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Advancements in artificial intelligence are shaping nearly every facet of society, including education. Over the past few years, especially with the availability of large language models like ChatGPT, theres been an explosion of AI-powered edtech. Some of these tools are truly helping students, while many are not. For educational leaders seeking to leverage the best of AI while mitigating its harms, its a lot to navigate. Thats why the organization I lead, the Advanced Education Research and Development Fund, collaborated with the Alliance for Learning Innovation (ALI) and Education First to write Proof Before Hype: Using R&D for Coherent AI in K-12 Education. I sat down with my coauthors, Melissa Moritz, an ALI senior advisor, and Ila Deshmukh Towery, an Education First partner, to discuss how schools can adopt innovative, responsible, and effective AI tools. Q: Melissa, what concerns you about the current wave of AI edtech tools, and what would you change to ensure these tools benefit students? Melissa: Too often, AI-powered edtech is developed without grounding in research or educators input. This leads to tools that may seem innovative, but solve the wrong problems, lack evidence of effectiveness, ignore workflow realities, or exacerbate inequities. What we need is a fundamental shift in education research and development so that educators are included in defining problems and developing classroom solutions from the start. Deep collaboration across educators, researchers, and product developers is critical. Lets create infrastructure and incentives that make it easier for them to work together toward shared goals. AI tool development must also prioritize learning science and evidence. Practitioners, researchers, and developers must continuously learn and iterate to give students the most effective tools for their needs and contexts. Q: Ila, what is the AI x Coherence Academy and what did Education First learn about AI adoption from the K-12 leaders who participated in it? Ila: The AI x Coherence Academy helps cross-functional school district teams do the work that makes AI useful: Define the problem, align with instructional goals, and then choose (or adapt) tools that fit system priorities. It’s a multi-district initiative that helps school systems integrate AI in ways that strengthen, rather than disrupt, core instructional priorities so that adoption isnt a series of disconnected pilots. We’re learning three things through this work. First, coherence beats novelty. Districts prefer customizable AI solutions that integrate with their existing tech infrastructure rather than one-off products. Second, use cases come before tools. A clear use case that articulates a problem and names and tracks outcomes quickly filters out the noise. Third, trust is a prerequisite. In a world increasingly skeptical of tech in schools, buy-in is more likely when educators, students, and community members help define the problem and shape how the technology helps solve it. Leaders are telling us they want tools that reinforce the teaching and learning goals already underway, have clear use cases, and offer feedback loops for continuous improvement. Q: Melissa and Ila, what types of guardrails need to be in place for the responsible and effective integration of AI in classrooms? Ila: For AI to be a force for good in education, we need several guardrails. Lets start with coherence and equity. For coherence, AI adoption must explicitly align with systemwide teaching and learning goals, data systems, and workflows. To minimize bias and accessibility issues, product developers should publish bias and accessibility checks, and school systems should track relevant data, such as whether tools support (versus disrupt) learning and development, and the tools efficacy and impact on academic achievement. These guardrails need to be co-designed with educators and families, not imposed by technologists or policymakers. The districts making real progress through our AI x Coherence Academy are not AI-maximalists. They are disciplined about how new tools connect to educational goals in partnership with the people they hope will use them. In a low-trust environment, co-designed guardrails and definitions are the ones that will actually hold. Melissa: We also need guardrails around safety, privacy, and evidence. School systems should promote safety and protect student data by giving families information about the AI tools being used and giving them clear opt-out paths. As for product developers, building on Ilas points, they need to be transparent about how their products leverage AI. Developers also have a responsibility to provide clear guidance around how their product should and shouldnt be used, as well as to disclose evidence of the tools efficacy. And of course, state and district leaders and regulators should hold edtech providers accountable. Q: Melissa and Ila, what gives you hope as we enter this rapidly changing AI age? Melissa: Increasingly, we are starting to have the right conversations about AI and education. More leaders and funders are calling for evidence, and for a paradigm shift in how we think about teaching and learning in the AI age. Through my work at ALI, Im hearing from federal policymakers, as well as state and district leaders, that there is a genuine desire for evidence-based AI tools that meet students and teachers needs. Im hopeful that together, well navigate this new landscape with a focus on AI innovations that are both responsible and effective. Ila: What gives me hope is that district leaders are getting smarter about AI adoption. They’re recognizing that adding more tools isn’t the answercoherence is. The districts making real progress aren’t the ones with the most AI pilots; they’re the ones who are disciplined about how new tools connect to their existing goals, systems, and relationships. They’re asking: Does this reinforce what we’re already trying to do well, or does it pull us in a new direction? And theyre bringing a range of voices into defining use cases and testing solutions to center, rather than erode, trust. That kind of strategic clarity is what we need right now. When AI adoption is coherent rather than chaotic, it can strengthen teaching and learning rather than fragment it. Auditi Chakravarty is CEO of the Advanced Education Research and Development Fund.
