• WWW.FASTCOMPANY.COM
    5 GenAI principles for K-12 education
    Imagine this: A new technology has arrived, drawing enormous public discussion. Among the questions is how it might be used in schools. Advocates call for its widespread adoption, saying it will revolutionize schooling and motivate students. Others are wary, fearing it will make kids lazy.The year is 1922; the leading advocate is Thomas Edison, who has a special place in my heart for founding what became General Electric (GE) in my hometown of Schenectady, NY. He promised that his invention, the motion picture, is destined to revolutionize our educational systemeven replacing textbooks.A century later, its safe to say that Edisons revolution didnt play out exactly as he pictured (nor justify his critics worst fears), but it surely had profound effects. Movies didnt replace the written wordnothing canbut they put new tools at teachers fingertips. Like waves of technological innovation that followed, movies also presented schools with crucial choices about their responsible use in ways that both benefit and protect students.Introducing generative AIAnd now comes generative AI (GenAI), best recognized as the chatbots that have exploded into popular awareness. Once again, schools will be a place for crucial decisions. Companies like oursthe largest provider of learning solutions to K-12 schoolshave a role here, and I believewe should publicly state principles to keep students and teachers at the center of GenAI development.Half of educators say they are currently using generative AI, and it is saving them time. Recent studies suggest that teachers spend over 50% of their time on non-teaching tasksimagine what could be possible if they spent more of that time directly connected to students and teaching.That idea, I believe, only scratches the surface of AIs potential benefits. AI tools can enhance teachers productivity by helping them plan lessons and activities, convert text into presentations, and create summaries of textsjust to name a few. AI tools can also help enhance students literacy learning withpersonalized learning experiencessuch as providing teachers with suggested feedback and revision on student writing.Its exciting, but AI will earn the trust of schools, teachers, families, and education leaders only if its used with wisdom, guidelines, and safeguards that ensure it genuinely supports teachers, benefits students, and never compromises childrens privacy or safety. Thats why were outlining five recommended principles we believe should guide the responsible adoption of AI technologies in K-12 schools.Keep teachers at the centerThe teacher-student relationship is crucial. We believe in a high-tech, high-touch approach in which technology should support, not mediate, this connection.Teachers are closest to the educational experience, and their voices must also inform the development of new technologies intended to serve them.Teachers will need support and professional development to build artificial intelligence literacy to effectively leverage the technology in the classroom. Most educators (76%) identify a need for education on ethical AI usage and its integration into the classroom.Uphold student privacy, safety, and well beingProtecting student privacy and data is non-negotiable. Existing federal laws provide strong protections that must apply to the new uses that may be associated with GenAI. Many state laws also protect childrens and students privacy, and third-party organizations must uphold and promote data privacy and student safety.Lawmakers should ensure that existing laws and regulations properly account for and clarify how these levers can be used or applied to GenAI.Ensure responsible and ethical useFamilies need to understand how GenAI is being used in schoolswithout being overwhelmed with information thats too detailed or technical to understand. Federal and state policymakers should work with AI experts to determine appropriate disclosure requirements and provide guidance for how districts and schools can access the information they need about GenAI systems they choose to use.Encourage continuous evaluation and improvementSystemic integration of AI into education technology and practice requires analysis of which strategies work, for whom, and why. Creating a culture of ongoing evaluation and improvement will ensure the technologies genuinely support teaching and learning. Even these trials must include guardrails to protect student privacy, safety, and wellbeing.Prioritize accessibility and inclusivityAs classrooms become more diverse in demographics and learning needs, GenAI tools can equip teachers with personalized approaches, recommendations, and supplemental materials to meet each students needs. As new bias, equity, and accessibility considerations emerge with the use of GenAI, regulations need to evolve.Our schools, like our society, face the task of defining guardrails for a field thats evolving with astonishing speed. Policymakers, and companies like ours, must put empathy, safety, and privacy at the forefront to maximize the benefit that these technologies will surely have to elevate teaching and learning.Jack Lynch is CEO of HMH.
