Latent space data helps us understand the geometry of disease (and health). One simple example is our voice. It can predict future risk for cognitive diseases and other health issues, years and decades before you have clinical presentation.
Latent Space as a Physiological Map: All our medical data, genomes, scans, notes are just different shadows of one underlying physiological state. Health = a point in high-dimensional space. Disease = a drifting trajectory Treatment = a vector,...
The Bitter lesson from AI applied to today's Bio AI models tells us most will be washed away with raw compute and data. Today's Startups and Academics will (mostly) fight it but that too will fall. Raw compute and data is what...
Now imagine every cancer patient had access to this technology (they should) "A specifically designed mRNA vaccine - a precision-guided weapon to strike the cancer, developed with a pipeline designed by ChatGPT o1, implemented for candidate development by Gemini Pro 2,...
One day there will be billions/trillions of AI scientists pushing the frontier of knowledge. That one day might be in 2026/2027
We're about to see an explosion of AI models for Science like Andre's LigandForge and I'm here for it!
The first era, everyone built their own agents In the second era we'll all build our own LLM models for everything
Autonomous companies are recursive learning and evolving systems. They FEEL alive. @BrianRoemmele @Bencera @nateliason with their ZHC are all showing us the way. OpenClaw, Hermes and other Agents will eventually be able to spin up not just agent swarms but company swarms.
Martin nails it, Agency will be the defining factor for Agents and Humans as AI consumes everything.
I think we're about to see a massive rise in new type of rare disease patient and parent. Someone that knows that treatments/cures are possible but they have to push against the broken system with AI/Biotech themselves. The system DOESN'T want to...
Has anyone built full open source tooling for Hermes Agent @NousResearch for Bioinformatics (mRNA vaccine design is the target)? It'll need new agent skills too. Would you use it if I built it? I have a few hours left to...
AI's capabilities have outpaced the FDA's capabilities to regulate it There are literal cures that can be designed and synthesized but have no way to reach the market due to regulatory/ethics blocks People will, like with Peptides, start dosing themselves & their...
The Enemy isn't Big Pharma. It's the FDA and Regulators who won't allow you to test experimental therapies on yourself (or your dog). Even if it's life or death.
I suspect this will transform our understanding of how species have evolved. Species definitions have always been flawed as they were developed pre-genome sequencing and pre-AI
Paul's story developing a cancer vaccine for Rosie inspired me. I'm going to build something so that EVERYONE can do the same thing. My dog Lady died of hemagiosarcoma and I wish I'd been able to save her too ETA - hopefully a...