Human-AI Interaction
How people interact with AI systems, including interface design, trust, collaboration, delegation, personalization, and cognitive workflows.
A GPT-6 Astra-Assisted Build Turns a Conversational Idea Into Hardware
Justin Lin says GPT-6 Astra helped turn his idea for a voice-controlled Codex pet into a physical device, designing its circuit board from plans he supplied. It was his first project from a bare board to an assembled PCB, and the work involved factory revisions and multiple shell versions. Lin says the process expanded what he felt able to attempt, making him more willing to think bigger.
Investors Question AI Spending as Google’s Search Economics Shift
Big Tech’s selloff reflects more than investor unease about rising AI bills, Alex Kantrowitz and Ranjan Roy argue: it exposes uncertainty over whether companies’ established businesses can sustain the spending. Google’s search advertising remains large and profitable, but AI answers could weaken the flow of web traffic that has supported its economics. Roy also says Anthropic’s filing leaves investors without a clear view of its compute costs, while falling model prices raise questions about how durable AI companies’ returns will be.
The Dignity Index Scores Political Language, Not the People Using It
Tami Pyfer argues that political disagreement becomes dangerous when it turns into contempt: the belief that people on the other side are not merely wrong but evil or undeserving of a place in the community. Drawing on her experience as a former Utah policy adviser and a mother of five children with different political views, she and her colleagues developed the Dignity Index, an eight-point scale for assessing language in political disputes. Pyfer says the tool can help people recognise contempt in their own words and make room for disagreement without denying one another’s dignity.
Fear Can Narrow Decisions Before People Consider Their Options
Coach and entrepreneur Joe Hudson argues that better decision-making depends less on eliminating uncertainty than on understanding the emotions driving a choice. Fear of rejection, failure or loss can narrow the options people consider, while personal principles can help them act without needing a guaranteed outcome. In conversation with Chris Williamson, Hudson says the ability to tolerate difficult feelings makes it easier to decide, learn from the result and choose again.
AI Writing Tools Can Help More People Publish Work Worth Reading
Zack Proser, an engineer on WorkOS’s applied AI team, argues that the greater risk of AI is not a flood of low-quality writing but the stories people never publish. He built Blogbot to turn colleagues’ briefs and source material into drafts that are usually 85–90% complete, while leaving them to edit the work and put their names on it. For Proser, faster production can preserve craft when people supply the judgment and remain accountable for what they publish.
Dating Dealbreakers Can Screen Out Partners Who Build Lasting Relationships
Dating columnist and breakup coach Amy Chan argues that modern daters’ habit of scanning for flaws can turn preferences into dealbreakers—and screen out partners capable of building lasting relationships. In her TEDxVancouver talk, she says dating apps and social media reinforce that impulse by encouraging people to treat partners as customizable options and prioritize visible traits over commitment, appreciation and conflict skills. Chan urges daters to distinguish genuine incompatibilities from preferences and give people outside their usual type a chance.
AI Makes Choosing What Matters More Important Than Working Faster
As the 20th anniversary of *The 4-Hour Workweek* approaches, Tim Ferriss argues that AI makes the book’s first steps—defining what matters and eliminating low-value work—more important than automation. In his view, AI accelerates whatever people direct it toward, so speeding up tasks that should not be done can produce more work, not more free time. Automation, he says, is useful only after people have identified the work worth doing and set rules to protect it.
AI Could Improve Games by Clearing Old Code and Expanding Creative Options
Bing Gordon, Electronic Arts’ founding executive and a former Kleiner Perkins chief product officer, argues that AI’s near-term value in game development is less about making finished games than helping teams work through neglected code and test more ideas. In an interview with Bloomberg’s Ed Ludlow, Gordon says those uses could reduce delays and improve game quality, while warning that extra time helps only if teams keep building rather than settle too soon.
AI-Accelerated Academics Make Room for Real-World Skills
Alpha School principal Joe Liemandt argues that if AI helps students master core academics in less time, schools should use the hours they save to teach skills conventional classrooms often leave to extracurriculars: teamwork, agency, communication and entrepreneurship. At Alpha, he says, students spend two hours a day on academics and the rest on projects designed to build those capabilities through demanding work. The model rests on a broader claim: students learn best when they have room to pursue work they care about and can see themselves making progress.
Flow Is a Trainable Skill Built by Focus and the Right Challenge
Steven Kotler, executive director of the Flow Research Collective, argues that flow is a trainable state of intense focus, not a rare gift reserved for exceptional performers. He says people can make it more likely by removing distractions, choosing challenges just beyond their current abilities and making room for the frustration that often comes with learning. Kotler also argues that activities people naturally lose themselves in can help build the capacity to focus elsewhere, including at work.
India’s Language Diversity Makes Human-Like Voice AI a Product Challenge
ElevenLabs co-founder and CEO Mati Staniszewski argues that the central challenge for voice AI is not just intelligence but the ability to interact naturally with people. In his keynote at the ElevenLabs Summit in Bengaluru, he points to India’s many languages and dialects as a demanding test of that capability—and a place to develop it. He presents the company’s speech and agent tools as attempts to meet that challenge, while emphasizing that deploying them in industries such as healthcare and government requires work tailored to each setting.