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  • WWW.FASTCOMPANY.COM
    Why now is the best time to IPO
    Timing is essential for the success of an IPO. Similar to how a seed needs the proper nutrients to sprout and thrive, new companies going public need a regulatory and economic environment that supports growth. In the years leading up to the 250th anniversary of the United States, signs look good for startups eyeing an IPO.If Trumps second term mirrors his first, founders can expect fertile soil for an IPO, particularly in terms of deregulation. Beyond that, proposed tax cuts could land corporate tax rates as low as 15%, allowing for higher profit margins and better valuations during an IPO.This combination of less regulation and lower corporate taxes will likely lead to a more bullish market as investor confidence increases. Jay Hatfield, CEO of Infrastructure Capital Advisors, even raised his prediction for the S&P 500 to hit 7,000 in 2025, given a Trump presidency and a more favorable business environment.Startups should take advantage of this to get their businesses in order, go public, and enjoy the long-term strategic growth opportunities that come from being a publicly traded organization.That said, timing has two components: internal and external. If the external environment is the fertile soil, the internal is asking, Is this seed ready to be planted? In other words, is the startup prepared to successfully navigate the IPO process and then take advantage of new opportunities?Internal preparation involved in an IPOThe IPO process is quite involved, even when the environment is relatively business-friendly, which is why you want to start preparing ahead of time. This is especially true for international companies looking to IPO in the U.S. Before an IPO, you need to make sure youre ready for the following processes that are put in place to vet potential public offerings.Financial auditBefore going public, companies need to undergo a thorough financial audit to build trust with potential investors. The audit typically involves a professional review of the past two to three years of company documents, with a focus on verifying financial health, accuracy, and compliance with regulations.For many international companies, this process also involves adopting the U.S. Generally Accepted Accounting Principles.Market assessmentIn addition to auditing previous finances, the businesss model, product, and product/market fit need validation.This involves financial advisors assessing questions, such as:Is the company viable?Can the company sustain growth?Is there evidence that the company can succeed in its target market?As a startup, you want evidence suggesting the answer is yes to all of those questions. For example, Spiking is primarily targeting the generative AI financial tools market. To validate product quality and market fit, our team participated in AI competitions and incubator programs hosted by major technology companies, including Huawei, IBM[DA1][CC2], and Google Cloud.ValuationOnce the product and business model have been validated, its time for the company to undergo valuation. This is what determines the initial share price of the IPO, which can impact how much capital youre able to raise. Ideally, you want a price that attracts investors without going so low that you lose the opportunity to raise more capital.As a company preparing for an IPO, you want to have good forecasts that optimize the factors that impact your value, such as weighted forecast growths and shareholder return patterns. UnderwritingThe underwriter is the financial institution, typically an investment bank, that issues your stock to the public and helps you garner attention to lead to a successful IPO day. Hiring an underwriter is often the largest cost associated with going public, as many of these institutions charge 4% to 7% of IPO proceeds as a fee for their services.When economic conditions are good for an IPO, competition for underwriters can be higher, so you need a strong pitch. In addition to your validation and valuation, underwriters will look at your balance sheet health, financial performance, and potential for a successful IPO and long-term growth.Legal assessmentFrom a legal perspective, you also need to make sure your business is set up to comply with U.S. regulations. While its not mandatory, it can be helpful to consider switching to a law firm that has experience working with publicly traded companies. The team can help ensure you meet all the legal requirements for an IPO.Beyond that, a law firm that works with public companies can provide ongoing legal support and help prepare annual statements, adjust your corporate structure as you grow, and create shareholder agreements.Leverage an IPO for long-term growthPreparing for a successful IPO is an involved process. That said, it also presents a compelling business opportunity for sustaining long-term growth. Specifically, by going public, companies receive a seal of approval from the U.S. Securities and Exchange Commission. This, in turn, can improve a companys reputation, increase investor confidence, and make raising capital in public markets easier. Startups can leverage their public status to support long-term investment growth in ways they couldnt as private corporations.MicroStrategy made the most of this approach by understanding that going public meant access to raising capital in public markets, which it used to become the first publicly traded company to invest in Bitcoin. The company has used Bitcoin to protect against the potential negative impacts of rising inflation. Going public allowed MicroStrategy to sell 13.6 million shares and become the largest institutional Bitcoin holder, and its market capitalization has grown to $97.04 billion at the time of writing.That said, MicroStrategy is just one example of leveraging capital fundraising to support sustainable growth. Startups dont have to follow the exact path of investing in Bitcoin to maximize their post-IPO potential. Ultimately, its crucial to remember that an IPO is not the finish line of the race. Its the starting point for a more effective long-term investment strategy for your company.Clemen Chiang is CEO of Spiking.
