COAIVideos
Video content to make you smarter on AI (or maybe just entertain you)
AI kills for the first time. Hinton: “We are near the end”
AI governance failed us all In a striking turn of events, reports suggest artificial intelligence may have been involved in the first documented case of autonomous lethal action without human oversight. This revelation comes alongside dire warnings from AI pioneer Geoffrey Hinton that we might be approaching what he describes as "the end." The concerning development highlights the increasingly urgent need for robust governance frameworks as AI capabilities rapidly outpace our ability to control them. Key developments worth noting: AI systems have reportedly been deployed in military contexts with potentially fatal autonomous decision-making capabilities, crossing a threshold many experts had...
Jul 23, 2025Does AI Actually Boost Developer Productivity? (100k Devs Study) – Yegor Denisov-Blanch, Stanford
AI and developer productivity: the facts may surprise you At the intersection of artificial intelligence and software development lies a question that's keeping both tech executives and engineers up at night: does AI actually make developers more productive? While companies rush to integrate AI coding assistants into their workflow, surprisingly little rigorous research has examined their real-world impact. A groundbreaking Stanford study analyzing data from over 100,000 developers finally offers some concrete answers, and the results aren't exactly what the AI hype machine would have you believe. Key findings from the Stanford study Modest productivity gains: The research found that...
Jul 23, 2025How Trump’s AI action plan could disrupt tech
Trump's AI agenda: boon or bust? In a shocking turn of events that sent ripples through Silicon Valley, President-elect Donald Trump's tech agenda now includes a series of bold, controversial proposals for artificial intelligence regulation. As industry leaders and policy experts scramble to interpret what this means for the future of AI development, one thing becomes abundantly clear: Trump's return to power could fundamentally reshape the technological landscape for years to come. The proposals span everything from AI chip manufacturing to new regulatory approaches, representing a significant departure from the current administration's more measured stance. Key Points Project 2025's influence...
Jul 23, 2025How agents will unlock the $500B promise of AI
AI agents: the future of workplace productivity In a thought-provoking talk by Donald Hruska of Retool, we're introduced to a vision of AI that extends far beyond today's chatbots and into a world of autonomous agents that promise to transform knowledge work. Hruska presents a compelling case for why AI agents represent the next frontier in workplace productivity—potentially unlocking hundreds of billions in economic value. As businesses race to implement generative AI, understanding the distinction between today's tools and tomorrow's agents could be the difference between incremental gains and revolutionary change. Key insights from Hruska's presentation: AI agents differ fundamentally...
Jul 23, 2025How Intuit uses LLMs to explain taxes to millions of taxpayers
AI makes tax language human again Intuit's transformation of tax software through AI represents one of the most practical applications of large language models (LLMs) in everyday consumer technology. At a recent industry talk, Jaspreet Singh detailed how Intuit leverages AI to translate complex tax jargon into clear, personalized guidance for millions of TurboTax users—creating what they call "explanations as a service" that bridges the gap between IRS requirements and human understanding. Key Points Intuit built a specialized LLM system that translates complex tax terminology into conversational, personalized explanations tailored to each user's unique situation Their approach combines multiple models...
Jul 23, 20253 ingredients for building reliable enterprise agents
Enterprise agents need 3 ingredients for success In the rapidly evolving landscape of AI deployment, the challenge of building reliable enterprise agents has emerged as a critical frontier for businesses seeking competitive advantage. Harrison Chase, the co-founder of LangChain and LangGraph, recently shared invaluable insights on this topic, offering a framework that could transform how organizations approach agent development. His perspective cuts through the hype, focusing on the practical elements that make AI agents truly functional in enterprise settings rather than merely impressive in demos. Key Points Enterprise agent reliability requires three core components: orchestration, memory systems, and evaluation frameworks—with...
Jul 23, 2025From Hype to Habit: How We’re Building an AI-First SaaS Company—While Still Shipping the Roadmap
AI evolution: from hype to practical business tool In the rapidly evolving landscape of enterprise software, artificial intelligence has transformed from a buzzword into a fundamental component of product development strategy. The recent talk "From Hype to Habit" offers a refreshing perspective on how modern SaaS companies are integrating AI capabilities without abandoning their core roadmaps or existing customer commitments. This presentation cuts through the noise of AI hype to showcase a pragmatic approach that balances innovation with business reality—a delicate dance that many organizations are still struggling to master. As someone who's spent years observing technology adoption cycles, I...
Jul 23, 2025Machines of Buying and Selling Grace – Adam Behrens, New Generation
Blockchain's growing impact on supply chains In an era where supply chain disruptions have become front-page news, Adam Behrens of New Generation brings a compelling perspective on how blockchain technology might transform traditional buying and selling processes. His talk "Machines of Buying and Selling Grace" explores the intersection of trust, transparency, and technology in commercial relationships, offering a refreshing take on how distributed ledger systems could redefine business transactions. Key insights from Behrens' presentation Blockchain technology creates unprecedented transparency in supply chains by providing immutable records that all participants can access, effectively shifting business relationships from pure trust to verifiable...
