Two People Doing the Work of 50: Running a Startup on Agents with Shaw Walters
What if a two-person team could operate like a much larger engineering organization using AI agents? In this episode of the ODSC Ai X Podcast, Shaw Walters, creator of ElizaOS, explains how he and his CTO coordinate a fleet of agents to build software and run parts of their business. Shaw shares how they use GitHub issues, pull requests, isolated worktrees, planning, testing, and reviews to keep agents aligned — and why he sees today’s agent workflows as a temporary step toward a future where we may barely need to touch a computer. The conversation also covers agent reliability, privacy, permissions, cost, ElizaOS as an AI operating system, and the role of agents in robotics and physical AI. 00:00 AI Agents, Productivity, and the Future of Work 01:09 How a Two-Person Team Uses AI Agents at Scale 02:21 Shaw Walters’ Journey Into AI and ElizaOS 05:00 Building a Private, Open-Source AI Operating System 06:20 What Is an Agentic Operating System? 09:05 The Future of Human-Computer Interaction 11:24 AI Agents, Permissions, Privacy, and Control 17:28 Managing 20+ AI Agents at Once 19:23 How to Plan Tasks for AI Agents 20:17 GitHub as a Swarm Coordination Platform 20:51 Testing, Evals, and Agent Reliability 21:48 The Economics of Running AI Agents at Scale 25:21 How a Two-Person Team Replaced a Much Larger Workflow 27:02 Choosing the Best AI Models for Coding Agents 33:31 How AI Agents Can Operate Your Computer 38:05 Long-Running Agent Workflows and Orchestration 42:56 Using Git Worktrees to Coordinate Multiple AI Agents 44:15 Managing Hundreds of AI-Generated Pull Requests 47:25 AI Agents, Robotics, and Physical AI 50:02 Social Awareness and Safety for Robots 54:07 Lessons From ElizaOS, Open Source, and Crypto 59:55 Life After the Laptop: Where AI Agents Are Heading 01:01:04 AI Agents, Personal Assistants, and Human Freedom 01:04:01 Final Thoughts Visit our website and choose the nearest ODSC AI event to attend and experience all our training and workshops: https://odsc.ai To watch more videos like this, visit https://aiplus.training Sign up for the newsletter to stay up to date with the latest trends in data science: https://opendatascience.com/newsletter/ Follow us online! • Facebook: https://www.facebook.com/OPENDATASCI • Instagram: https://www.instagram.com/odsc/ • Blog: https://opendatascience.com/ • LinkedIn: https://www.linkedin.com/company/open-data-science/ • X (twitter): https://x.com/_odsc