Test Your Invention 100 Times Before You Build It (Google's Genie 4)

About this episode

What if you could try your invention a hundred times before you built it once? Google DeepMind's Genie 4 generates interactive worlds you can steer in real time. Seth Cronin works through where, when, how and why AI simulation becomes a tool for invention: the downhill search at every level of the AI stack, agents that hill-climb on any metric you can measure (Karpathy's autoresearch), AI checking a 15,000-page proof (Axiom), lab loops in biology, and now physical worlds. Plus the catch: a simulator that's beautiful and wrong just lets you fail faster. Read the main story as an essay: https://www.ipcg.com/blog/ai-simulation-tool-for-invention Also this week: OpenAI and Anthropic claim to refute the Exponential Time Hypothesis; Anduril and Qualcomm's BlueChip laptop; Mitsubishi Electric's humanoid robots and machine tools at JIMTOF; MIT's LUCID implant. Patent of the Week: LG Energy Solution's battery-line simulation patent, US 12,775,268. What's an idea you've been sitting on because testing it seemed too expensive? If you could try a thousand versions this month, what would you measure? Tell me in the comments. More on what AI changes for builders: Invent Anything Talks with Mike D'Andrea: https://youtu.be/EeYTlSRpxW0 This Week in IP, from Invent Anything. Hosted by Seth Cronin, ipCapital Group. CHAPTERS 0:00 Try your invention 100 times before you build it 0:43 Did AI just refute the Exponential Time Hypothesis? 1:51 BlueChip: a laptop built around where its parts come from 3:06 Mitsubishi's robots and the invention in the handoffs 3:50 MIT's LUCID: two technologies, both problems 4:31 Main story: what can you prove in a simulation? 5:26 Every level of the AI stack is a downhill search 6:38 Agents that hill-climb: Karpathy's autoresearch 8:57 AI checks the "enormous theorem" 10:51 Biology: the golden age of the idea guy 12:34 Genie 4 brings the loop into physical worlds 14:27 Robots, and the catch: beautiful and wrong 15:51 The invention loop: simulate, prototype, measure, fix the twin 16:54 The golden age of the idea guy 17:52 Patent of the Week: LG's battery-line simulation 18:41 What would you measure? SOURCES Google DeepMind, Genie 4 (Oct 27): https://deepmind.google/blog/genie-4-a-new-generation-of-world-simulation/ OpenAI (Oct 26): https://openai.com/index/building-scientific-understanding-with-academic-communities/ Anthropic, ETH proof files: https://github.com/anthropics/formal-math/tree/main/eth Ryan Williams (Oct 26): https://bsky.app/profile/rrwilliams.bsky.social/post/3myspd26qjk2c BlueChip (Oct 27): https://www.qualcomm.com/news/releases/2026/10/anduril-and-qualcomm-unveil-bluechip-to-rebuild-american-compute Mitsubishi Electric (Oct 21): https://www.mitsubishielectric.com/en/pr/2026/1021_rd/ MONOist, JIMTOF report (Oct 27): https://monoist.itmedia.co.jp/mn/articles/2610/27/news041.html Mitsubishi US 2026/0267298: https://image-ppubs.uspto.gov/dirsearch-public/print/downloadPdf/20260267298 MIT News, LUCID (Oct 26): https://news.mit.edu/2026/implantable-device-uses-ultrasound-improve-drug-delivery-brain-1026 Karpathy, autoresearch: https://github.com/karpathy/autoresearch Tobi Lutke, Liquid PR: https://github.com/Shopify/liquid/pull/2056 AlphaEvolve (2025): https://deepmind.google/blog/alphaevolve-a-gemini-powered-coding-agent-for-designing-advanced-algorithms/ Axiom (Oct 26): https://axiommath.ai/research/the-enormous-theorem-formalized/ OpenAI, gluon result: https://openai.com/index/new-result-theoretical-physics/ Anthropic, scorpion toxin binders (Oct 20): https://www.anthropic.com/research/claude-scorpion-toxin-binder-design Citrini Research (Oct 20): https://www.citriniresearch.com/p/citrini-therapeutics Anthropic, drug development (Oct 27): https://www.anthropic.com/research/early-progress-drug-development OpenAI and Ginkgo Bioworks: https://openai.com/index/gpt-5-lowers-protein-synthesis-cost/ Figure, Helix (Sep 17): https://www.figure.ai/news/helix-2-5-zero-shot-30-home-generalization REALM: https://martin-sedlacek.com/realm/ LG Energy Solution, US 12,775,268 (Oct 27): https://patentsgazette.uspto.gov/week43/OG/html/1551-4/US12775268-20261027.html The ETH refutations and the Axiom, OpenAI, Anthropic, Figure and DeepMind results are the companies' own claims unless stated; outside review of the ETH claims is ongoing. Binding is not an antivenom, and the BigHat results are preclinical. A granted patent does not establish that a product uses the invention. Genie 4 clips are Google DeepMind's own demo footage of generated worlds. Collage objects, two motion clips and the thumbnail art are AI-generated illustrations, labeled on screen; the drawings are ours. Strategy education from ipCapital Group, an IP strategy consulting firm (not a law firm). Nothing here is legal advice. MUSIC "The Crate Desk", original for Invent Anything. Piano: Versilian Studios via tonejs-instruments (Nicholaus P. Brosowsky), CC BY 3.0; arranged and processed. No endorsement implied.