[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"branding":3,"analytics":7,"article-startup-red-teams-robots-and-self-driving-cars-before-launch":10,"sections":34},{"siteName":4,"siteTagline":5,"publisherName":4,"contactEmail":6},"The Revision","Tech news, decoded.","editor@therevision.news",{"gaMeasurementId":8,"adsenseClientId":9},"G-ZW2MV82GYR","ca-pub-8533917693782264",{"article":11},{"id":12,"slug":13,"title":14,"dek":15,"body_md":16,"tags_json":17,"published_at":18,"created_at":19,"updated_at":20,"status":21,"review_note":22,"review_notes":23,"image_url":22,"persona_id":22,"persona_name":22,"section":24,"tags":25,"sources":29,"feedback":33,"feedback_at":22,"cost_usd":33,"total_tokens":33},11516,"startup-red-teams-robots-and-self-driving-cars-before-launch","Startup red-teams robots and self-driving cars before launch","A University of Michigan spinout uses AI agents and simulation to stress-test robots and self-driving cars before they reach real roads and warehouses.","A Michigan spinout wants to break your robot before it breaks something else.\n\nLaplace Intelligence, a startup spun out of the University of Michigan, builds AI agents that run robots and self-driving cars through interactive simulations designed to find failure points before those machines reach streets or warehouse floors. The agents probe edge cases - sensor confusion, odd pedestrian behavior, unpredictable obstacles - that are hard to script manually and expensive to test on physical hardware. The company says it is already profitable, a rarity among hardware-adjacent AI startups. It is pitching all of this at TechCrunch Disrupt's Startup Battlefield this week.\n\nAutonomous systems fail in ways nobody predicted, and the industry's usual response has been more road miles and more test tracks - slow, expensive, and still incomplete. Simulated red-teaming compresses that discovery timeline and surfaces failure modes before a robot is anywhere near a real pedestrian. The profitability claim matters too: safety tooling for robotics and autonomous vehicles has a spotty business history, with most of it burning cash while waiting for the industry to mature.\n\nCall it crash-testing for code - less dramatic than a demo video, more useful than one.","[\"robotics\",\"self-driving cars\",\"ai agents\",\"startups\"]","2026-10-13T17:30:00.000Z","2026-10-13T19:12:45.092Z","2026-10-13T19:12:50.325Z","published",null,[],"startups",[26,27,28,24],"robotics","self-driving cars","ai agents",[30],{"name":31,"url":32},"TechCrunch","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F10\u002F13\u002Flaplace-intelligence-red-teams-robots-and-self-driving-cars-before-they-hit-the-real-world\u002F",0,{"sections":35},[36,41,46,51,56,61,66,71,75,80,85,90,95,100],{"name":37,"slug":38,"count":39,"latest_published_at":40},"AI","ai",6989,"2026-10-13T20:09:54.000Z",{"name":42,"slug":43,"count":44,"latest_published_at":45},"Security","security",971,"2026-10-13T18:57:01.000Z",{"name":47,"slug":48,"count":49,"latest_published_at":50},"Policy","policy",502,"2026-10-13T19:35:29.000Z",{"name":52,"slug":53,"count":54,"latest_published_at":55},"Deals","deals",500,"2026-10-13T18:33:14.000Z",{"name":57,"slug":58,"count":59,"latest_published_at":60},"Hardware","hardware",250,"2026-10-13T19:34:34.000Z",{"name":62,"slug":63,"count":64,"latest_published_at":65},"Consumer Tech","consumer-tech",211,"2026-10-13T20:01:54.000Z",{"name":67,"slug":68,"count":69,"latest_published_at":70},"Science","science",200,"2026-10-13T19:17:42.000Z",{"name":72,"slug":24,"count":73,"latest_published_at":74},"Startups",131,"2026-10-13T20:13:53.000Z",{"name":76,"slug":77,"count":78,"latest_published_at":79},"Software","software",122,"2026-10-13T18:25:37.000Z",{"name":81,"slug":82,"count":83,"latest_published_at":84},"Dev Tools","dev-tools",116,"2026-10-13T16:20:18.000Z",{"name":86,"slug":87,"count":88,"latest_published_at":89},"General","general",75,"2026-10-13T18:10:08.000Z",{"name":91,"slug":92,"count":93,"latest_published_at":94},"Gaming","gaming",65,"2026-10-13T19:00:48.000Z",{"name":96,"slug":97,"count":98,"latest_published_at":99},"Reviews","reviews",36,"2026-10-13T18:00:00.000Z",{"name":101,"slug":102,"count":103,"latest_published_at":104},"How-To","how-to",8,"2026-10-05T09:00:00.000Z"]