The Arqiv

Steve Ryan

The Arqiv is a safe space for Science and Tech Enthusiasts. Here I will discuss questions in Science and Technology.

  1. 2d ago

    AI Agents Are Making Decisions. Who's Checking Their Work? (with Matt Davis)

    AI agents can now write code, open pull requests and act on your behalf. So who checks their work? Steve Ryan sits down with Matt Davis, co-founder of Critical Propulsion ("Humans lead. Agents execute."), to work out what agents should decide on their own, where a human approval gate belongs, and why rolling out agents is a change-management problem, not just a tech one. It starts with a real story: Meta's Muse AI gave a stranger a YouTuber's home address on Facebook Marketplace. 🤖 This episode was edited with the help of AI tools, but it was made by a real person: a real conversation between real people, edited and reviewed by Steve. Key takeaways Put a human gate wherever an agent's action is hard to undo: publishing, payments, sharing personal data.An agent shouldn't approve its own work. One agent opens the pull request, another pre-checks it, a human signs off.The skill that matters now is judging the output, not doing the task.Match the model to the job. Low-risk internal work doesn't need the most expensive model.Most AI rollouts stall on people and process, not technology.Chapters0:00 Cold open0:25 Where does an agent's permission end?2:08 Gates at every function3:23 YOLO mode vs. guardrails6:00 Where do humans fit?6:49 The human bottleneck8:17 Verification & hallucinations9:30 It's change management, not tech11:03 Lessons from Amazon Robotics12:01 Reskilling: judge the outputs13:28 One person, many agents15:39 Keeping up with the models17:48 The cost of tokens21:13 Open & Chinese models22:11 Is AI coming home?24:17 Security, risk & sandboxes27:46 Why AI isn't plug-and-play29:04 Inside Critical Propulsion31:42 Knowledge workers aren't dead Stories mentionedMeta launches Muse Wonder (Android Authority)Muse shared a YouTuber's home address (Dexerto)Claude Opus 5.5 (The Batch)Anthropic files confidential IPO paperwork (Yahoo Finance)Why residents say no to AI data centers (NPR)Nvidia RTX Spark for local AI (The Decoder)OpenAI publishes 377 math results (Interesting Engineering) Watch the full video on YouTube: youtu.be/eIONRMEX0CQARQIV — Auditing Reality. Ask. Research. Question. Inspect. Verify. arqiv.fm

  2. Apr 29

    How a Small Company is using Agentic Agents to Solve a Big Problem in Healthcare

    How is AI changing mental health treatment? Lumos AI and Headlamp Health are using artificial intelligence and machine learning to revolutionize AI drug discovery and aim to deliver personalized mental health care in just minutes. For decades, psychiatric treatment for conditions like major depressive disorder has relied on a frustrating, years-long trial-and-error process. Erwin Estegariba explains how AI is finally bypassing this guesswork. By analyzing complex medical histories, Lumos AI creates a complete "moving picture" of a patient's brain chemistry to accurately predict medication success—striving to move past the 50% "coin flip" of traditional psychiatry. Disclaimer: The information provided in this video and description is for educational and informational purposes only and does not constitute medical advice. Always consult with a qualified healthcare professional regarding any medical conditions or treatment decisions. 0:00 - The AI Platform Transforming Mental Health1:18 - Why Psychiatric Drugs Keep Failing3:55 - Creating a "Moving Picture" of Your Brain5:47 - The Blood-Brain Barrier Problem7:27 - How Lumos AI Actually Works11:08 - The 50% "Coin Flip" of Psychiatric Trials13:21 - Reconstructing Medical History in 8 Minutes17:22 - Rescuing 30 Years of Abandoned Medicine21:01 - Why All Depression Isn't the Same22:53 - Why You Shouldn't Use ChatGPT for Therapy27:04 - Shrinking a 7-Year Diagnosis to 7 Minutes29:02 - The Truth About Prescribing Multiple Medications

  3. Apr 22

    You Can't Build AI Out of PowerPoints

    Every week there's another trillion-dollar AI announcement. Data centers, energy grids, digital twins of the planet. But all of it has to be physically built — with materials, supply chains, and electricity that were already breaking before AI showed up. Josh Dorfman co-founded Planted with two former SpaceX engineers to make carbon-negative building panels out of grass, and just landed a 10-million-panel contract with the largest home builder in America. Before that, he ran Vine.com inside Amazon. Now he runs Supercool, a media platform tracking which climate technologies are actually scaling and which are well-funded slide decks. This conversation goes into the gap between what AI promises and what physical infrastructure can actually deliver — and ends somewhere neither of us expected. ───────────────────────────── CHAPTERS 00:00 The question nobody wants to answer 02:30 Why data centers are a materials problem, not just an energy problem 05:00 "AI is the enabler of cheap renewable energy" (the optimistic case) 08:30 The Lords of AI and the gap between slide decks and market 11:30 BrainBox, Natrix, and what AI is actually doing in climate right now 18:00 Planted: how you make a building panel out of grass 22:00 The carbon math — what "carbon negative" actually means 27:00 The SpaceX playbook (and a $140 pickle-barrel mixer) 31:30 Why silos killed projects at Amazon 42:00 The Trove rule: "Nobody talks about climate" 48:00 Is AI's buildout ultimately good or bad for the climate? 51:00 How to tell real climate tech from vaporware 54:30 Where Steve pushes back: the case against more data centers ───────────────────────────── ABOUT ARQIV ARQIV is a science, technology, and systems documentary channel hosted by Steve Ryan. Twelve years at Amazon, four as a Senior Product Manager in Amazon Robotics. Now auditing reality one system at a time. 🌐 arqiv.fm 📬 Newsletter: [link] 🎙 Podcast: [link] ───────────────────────────── RELATED ARQIV EPISODES → NVIDIA's Earth-2 [link] → Project Genesis [link] → [Hagan episode when published] ───────────────────────────── ABOUT JOSH DORFMAN Josh is co-founder of Planted and host of Supercool. Find him at [supercool link] and [planted link]. #AI #DataCenters #ClimateTech #Infrastructure #Supercool

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The Arqiv is a safe space for Science and Tech Enthusiasts. Here I will discuss questions in Science and Technology.