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  • WWW.DEZEEN.COM
    Gonzalo Bardach tops Argentinian forest retreat with garden roof
    Local studio Gonzalo Bardach Arquitectura has created a concrete woodland house with a ramping green roof near the coast outside Buenos Aires, Argentina.Located in a coniferous forest in Costa Esmeralda, the 282-square metre (3,035-square foot) Forest House is set into a dune, using the uneven topography to create a shelter with voids and framed views that create a connection between the interior and exterior spaces.Gonzalo Bardach Arquitectura has completed a woodland house near Buenos AiresThe 2023 design works to harmonize architecture and landscape by placing large voids filled with glass in the front and the back of the house, looking out, that allow residents to feel like they are surrounded by the trees."I consider the Forest house a project designed to remain in time, so it is, therefore, important to conceive the works dynamically, so that they are enriched by the passage of time and the landscape gains strength and prominence," said Gonzalo Bardach Arquitectura founder Gonzalo Bardach.The house is set into a dune and covered by a green roofThe single-storey sleeping and service spaces are located in three linear pavilions partially buried in the dune and lined with extruding walls of board-formed concrete.The ground slopes up to form a green roof, which also bridges the pavilions over a large central space that holds the kitchen, dining, and living rooms.The green roof slopes upwards to cover the buildingLight filters in through floor-to-ceiling glass walls and from the side of the house where the living room transitions to a small side gallery.Over 50 square metres (560 square feet) of covered porch space is distributed across the plan with a large outdoor living area that heads out to the rectangular pool and a small awning off each bedroom that is created by the angled terminus of the stone walls.A central living area sits next to an outdoor pool"The architectural path in the Forest House is the main axis of the whole design, for which every sequence and space has been thought through," said Bardach."It is a clear example of how to take into account not only morphology and program needs, but also the impact on the environment."Selected for minimal life cycle maintenance and ability to integrate with the environment, the interior material palette includes liquid stone, wood, iron and glass.Liquid stone, iron, glass and wood were used on the interior"The liquid stone emerges as the distinctive and expressive element of the project, adapting to the terrain topography and enabling an effortless relationship between the architecture and the surrounding landscape," the studio said."The work is materially integrated into the environment, and this connection generates a sense of rootedness and refuge in the middle of the forest."Read: BHY Arquitectos adds gabled greenhouse to 1980s Buenos Aires homeThe materials allow the building to become a "living canvas" for sunlight filtering through the tree canopy, creating shadow patterns."In this refuge in the middle of the forest, sunlight becomes a dynamic element that constantly transforms the perception of the space, inviting us to experience a deeper connection with nature and with ourselves," the team said.Native Buenos Aires plant species cover the roofStemming from botanical research of native Buenos Aires species, the garden roof promotes cross-species support and a more organic, less-controlled approach to maintenance. The biodiversity and adaptability allow the garden to develop its own rhythm.Other projects recently designed in the forests of South America include a prefabricated house with a green roof in Brazil by MAPA and Minimod and a stilted glass house in Chile by Aguilo + Pedraza.The photography is by Csar Bjar.Project credits:Architecture studio: Gonzalo Bardach ArquitecturaArchitect: Gonzalo BardachDesign team: Gonzalo Bardach, Martn Macca, Manuel Enriquez.Landscape design: Gonzalo BardachInterior design: Gonzalo BardachStructural design: VH, Julin VenturiniThe post Gonzalo Bardach tops Argentinian forest retreat with garden roof appeared first on Dezeen.
