invite links, threat actors silently redirect unsuspecting users to malicious Discord servers." "The choice of payloads, including a powerful stealer specifically targeting cryptocurrency wallets, suggests that the attackers are primarily focused on crypto users and motivated by financial gain." Found this article interesting? Follow us on Twitter  and LinkedIn to read more exclusive content we post. SHARE    

Meta is looking to up its weakening AI game with a key talent grab. Following days of speculation, the social media giant has confirmed that Scale AI’s founder and CEO, Alexandr Wang, is joining Meta to work on its AI efforts. Meta will invest $14.3 billion in Scale AI as part of the deal, and will have a 49% stake in the AI startup, which specializes in data labeling and model evaluation services. Other key Scale employees will also move over to Meta, while CSO Jason Droege will step in as Scale’s interim CEO. This move comes as the Mark Zuckerberg-led company goes all-in on building a new research lab focused on “superintelligence,” the next step beyond artificial general intelligence (AGI). The arrangement also reflects a growing trend in big tech, where industry giants are buying companies without really buying them — what’s increasingly being referred to as “acqui-hiring.” It involves recruiting key personnel from a company, licensing its technology, and selling its products, but leaving it as a private entity. “This is fundamentally a massive ‘acqui-hire’ play disguised as a strategic investment,” said Wyatt Mayham, lead AI consultant at Northwest AI Consulting. “While Meta gets Scale’s data infrastructure, the real prize is Wang joining Meta to lead their superintelligence lab. At the $14.3 billion price tag, this might be the most expensive individual talent acquisition in tech history.” Closing gaps with competitors Meta has struggled to keep up with OpenAI, Anthropic, and other key competitors in the AI race, recently even delaying the launch of its new flagship model, Behemoth, purportedly due to internal concerns about its performance. It has also seen the departure of several of its top researchers.  “It’s not really a secret at this point that Meta’s Llama 4 models have had significant performance issues,” Mayham said. “Zuck is essentially betting that Wang’s track record building AI infrastructure can solve Meta’s alignment and model quality problems faster than internal development.” And, he added, Scale’s enterprise-grade human feedback loops are exactly what Meta’s Llama models need to compete with ChatGPT and Claude on reliability and task-following. Data quality, a key focus for Wang, is a big factor in solving those performance problems. He wrote in a note to Scale employees on Thursday, later posted on X (formerly Twitter), that when he founded Scale AI in 2016 amidst some of the early AI breakthroughs, “it was clear even then that data was the lifeblood of AI systems, and that was the inspiration behind starting Scale.” But despite Meta’s huge investment, Scale AI is underscoring its commitment to sovereignty: “Scale remains an independent leader in AI, committed to providing industry-leading AI solutions and safeguarding customer data,” the company wrote in a blog post. “Scale will continue to partner with leading AI labs, multinational enterprises, and governments to deliver expert data and technology solutions through every phase of AI’s evolution.” Allowing big tech to side-step notification But while it’s only just been inked, the high-profile deal is already raising some eyebrows. According to experts, arrangements like these allow tech companies to acquire top talent and key technologies in a side-stepping manner, thus avoiding regulatory notification requirements. The US Federal Trade Commission (FTC) requires mergers and acquisitions totaling more than $126 million be reported in advance. Licensing deals or the mass hiring-away of a company’s employees don’t have this requirement. This allows companies to move more quickly, as they don’t have to undergo the lengthy federal review process. Microsoft’s deal with Inflection AI is probably one of the highest-profile examples of the “acqui-hiring” trend. In March 2024, the tech giant paid the startup $650 million in licensing fees and hired much of its team, including co-founders Mustafa Suleyman (now CEO of Microsoft AI) and Karén Simonyan (chief scientist of Microsoft AI). Similarly, last year Amazon hired more than 50% of Adept AI’s key personnel, including its CEO, to focus on AGI. Google also inked a licensing agreement with Character AI and hired a majority of its founders and researchers. However, regulators have caught on, with the FTC launching inquiries into both the Microsoft-Inflection and Amazon-Adept deals, and the US Justice Department (DOJ) analyzing Google-Character AI. Reflecting ‘desperation’ in the AI industry Meta’s decision to go forward with this arrangement anyway, despite that dicey backdrop, seems to indicate how anxious the company is to keep up in the AI race. “The most interesting piece of this all is the timing,” said Mayham. “It reflects broader industry desperation. Tech giants are increasingly buying parts of promising AI startups to secure key talent without acquiring full companies, following similar patterns with Microsoft-Inflection and Google-Character AI.” However, the regulatory risks are “real but nuanced,” he noted. Meta’s acquisition could face scrutiny from antitrust regulators, particularly as the company is involved in an ongoing FTC lawsuit over its Instagram and WhatsApp acquisitions. While the 49% ownership position appears designed to avoid triggering automatic thresholds, US regulatory bodies like the FTC and DOJ can review minority stake acquisitions under the Clayton Antitrust Act if they seem to threaten competition. Perhaps more importantly, Meta is not considered a leader in AGI development and is trailing OpenAI, Anthropic, and Google, meaning regulators may not consider the deal all that concerning (yet). All told, the arrangement certainly signals Meta’s recognition that the AI race has shifted from a compute and model size competition to a data quality and alignment battle, Mayham noted. “I think the [gist] of this is that Zuck’s biggest bet is that talent and data infrastructure matter more than raw compute power in the AI race,” he said. “The regulatory risk is manageable given Meta’s trailing position, but the acqui-hire premium shows how expensive top AI talent has become.”