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E-Commerce
When I looked ahead to 2026, one issue jumped out in every conversation I had with business leaders: Resilience is buckling under pressure. The pace of change is no longer just fastit is accelerating beyond the reach of traditional playbooks. We are entering an era of complexity risk, where the greatest threats stem not only from malicious actors, but from the sheer entanglement of our own systems. Below are the four shifts business leaders must prepare for to navigate 2026. 1. Recovery will become the most important metric For years, companies have focused their investments on prevention. But AI changed the economics of cyber risk. Offensive AI makes it fast and inexpensive for attackers to generate malware, exploit known vulnerabilities, and pivot across a digital environment. Even strong defenses will miss things. Rubriks latest research highlights thatonly 28% of organizationsbelieve they can fully recover from a cyberattack within 12 hoursa steep decline from 43% in 2024. The gap in confidence underscores the growing friction between rapid tech adoption and operational resilience. The organizations that thrive in 2026 will prioritize validating data integrity before restoring systems, and establishing isolated cyber vaults for safe testing and rebuilding. Recovery strategies should guarantee that the restored environment is free of malicious code, making robust recovery engines a necessity, not a convenience. 2. Identity security will become the top budget priority Identity is one of the biggest, and least understood, business risks. Most companies today drastically underestimate their identity footprint. In the AI era, non-human identitiesthe service accounts and machine credentials that fuel our automationnow outnumber humans. Instead of breaking in, attackers are logging in by exploiting this labyrinth of unprotected non-human credentials. By 2026, these silent entry points won’t just provide a foothold; they will be the primary lever for achieving full-system compromise. Rubrik found that nearly 9 in 10 organizations plan to hire identity security professionals in the next year. As a result, executives should prepare for a significant rebalancing of budgets, with identity security moving to the top of the priority list. The reality is that identity sprawl will only accelerate as AI increases automation and service connectivity. In 2026, the ability to govern and secure identities will matter more than the data infrastructure those identities protect. 3. AI agent sprawl will trigger a governance renaissance Many organizations are deploying AI agents, sometimes hundreds of them, to handle everything from customer support to code generation to workflow automation. But behind the scenes, most teams lack clear oversight into what those agents are doing, what data they touch, and whether their output is correct. This great AI sprawl is setting up a governance crisis. In 2026, companies will realize that deploying AI agents at scale requires the same level of rigor as onboarding employees or granting system access. A new class of business-critical questions will emerge: Which systems can autonomous agents interact with? How do we validate the accuracy of their actions? What remediation steps are required when agents make mistakes? Success in agent-driven environments requires new frameworks for monitoring, workforce, and security, which includes heavy investment in robust governance and remediation systems. Done correctly, it enables transformation; done poorly, it creates uncontrollable risk. 4. Multi-cloud complexity will force a unified control plane Most enterprises today use a mix of cloud platforms, each with its own backup, security, and identity tools. What began as flexibility has evolved into operational drag. In 2026, the myth that native cloud tools are good enough will collapse. Fragmented environments slow recovery efforts, make migrations painful, and increase the time it takes to diagnose issues across platforms. Companies running multiple cloud-native backup systems are already experiencing longer recovery times, prompting emergency migrations and avoidable downtime. The business case for unifying control across clouds, once seen as an IT optimization, will become a survival requirement. Future-proof organizations are consolidating multi-cloud management into a single pane. Success here depends on one thing: seamlessly merging identity security with data defense to create a unified hub for all corporate data. Leaders will then shift focus toward achieving centralized visibility across clouds, enabling unified orchestration for recovery. 2026 DEMANDS SHARPER RESILIENCE In 2026, business resilience will depend on how effectively organizations recover, how intelligently they govern identity and AI agents, and how well they manage the complexity of multi-cloud environments. Executives who embrace these shifts early will reduce risk, accelerate innovation, and create more durable, adaptable enterprises. Those who delay may find that complexity (especially in managing non-human identities), not attackers, is the biggest threat to their future. Arvind Nithrakashyap is CTO of Rubrik.