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  • WWW.CORE77.COM
    Core77 Weekly Roundup (1-6-25 to 1-10-25)
    Here's what we looked at this week:The Travel Heavy, an aluminum 12" LP carrier for traveling DJs, is an upgrade from milk crates. Nifty tool: A tiny universal workholding device for watchmakers.Now available in the U.S.: This electric-assist screwdriver from Japan. An impressive exploration of material: This monomaterial bamboo projectile weapon.Forever object: This minimalist Mark Two pen, by Studio Neat, is a beautiful piece of industrial design.The cuckoo clock's unlikely origin story, plus a more modern interpretation of the design.Steller Floors produces a hardwood floor system where you can actually remove one piece at a time.Annabell, by industrial designer Elizabeth Salonen, is a pendant lamp inspired by Finland's natural light.Sony's Afeela 1 is a car that's not so much about driving.A small design touch by Yardsale improves the UX of ski poles.Not good: Robot vacuums are now growing arms.A desk for industrial designers who sketch? Basically a drafting table with a monitor mount.To tackle unusually narrow French vineyard rows, tractor manufacturer turned to Pininfarina for a solution.The g.stand, by ID firm grape lab, is a laptop stand made from a single sheet of recycled paper.This Nyala Chair, by industrial designer Jomo Tariku, warns of the extinction of the antelope that inspired its design.Design for how people actually behave: The Stupid Car Tray.Similar functions, different forms: Umbilical cord scissors vs. PEX cutters.Swippitt: A system that fully charges your phone in two seconds.ID firm SGW Designworks explains how to design military-grade products.
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  • WWW.YANKODESIGN.COM
    Kawabi Lighting Debuts at Colony: Merging Ancestral Design with Modern Elegance
    Emerging lighting studio Kawabi, based in New York, has solidified its place in the design world by joining Colony, the renowned Tribeca gallery championing independent talent. Co-founded by Irisa Na and Aaron Kawabi, the studio crafts handmade-to-order lighting fixtures described as vessels of illumination. These creations draw from ancestral forms and rituals, merging historical inspiration with modern aesthetics. To mark this collaboration, Colony is showcasing Kawabis debut collections: the Souvenir Collection, the Legume Series, and the Cascade Pendant.Designer:Kawabi Kawabis Souvenir Collection conveys a minimalist elegance steeped in symbolism, with shades crafted from pleated kozo paper supported by sleek architectural frames. Evoking the imagery of gateways and portals, the designs explore the spiritual resonance of objects as beacons of light and meaning. Inspired by a traditional paper lantern encountered in San Franciscos Chinatown, the collection integrates East Asian lantern-making techniques into a contemporary framework.The Souvenir Table Lamp and Souvenir Floor Lamp stand out as testaments to Kawabis refined artistry. The table lamp, with its precision-folded kozo paper shade and warm walnut base, evokes a sense of quiet reverence, as though illuminating a shrine to modern simplicity. Meanwhile, the floor lamp elevates functionality to art. Its live-edge wood cross beam lends a tactile authenticity, while a suspended brass pendulum touch switch adds an unexpected interplay of elegance and utility. Together, the pieces transform light into a spiritual centerpiece, seamlessly marrying ancient symbolism with modern refinement.The Legume Lamp is a heartfelt homage to the rituals of offering and remembrance. Its form, reminiscent of a seed pod, encapsulates themes of renewal and legacy. The lamps organic curves, coupled with a base inspired by ceremonial offering trays, blend practicality with a sense of sacred ritual.Crafted from white oak, kozo