ecosystem
Fostering breakthrough AI innovation through customer-back engineering
Agentic AI is helping organizations completely reimagine core banking processes and operations from the customer perspective, rather than simply making incremental improvements. Despite years of digitization, organizations capture less than one-third of the value expected from digital investments, according to McKinsey research . That's because most big companies begin with technological capabilities and bolt applications onto them, rather than starting with customer needs and working backward to technology solutions. Not prioritizing the customer can create fragmented solutions; disjointed customer experiences; and ultimately, failed transformations. Organizations that achieve outsized results from AI flip the script. They adopt a "customer-back engineering" mindset, putting customers at the heart of technology transformation.
WIRED's Smart Home Ecosystem Guide (2026)
The answer may already be in your home. To achieve a smart home, you need a voice assistant to run it. A smart home assistant, usually folded into a smart speaker, will let you command your smart home with your voice and run your various routines. It also acts as a center for every gadget you want to add to your home. And you can add almost anything these days, from smart garage control to even voice-commanding your blinds .
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300-degree hot springs hiding under the frozen Antarctic sea
A robotic sub explored a hidden world 1,300 meters under Antarctica. More information Adding us as a Preferred Source in Google by using this link indicates that you would like to see more of our content in Google News results. Breakthroughs, discoveries, and DIY tips sent six days a week. The Antarctic sea, where glaciers drift across the surface. What kind of world lies 1,300 meters below the surface?
The ecosystem of machine learning competitions: Platforms, participants, and their impact on AI development
Machine learning competitions (MLCs) play a pivotal role in advancing artificial intelligence (AI) by fostering innovation, skill development, and practical problem-solving. This study provides a comprehensive analysis of major competition platforms such as Kaggle and Zindi, examining their workflows, evaluation methodologies, and reward structures. It further assesses competition quality, participant expertise, and global reach, with particular attention to demographic trends among top-performing competitors. By exploring the motivations of competition hosts, this paper underscores the significant role of MLCs in shaping AI development, promoting collaboration, and driving impactful technological progress. Furthermore, by combining literature synthesis with platform-level data analysis and practitioner insights a comprehensive understanding of the MLC ecosystem is provided. Moreover, the paper demonstrates that MLCs function at the intersection of academic research and industrial application, fostering the exchange of knowledge, data, and practical methodologies across domains. Their strong ties to open-source communities further promote collaboration, reproducibility, and continuous innovation within the broader ML ecosystem. By shaping research priorities, informing industry standards, and enabling large-scale crowdsourced problem-solving, these competitions play a key role in the ongoing evolution of AI. The study provides insights relevant to researchers, practitioners, and competition organizers, and includes an examination of the future trajectory and sustained influence of MLCs on AI development.
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Securing digital assets against future threats
This content was produced by Insights, the custom content arm of MIT Technology Review. It was not written by MIT Technology Review's editorial staff. AI-enabled fraud and the coming impact of quantum computing are redefining digital-asset security, putting pressure on owners and service providers to act now. Cryptocurrency thieves are getting creative. Taking advantage of the desire to learn more about crypto and banking on the digital assets' reputation as a way to get rich quick, AI-generated video tutorials are touting ways of make money from crypto-trading arbitrage -- purportedly teaching viewers how to create maximal extractable value from trades using smart contracts.
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The greatest risk of AI in higher education isn't cheating – it's the erosion of learning itself
Public debate about artificial intelligence in higher education has largely orbited a familiar worry: cheating . Will students use chatbots to write essays? Should universities ban the tech? But focusing so much on cheating misses the larger transformation already underway, one that extends far beyond student misconduct and even the classroom. Universities are adopting AI across many areas of institutional life .
Google's Smart Glasses Will Have the Best Software. But They'll Have to Win on Style Too
Google's Smart Glasses Will Have the Best Software. But They'll Have to Win on Style Too When Google releases its smart glasses in the coming months, the strength of its AI-powered software will be its biggest leg up on its rivals. But will people want to be seen wearing them? When Google ships its newly refreshed smart glasses this year--as the rumor mill is predicting, and as the hands-on demos posted just last week have all but confirmed it will--the company's tech will be joining a crowded field. But whether this rebirth of Glass will pop or fizzle comes down to whether Google can best its main competitor: Meta .
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- Information Technology > Artificial Intelligence > Natural Language > Chatbot (0.49)
"Rebuilding" Statistics in the Age of AI: A Town Hall Discussion on Culture, Infrastructure, and Training
Donoho, David L., Kang, Jian, Lin, Xihong, Mukherjee, Bhramar, Nettleton, Dan, Nugent, Rebecca, Rodriguez, Abel, Xing, Eric P., Zheng, Tian, Zhu, Hongtu
This article presents the full, original record of the 2024 Joint Statistical Meetings (JSM) town hall, "Statistics in the Age of AI," which convened leading statisticians to discuss how the field is evolving in response to advances in artificial intelligence, foundation models, large-scale empirical modeling, and data-intensive infrastructures. The town hall was structured around open panel discussion and extensive audience Q&A, with the aim of eliciting candid, experience-driven perspectives rather than formal presentations or prepared statements. This document preserves the extended exchanges among panelists and audience members, with minimal editorial intervention, and organizes the conversation around five recurring questions concerning disciplinary culture and practices, data curation and "data work," engagement with modern empirical modeling, training for large-scale AI applications, and partnerships with key AI stakeholders. By providing an archival record of this discussion, the preprint aims to support transparency, community reflection, and ongoing dialogue about the evolving role of statistics in the data- and AI-centric future.
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Deepfake 'Nudify' Technology Is Getting Darker--and More Dangerous
Sexual deepfakes continue to get more sophisticated, capable, easy to access, and perilous for millions of women who are abused with the technology. Open the website of one explicit deepfake generator and you'll be presented with a menu of horrors. With just a couple of clicks, it offers you the ability to convert a single photo into an eight-second explicit videoclip, inserting women into realistic-looking graphic sexual situations. "Transform any photo into a nude version with our advanced AI technology," text on the website says. The options for potential abuse are extensive.
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Everyone wants AI sovereignty. No one can truly have it.
No one can truly have it. The world is too interconnected for nations to go it alone. Governments plan to pour $1.3 trillion into AI infrastructure by 2030 to invest in "sovereign AI," with the premise being that countries should be in control of their own AI capabilities. The funds include financing for domestic data centers, locally trained models, independent supply chains, and national talent pipelines. This is a response to real shocks: covid-era supply chain breakdowns, rising geopolitical tensions, and the war in Ukraine. But the pursuit of absolute autonomy is running into reality.