
Eduardo Reis
7.7K posts

Eduardo Reis
@edreisMD
Vice President Strategy @ Hippocratic AI, Founding Radiologist @ Cognita Imaging, AI @StanfordAIMI, Neuroradiologist.




Don't think I've heard any other CEO describe agent use in such detail before. @pedroh96 out here running a $5bn company on OpenClaw Full episode with lots more detail in the replies



3/ We start with a baseline agent on Tau3 bench and run our system directly on top of it where it: - observes and mines failures from production traces - automatically clusters them into underlying failure modes - converts failure clusters into reusable living eval cases - proposes and experiments multiple harness changes and validates them - accepts only changes that both improve performance and don’t regress on previously fixed failures.

We @neosigmaai @RitvikKapila are building the future of self-improving AI systems! By closing the feedback loop between production data and system improvements, we help teams capture failures, convert them into structured evaluation signals, and use them to drive continuous improvements in agent behavior. We show how our system works on Tau3 bench across retail, telecom, and airline domains. Agent performance on the validation set (with a fixed underlying model, GPT5.4) improves from 0.56 → 0.78 (~40% jump in accuracy).





@JoinLifespan Just because epigenetic drift follows a predictable pattern doesn't necessarily mean it's causal in aging. Predictable patterns can form from stochastic reactions. Also you cannot fix all extracellular damages with cellular rejuvenation. More here: olafurpall.substack.com/p/why-aging-is…

.@williamhockey is one of the least visible founders in tech relative to what he has created. He co-founded Plaid and is now building Column, a software company that owns a bank, and powers Ramp, Wise, Bilt, Mercury, and others. He funded it himself by borrowing against nearly everything he had in Plaid shares, and has never raised any outside capital. His story matters because so much of the value in our industry gets created through exactly this kind of extreme personal risk. He is maniacal about being the best in the world at his thing, and has spent his entire career betting on himself and doing whatever it takes to win. He also spends a lot of time outside the US (in places like Kinshasa) which has given him a rare perch on the power of the US dollar. We discuss: - Why emerging markets are often the most financially innovative - What owning 100% of his company allows him to do that VC-backed founders cannot - Getting margin called and nearly going bankrupt - Why the best founders are specialists - What it takes to be the best in the world at your thing - How Silicon Valley's consensus culture produces consensus founders - How the US dollar functions as an instrument of national security Enjoy! Timestamps: 0:00 Intro 9:19 Emerging Markets 14:03 Silicon Valley's Elite Consensus Problem 16:03 Rejecting the VC Hamster Wheel 21:45 Equity and Liquidity 26:03 Funding a Bank 29:45 The Necessity of Extreme Founder Risk 37:18 Finding Leverage 45:20 Longevity and Profitability in Banking 48:46 Matching Your Capital Structure to Your Business 51:44 The Unseen Power of the US Dollar 1:02:30 How AI Will Transform Legacy Banks 1:09:23 The Kindest Thing