Jul 23, 2025How to Build Planning Agents without losing control
AI planning agents need guardrails, not handcuffs In the rapidly evolving landscape of artificial intelligence, planning agents represent a significant leap forward in our ability to automate complex decision-making processes. Yogendra Miraje's presentation provides a fascinating deep dive into how organizations can harness these powerful tools while maintaining appropriate control. The balance between autonomy and oversight remains one of the central challenges facing businesses implementing AI planning systems today. Key Points Planning agents operate through a continuous cycle of observation, thought, and action—mirroring human cognitive processes but with potentially superior computational capabilities Effective implementation requires balancing agent autonomy with human...
Jul 23, 2025Building Agents (the hard parts!)
Building AI agents: the hard truths The tech industry is buzzing with possibilities around AI agents - autonomous systems that can perform tasks on our behalf. In a recent talk, Cloudflare's Rita Kozlov cuts through the hype to address the genuine challenges of building practical, effective AI agents. Her insights reveal that while we've made tremendous progress with large language models, creating truly useful autonomous agents requires solving complex problems beyond the capabilities of current systems. Key Points AI agents need to handle context management across conversations and tasks, but current approaches like chaining LLM calls or "brain dumps" have...
Jul 23, 2025POC to PROD: Hard Lessons from 200+ Enterprise GenAI Deployments
From proof of concept to production AI deployments Breaking the Enterprise AI Barrier When it comes to deploying generative AI in enterprise environments, the gap between experimental proofs of concept and production-ready systems remains dauntingly wide. This disconnect is precisely what Randall Hunt from Caylent addresses in his comprehensive examination of over 200 enterprise GenAI deployments. The hard-earned lessons from these implementations reveal both unexpected challenges and practical strategies for organizations serious about operationalizing AI. Key Points Enterprise AI deployments face unique hurdles beyond technical considerations, including risk assessment, compliance requirements, and internal politics that academic and research implementations rarely...
Jul 23, 2025AI News: Sam Altman’s Predictions, Talent Wars Continue, Project Stargate, Thinking Machines
The AI war for talent heats up In the rapidly evolving artificial intelligence landscape, the battle for top talent continues to intensify as tech giants and startups alike scramble to secure the brightest minds in the field. This competitive environment is reshaping not only how companies recruit but also how they structure their organizations and approach AI development. Recent developments from industry leaders like Sam Altman offer glimpses into where this transformative technology is headed. Key developments in the AI industry Talent acquisition remains fiercely competitive, with companies offering increasingly generous compensation packages and working conditions to attract the limited...
Jul 23, 2025Trump unveiling AI strategy that could lead to tech’s deregulation
AI deregulation looms large under Trump In a striking pivot from the Biden administration's cautious approach, Donald Trump's potential return to the White House signals a seismic shift in America's artificial intelligence governance landscape. The former president's campaign is quietly crafting an AI strategy that would dramatically roll back regulatory frameworks, potentially unleashing a new era of technological development while raising profound questions about safety and oversight in one of our most transformative technologies. Key Points Trump's AI approach centers on sweeping deregulation to accelerate American innovation and combat Chinese technological advancement The strategy directly opposes Biden's Executive Order 14110,...
Jul 23, 2025Trump to reveal his administration’s AI action plan
Trump's AI plan reveals tech strategy priorities As the election cycle intensifies, former President Donald Trump's team appears to be prioritizing artificial intelligence policy as a key component of their campaign strategy. This unexpected but well-timed focus on AI comes as both major parties scramble to establish definitive positions on regulating and leveraging an increasingly influential technology. The announcement that Trump will soon unveil a comprehensive AI action plan signals that technology policy may become a more central campaign issue than in previous elections. Key developments from this announcement: Trump's team is developing a complete AI framework that would guide...
Jul 23, 2025The U.S. Can’t Build AI Without These Materials
Rare earth minerals power America's AI boom The U.S. is confronting a stark reality at the intersection of geopolitics and technological advancement: the AI revolution hinges on a supply chain that lies largely outside American control. In "The U.S. Can't Build AI Without These Materials," we get a sobering look at how critical minerals—particularly rare earth elements—form the foundation of everything from semiconductors to the massive data centers powering generative AI, with China maintaining an overwhelming dominance in this crucial sector. Key Points The AI boom requires unprecedented amounts of energy and raw materials, creating a hidden environmental and geopolitical...
Jul 23, 2025WH AI action plan will be a public-private partnership on a scale not seen before: Theresa Payton
Biden's AI blueprint demands our attention The White House is making unprecedented moves in artificial intelligence regulation, and business leaders should take immediate notice. President Biden's sweeping executive order on AI safety and security represents the most comprehensive government approach to managing AI risks we've seen to date. Combining mandatory safety testing, privacy protections, and civil rights guardrails, the administration is laying groundwork that will reshape how companies develop and deploy AI systems. Key Points The executive order establishes a public-private partnership framework that's unprecedented in scale, creating collaborative structures between government agencies, academic institutions, and industry leaders to address...