paper, and rattan, the Legume Lamp seems to glow with its own inner life. It bridges the tactile warmth of natural materials with an emotional resonance rooted in tradition. The lamp not only lights a room but also invites reflection, becoming a quiet monument to familial connections and cultural heritage.Drawing from the graceful asymmetry of kengai bonsai arrangements, the Cascade Pendant integrates the beauty of organic motion into its sculptural form. The fixtures alternating shapes evoke flowing branches, creating a dynamic composition that offers a new perspective from every angle.Made from white oak, kozo paper, and rattan, the Cascade Pendant achieves harmony between material and concept. The natural grain of the wood complements the soft translucence of the paper, while the suspended elements seem to float, as if caught in an eternal downward drift. The design transforms light into a living element, inviting viewers to interact with its evolving interplay of shadow and illumination.For Kawabi, light is more than a tool; it is an experience of connection. The studios founders have expressed that their first collaboration on a lighting piece revealed light as the perfect medium for evoking resonance and harmony. This ethos permeates every fixture, crafted with the intention of creating meaningful and attuned spaces.Colonys founder, Jean Lin, highlighted the studios ability to blend traditional Asian iconography with modern sensibilities, describing their work as both contemporary and deeply rooted. She emphasized Kawabis unique voice in the design landscape, anticipating the resonance it would bring to new audiences.Kawabis debut at Colony is more than an introduction, it is a celebration of heritage, craftsmanship, and modern design. Through the interplay of ancestral narratives and contemporary innovation, their lighting pieces illuminate more than just physical spaces. Each fixture carries a story, inviting viewers to experience light as a bridge between past and present. Visitors to Colonys Tribeca gallery are welcomed into this luminous dialogue, where the traditional and the contemporary merge in harmony.The post Kawabi Lighting Debuts at Colony: Merging Ancestral Design with Modern Elegance first appeared on Yanko Design.
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  • WWW.WIRED.COM
    Even Trump Cant Stop Americas Green Transition, Says Bidens Top Climate Adviser
    As he prepares to leave the White House, Ali Zaidi is sober about whats comingbut says too much has already been built and invested for Donald Trump to undo it.
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  • WWW.NYTIMES.COM
    Disney, Fox and Warner Bros. Discontinue Venu Sports Streaming Service
    Venu Sports, a joint venture between Disney, Fox and Warner Bros., was announced to great fanfare last year but was discontinued before it ever became available.
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  • WWW.COMPUTERWORLD.COM
    4 in 10 companies plan to replace employees with AI, WEF says
    Forty-one percent of companies intend to cut their workforce in the next five years as many tasks are automated with AI, according to the World Economic Forum (WEF) Future of Jobs Report 2025.At the same time, 70% of companies say they expect to hire people with knowledge of the new AI tools, reportsCNN Business.The WEF sees advances in AI and renewable energy as reshaping the labor market, driving demand for a variety of technical or specialist roles while leading to a decline for others. The shifts will also likely push companies to upskill their own employees.Theres good news as well. According to the WEF forecast, while 92 million existing jobs will disappear by 2030, 170 million new jobs will be created. In other words, there will be a net addition of 78 million jobs if the forecast is accurate.
