AI Startups Automating Scientific Research and Weather Forecasting Breakthroughs

연구/벤치마크 | Fri Aug 07 2026 00:00:00 GMT+0000 (Coordinated Universal Time) | 5 sources

Jeff Dean departed Google to launch Discovery Loop, self-improving AI startups compete, and DeepMind achieved a breakthrough in hurricane prediction.

Analysis

[Discovery Loop] launched AI scientific research automation startup led by Jeff Dean ^[1][2]

• Founded a company automating scientific experiment processes with AI
• Jeff Dean as CEO with co-founders Sanjay Ghemawat
• Quoc Le
• and Oriol Vinyals
• Aims to run thousands of experiments simultaneously as a public benefit corporation
• Investment co-led by Radical Ventures and Khosla Ventures
• with Alphabet also participating

[Discovery Loop] unveiled AI self-improvement roadmap based on recursive self-improvement ^[1][2]

• Pursues recursive self-improvement where AI builds more powerful AI
• Strategy of the company becoming its own first customer
• Improves its own machine learning algorithms through automated experiment loops
• Applied across various domains including science
• biology
• chip design
• and AI model improvement

[Mirendil] signed a $100 million self-improving AI computing deal with Google Cloud ^[3]

• Secured access to both TPUs and Nvidia GPUs
• Achieved a $1 billion valuation in a seed round in late June
• Founders from Anthropic aim to automate frontier AI labs
• Targets automation of medical
• biological
• and materials science research including Alzheimer's disease

[DeepMind WeatherNext] published Nature paper on AI model providing hurricane warnings a day earlier ^[5]

• Predicted Hurricane Melissa's landfall in Jamaica with 80% confidence five days in advance
• Provides an average of one day longer lead time compared to existing models
• Achieved breakthroughs in both hurricane track and intensity prediction
• Reached a level historically requiring a decade of research to advance forecasts by one day

[WindBorne Systems] raised $37 million Series B for AI weather forecasting startup ^[4]

• Co-led by Khosla Ventures and Galvanize at a $250 million valuation
• Built a proprietary dataset with the world's longest-flying weather balloons
• Operates 20 launch sites worldwide with about 600 balloons in the air at any time
• Key customers include the US National Weather Service
• Air Force
• and Navy

Sources

• [1] Jeff Dean and other top AI researchers are leaving Google to launch their own startup - TechCrunch AI
• [2] Google’s Top AI Brains Are Leaving to Launch Discovery Loop - Wired AI
• [3] Exclusive: Mirendil inks $100M+ Google Cloud deal to scale self-improving AI - TechCrunch AI
• [4] AI makes weather prediction better. Can WindBorne make it lucrative? - TechCrunch AI
• [5] DeepMind Says Its AI Can Predict Hurricanes Earlier Than Everyone Else - Wired AI