Jul 23, 2025From Copilot to Colleague: Building Trustworthy Productivity Agents for High-Stakes Work
From Copilot to Colleague: trustworthy AI at work In a recent talk, Microsoft's Joel Hron explored the rapidly evolving landscape of AI productivity agents in high-stakes work environments. As organizations increasingly integrate AI assistants into complex workflows, the conversation has shifted from whether to adopt these tools to how to implement them responsibly. Hron's insights offer a valuable framework for thinking about AI tools not merely as task automation systems but as collaborative partners requiring careful design and governance. Key insights from Hron's presentation: AI agents are evolving from simple tools to collaborative partners, with the potential to handle increasingly...
Jul 23, 2025Elon Musk Launches ‘Baby Grok’ — But Is AI Safe For Kids?
Baby Grok raises AI safety concerns In a move that has sparked both fascination and concern across the tech community, Elon Musk has unveiled "Baby Grok," a child-friendly version of xAI's conversational AI. The announcement comes as AI increasingly permeates our daily lives, raising critical questions about how these powerful technologies should interact with our most vulnerable users—children. The landscape of child-AI interaction is rapidly evolving Baby Grok represents a significant shift in AI targeting: Unlike most AI systems designed primarily for adults or general audiences, Baby Grok explicitly targets children, opening new frontiers in how AI companies approach younger...
Jul 23, 2025This AI App Builder Makes Custom Apps in Minutes (No Coding Needed)
Adalo breaks barriers for non-coders in app development In a digital landscape where mobile applications represent billion-dollar businesses and essential tools for modern organizations, the barriers to entry for non-technical entrepreneurs have remained stubbornly high. Enter Adalo, a no-code platform that's democratizing app development by allowing anyone to build fully functional mobile and web applications without writing a single line of code. As someone who's watched countless businesses struggle with the technical hurdles of bringing their app ideas to life, I find this evolution particularly exciting—not just for what it enables today, but for how it reshapes who gets to...
Jul 23, 2025Context Rot: How Increasing Input Tokens Impacts LLM Performance (Paper Analysis)
Context rot poisons LLM performance over time In the high-stakes race to build ever more capable large language models, there's a surprising villain lurking in the architecture that few discuss: context rot. A recent research paper analyzed by AI researcher Jason Wei reveals how LLMs gradually lose their ability to effectively utilize information as context windows expand - a critical finding for businesses increasingly relying on these systems for complex knowledge tasks. This performance degradation presents both challenges and opportunities for organizations strategizing their AI implementation roadmaps. Key points from the research: As context length increases in large language models,...
Jul 22, 2025AI Robot Snaps Again and Attacks With Full Force (Engineers Shocked)
Robot safety fails reveal industry challenges AI-powered robots are transforming manufacturing and logistics, promising unprecedented efficiency and productivity. Yet beneath the glossy promotional videos and optimistic industry forecasts lies a more complex reality: industrial robots continue to pose significant safety challenges. Recent incidents of robots "snapping" and causing injuries highlight the critical importance of proper safety protocols and system design as automation becomes increasingly common in workplaces around the globe. Key Points Industrial robots operate with tremendous force and speed, creating potentially lethal hazards when safety systems fail or humans enter restricted zones Multiple documented cases show robots causing serious...
Jul 22, 2025How to Hire AI Engineers when EVERYONE is cheating with AI
AI hiring deception: what's really happening In a landscape where artificial intelligence skills are at a premium, organizations are facing an unexpected challenge: determining who genuinely possesses AI expertise versus who's merely leveraging AI tools to fake competence. Beth Glenfield, speaking at DevDay, offers a refreshing perspective on this growing phenomenon. Her insights reveal a complex reality where technical assessment processes need urgent recalibration to identify authentic talent in an increasingly AI-augmented world. Key insights from Glenfield's presentation Traditional technical assessments have become fundamentally broken as candidates increasingly use AI to generate code, complete take-home challenges, and even "ghost-solve" problems...
Jul 22, 2025Stateful environments for vertical agents — Josh Purtell, Synth Labs
AI agents' continuous learning revolution begins Josh Purtell of Synth Labs offers a visionary perspective on how stateful environments could transform AI agent capabilities, enabling them to develop persistent memory and continuous learning rather than starting from scratch with each interaction. This approach represents a critical evolution in AI development, potentially bridging the gap between current limited-context systems and the more autonomous, adaptable tools businesses increasingly demand. The concept of "stateful environments" might sound technically intimidating, but it addresses a fundamental limitation in today's AI landscape. Current systems essentially operate with amnesia—they process information within a limited window and forget...
Jul 22, 2025Books reimagined: use AI to create new experiences for things you know
Reimagining books with AI: untapped business potential In an era where digital transformation touches every aspect of our lives, books—those enduring repositories of human knowledge and creativity—have remained largely unchanged in their fundamental form. Lukasz Gandecki's presentation on reimagining books through AI opens a fascinating window into how artificial intelligence could revolutionize our relationship with written content. His vision goes far beyond simple digitization, suggesting instead a complete rethinking of how we interact with and extract value from books in the age of AI. Key Points Traditional books represent untapped potential for AI transformation—they contain structured knowledge that could be...