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E-Commerce
In a recent interview with Wired, billionaire philanthropist Melinda French Gates made clear she is no friend of hustle culture and nonstop busyness. My parents were countercultural. They actually taught us that you needed breaks, she says. We took Sundays off as a family, and guess what else? My parents actually taught me the importance of rest, of taking a short nap every day. Building quiet, restful moments into your day doesnt just help you think more clearly and feel better physically, she continues. It also helps you check in with yourself and your values. It is important to know who you are as a person and to live in that direction and in that lane, even when the world calls you to move in different ways, she says. Naps are clearly one (research-backed) way to do that. But in interviews and social media posts throughout the years, French Gates also recommends another way to take a pause from busyness and get back in touch with yourself The Book of Awakening by poet and cancer survivor Mark Nepo. The book she reads almost every day When Wired asked French Gates to name a book she thought everyone should read, she mentioned Nepos book. That made me curious and prompted me to dig into what the book is all about and why she is such a huge fan. Rather than a novel that spins a story of a nonfiction book designed to teach you about a particular subject, The Book of Awakening is a collection of short essays, one for each day of the year. Theres no need to read from cover to cover, you can dip in and out whenever you feel the urge. Which is apparently just what French Gates does. In a 2018 social media post she explained, I open The Book of Awakening by Mark Nepo almost every day and years later, I still get something new out of it every time I turn a page. It was illustrated by a much marked-up page from her personal copy of the book. A daily read to quiet the mind Put that together with the latest Wired interview, and its clear French Gates has been perusing this particular book for more than seven years and still finding valuable nuggets within. What kind of insights is she discovering there? Marks writing helps me step back, be still, and center myself particularly on days that feel especially chaotic, or when I need a moment of quiet, French Gates continues. Helping people find enough stillness to remember what truly matters to them and notice the grandeur of the world is just what Nepos book promises. As Amazons description puts it, this spiritual daybook is a summons to reclaim aliveness, liberate the self, take each day one at a time, and to savor the beauty offered by lifes unfolding. It aims to help readers stay vital and in love with this life, no matter the hardships. Psychologists (and Oprah) agree with French Gates This all might sound a little woo-woo to some hard-charging entrepreneurs. But hard science suggests that taking even just a few minutes out of your day to cultivate a sense of awe in this way can have impressive benefits. Research by UC Berkeley psychologist Dacher Keltner and others shows awe reduces stress, loneliness, and depression, and nudges us to be kinder and more generous to others. It even seems to have physical benefits, including reduced inflammation. The idea of taking a quiet moment outside of the hustle and bustle each day to reflect and reconnect with yourself is also endorsed by plenty of other super-achievers besides French Gates. Oprah Winfrey (who also recommended Nepos book) always takes a moment to pause and set an intention before every big event in her day. I never go downstairs to tape a show. Any kind of media appearance that I dont have a conversation by myself alone, I need time alone, she has said. Again, this isnt hocus-pocus. Psychologists explain that touching base with our values and intentions primes our mind to pay attention to what really matters to us when things get busy. Just as someone who just bought a Toyota will suddenly notice all the Toyotas on the road, someone who takes a moment to recommit to gratitude is more likely to notice the bright spots in their day. Read daily for more self-awareness and awe If taking a quiet moment each day to cultivate awe to quiet your mind and remember your values appeals to you, then French Gates has offered the same, simple advice for years. Pick up a copy of The Book of Awakening and leave it somewhere handy. Naps refresh the mind and body. This book will refresh your spirit, she insists. Jessica Stillman This article originally appeared on Fast Companys sister publication, Inc. Inc. is the voice of the American entrepreneur. We inspire, inform, and document the most fascinating people in business: the risk-takers, the innovators, and the ultra-driven go-getters that represent the most dynamic force in the American economy.
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E-Commerce
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