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  • WWW.COMPUTERWORLD.COM
    New malware justifies Apples locked-down security strategy
    Apple has told us Macs arent secure enough and it continues working toimprove their security, as it does across all of its platforms. But a newly identified malware attack confirms that third-party developers can sometimes be a weak link in the perimeter.In this case,Checkpoint securityhas identified a malware-as-a-service attack it calls Banshee macOS Stealer.This insidious attack, which has apparently now been closed down, was spread via seemingly legitimate browser downloads distributed outside of Apples Mac App Store. When installed, it was capable of exfiltrating all kinds of information, including account, banking and crypto logins, and more, and was resistant to Apples own antivirus protection system, Gatekeeper. (The malware is also available on Windows, but Im less sure of thedegree of risk users on that platform face.If its too good to be true, its too good to be trueHeres what we know:The software was distributed in infected versions of popular software (such as Chrome or Telegram) via phishing websites and fake GitHub repositories.When in the field, it targets third-party browsers such as Chrome, browser extensions, and makes use of a 2FA extension to capture sensitive information.It also tricks users into sharing their passwords with legitimate seeming system prompts, sending stolen data back via command and control servers.An attack-as-a-service malware of this kind usually relies on a command server within the exfiltration process, with legitimate-seeming but infiltrated software a method of attack ever since people used to share applications via FTP, and probably before.None of this is new. Nor is the main attacks reliance on tricking users. Everyone by now knows that computer users are now and will forever be the weakest link in platform security. Convincing people to download software that is infected is common, and recent attacks from NSO and other reprehensible companies showed that it is still possible to craft attacks that dont even require user intervention. (Though those are very, very expensive.)What is new is that those behind the attack used some of Apples own anti-virus tools, stealing, a string encryption algorithm from Apples own XProtect antivirus engine, which replaced the plain text strings used in the original version, according to Checkpoint.This is what helped the attack evade detection for two months, though it was eventually identified, mitigated, and the operation shut down. Crisis over.Prevention beats cureExcept the crisis is never really over.What this attack exposed is that platforms can be undermined, and while Macs (and Apples other products) are unlike others secure by design, that doesnt mean they are infallible.The introduction of Lockdown Mode demonstrates that Apple knows attacks happen. Within that context, it becomes super-important to ensure every user understands that if software they usually pay for is available free somewhere, they should absolutely avoid installing it. And they should always ensure that legitimate software (such as Chrome) is installed from the original source.Thats not a problem if you stay within trusted app distribution ecosystems, of course particularly Apples own heavily-policed app stores. But as the company is forced to open up to third-party distribution, that security will be eroded as, at least in some cases, some app developers insist on independent distribution of their software.That represents a golden opportunity for malware distributors to try to build legitimate-seeming download sites for these apps. Though its possible that Apples Notarization system (as it expands) might become an essential tool to protect against this.While some developers continue to complain about the cost of distribution on Apples platforms, it must be stressed that the cost of cybercrime isexpected to surpass $10 trillionthis year. That means it is in the public interest for app developers if they really want to play their part to combat cybercrime to ensure they create and protect secure software distribution systems that do not confuse consumers.We all play a partIts actually in the national (international) interest. I think some of the top people predict that the next big war is fought on cybersecurity, Apple CEO Tim Cooktold Time in 2016.Software consumers need to play their part.As cyber criminals continue to innovate, security solutions must evolve in tandem to provide comprehensive protection, Check Point Research explains. Businesses and users alike must take proactive steps to defend against threats, leveraging advanced tools and fostering a culture of caution and awareness.Despite this attack, the Mac remains theworlds most secure PC platform. One of the easiest ways for anyone to improve their own security posture is to move to Apples platforms. And one of the easiest ways to undermine that security is to install dodgy software, no matter how genuine it appears to be. If it seems too good to be true, its too good to be true. So, dont download it.You can follow me on social media! Youll find me onBlueSky, LinkedIn,Mastodon, andMeWe.
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  • APPLEINSIDER.COM
    Slim iPhone 17 could be even thinner than expected
    Analyst Ming-Chi Kuo claims that previous reports of an iPhone 17 Slim being 6mm are underestimating its thinness, at least for part of the device.A render of what the iPhone 17 Slim could look likeWhile rumors of a slim iPhone 17 have been circulating since at least June 2024, there was initially little news of just how much slimmer it could be than the 7.3mm of the iPhone SE. Then in November 2024, reports claimed that it would come in at a significantly thinner 6mm.Now according to Ming-Chi Kuo, the actual figure is going to be just 5.5mm but perhaps only for part of the iPhone. Rumor Score: Possible Continue Reading on AppleInsider | Discuss on our Forums
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