The iPhone Duo’s Appeal Depends on App Support and Camera Trade-Offs
Gear Live’s Andru Edwards says Apple’s first foldable iPhone offers a compelling personal phone, but its unoptimized apps and missing telephoto camera keep it from replacing the iPhone 18 Pro for his work. In a discussion with Bloomberg’s Mark Gurman, Edwards also describes the compromises he noticed after a week of testing, while Gurman argues that Apple moved up and expanded the launch despite limited production, leaving many customers facing long waits.
Commodity Traders Need AI That Connects Market Signals to Their Positions
Moshi founder and CEO Anekha Sokhal argues that commodity traders need more than faster summaries of market information: they need recommendations that connect developments across sources to their positions. Moshi combines public market and news data with customer-specific information to surface those links, while showing when sources disagree rather than forcing a single account. The challenge, Sokhal says, is making those insights trustworthy and useful enough to fit traders’ workflows.
Connected AI Tools Link Patient Reports, Clinical Plans, and Recovery Support
The article argues that connected digital systems are intended to carry a patient’s account from one setting into the next decision, while equipment and supplies support care teams where they are needed. In its consultation example, a transcription tool records the patient’s account, the clinician’s assessment and the follow-up plan; it supports the clinician’s work, rather than making the decision.
AI Makes Defining Priorities More Important Than Ever
Tim Ferriss argues that AI makes the core discipline of *The 4-Hour Workweek*—deciding what matters and eliminating what does not—more important, not less: without those choices, automation can multiply low-value work instead of freeing time. In a wide-ranging Q&A, he also revisits how his advice on health, work and relationships changes with age and circumstance, emphasizing small actions, selective commitment and room for unexpected opportunities.
A Shopping Agent Revises Room Designs to Fit Budgets and Delivery Needs
OpenAI’s Vesper & Alder demo presents shopping as a series of connected decisions: a shopper can revise a reading-nook selection to meet a $250 budget without abandoning the design goal, then consider a throw as a separate add-on. The flow also lets the shopper correct the fulfillment choice, switching from store pickup to home delivery during the order process.
Google’s Frontier AI Push Is Constrained by Compute Demand
Google CEO Sundar Pichai argues that staying at the frontier of AI is a strategic necessity, even as the models are costly, compute is scarce and many products can use smaller systems. In an interview with Big Technology Podcast, he said Google is prioritizing research and model development over some short-term Cloud revenue, while planning capacity years ahead. He also described a broader strategy: develop models and agents across Google’s products, and invest in safeguards as AI capabilities advance.
AI Lowers the Floor for Creation, but Humans Still Raise the Ceiling
Figma chief executive Dylan Field argues that AI is making software easier to produce without making distinctive products or creative work automatic. As coding becomes less of a differentiator, he says, design, craft and a clear point of view matter more—not because they replace engineering, but because they help products stand apart. Field also argues that AI can expand who gets to create, while leaving the harder work of judgment and execution to people.
Apple’s Next HomeView Could Turn Its Screen Toward Whoever Is Speaking
Bloomberg’s Mark Gurman says Apple is already developing a higher-end HomeView with a robotic limb that would swivel the screen toward whoever is speaking. Unlike the $299 model, which users must reposition themselves, the proposed device would use visual and voice cues to identify a person and turn toward them. Gurman estimates it could cost more than $800 and arrive next year or the year after.
ChatGPT Voice Lets Users Interrupt, Revise Requests, and Resume Conversations
OpenAI presents the new ChatGPT Voice, powered by GPT Live, as a more fluid way to talk with an assistant: users can interrupt it, add requests before it answers, and revise what they want translated. Its demonstrations show those interactions in a word puzzle, travel planning and a Spanish message. They illustrate conversational flexibility, but do not establish how accurately or reliably the system performs beyond the scripted exchanges.
ChatGPT Voice Soll Ergänzungen Während Des Sprechens Aufnehmen
OpenAI presents the new ChatGPT Voice as a system that can listen while speaking and respond to interruptions without waiting for a clean handoff between speakers. Its demonstration argues that this lets users add or correct instructions mid-request, move between tasks and continue a conversation without starting over. Several examples stop at a promise or planning step, however, rather than showing a completed result.
KITE Lets Learners Feel Forces in Digital Physics Simulations
Elizabeth Childs, a Stanford PhD candidate, presents KITE as a way to make forces in physics simulations physically perceptible. The hand-moved robot travels freely until a learner encounters a virtual object or force, then pushes back with corresponding force or torque. Childs argues that this combination of tangible movement and responsive feedback lets students explore relationships such as lift, molecular attraction and friction through physical interaction rather than screen representations alone.
AI’s Defender’s Window Is a Chance to Repair Longstanding Security Debt
OpenAI President and co-founder Greg Brockman argues that frontier AI can accelerate scientific discovery and help defenders find and repair vulnerabilities before cyber capabilities spread more widely. He cites nearly 400 solved mathematical problems as evidence that models can produce new knowledge, while stressing that fields such as biology still face data and process bottlenecks. Across science, security and workplace agents, Brockman says, greater capability must be matched by human oversight and control.
The Sublime Offers an Alternative to Endless Novelty and Stimulation
Author and historian Robert Greene argues that the persistent flatness many people feel is not simply a shortage of novelty but a narrowing of attention: the mind filters the world for what is useful and urgent, while feeds and other stimulation can make experience feel repetitive. In his account of the sublime, awe comes from encountering what exceeds familiar frames—whether through history, science, nature or close attention to an ordinary scene. Reconnecting with that sense of scale, Greene says, does not require abandoning modern life; it begins by looking beyond the self and the next source of stimulation.