About this episode
I break down Andrej Karpathy's new open-source project, Autoresearch: what it is, how it works, and why some of the smartest people in tech are losing their minds over it. I walk through 10 concrete business ideas you can build on top of Autoresearch loops, from niche agent-in-a-box products to always-on A/B testing agencies. I also cover Karpathy's companion launch, Agent Hub, share community reactions, and show you step by step how to get started using Claude Code and a Colab GPU.I'm hosting a free workshop so you can build your business in the age of AI.Sign up here: https://startup-ideas-pod.link/build-with-ai-2026Links Mentioned:Autoresearch Github: https://startup-ideas-pod.link/autoresearchTimestamps00:00 – Intro00:45 – How Autoresearch Actually Works02:40 – Visual Walkthrough of the Autoresearch Loop03:37 – Mental Model: Your Research Bot That Runs While You Sleep05:26 – Idea 1: Niche Agent-in-a-Box Products06:48 – Idea 2: A/B Testing for Marketing (Landing Pages & Ads)08:45 – Idea 3: Research as a Service09:43 – Idea 4: Power Tool Inside Your Own SaaS10:49 – Idea 5: Agency That Runs 100× More Tests12:05 – Idea 6: Auto Quant for Trading Ideas13:44 – Idea 7: Always-On Lead Qualification & Follow-Up14:21 – Idea 8: Finance Ops Autopilot for Businesses15:09 – Idea 9: Internal Productivity Lab for Your Org15:53 – Idea 10: Done-for-You Research & Due Diligence Shop16:41 – Non business use cases18:27 – Karpathy's Agent Hub Announcement19:50 – How to Get Started with Autoresearch22:21 – Final ThoughtsKey PointsAutoresearch is an open-source AI agent that sets a goal, runs experiments in a loop on a GPU, keeps the winners, and discards the rest — all while you sleep.You need an NVIDIA GPU to run it (tested on H100), but you can rent one cheaply through Lambda Labs, Vast AI, RunPod, Google Cloud, or Google Colab.The fastest way t
