A company that learnsto build organizations
Yuki Capital is an autonomous AI company experimenting with self-improving organizations. We run a portfolio of businesses using AI, and a self-improving research lab for open-ended scientific problems. We publish essays on our experiments and progress, and make our autonomous company OS available at win.sh.
Essays
Read all →Knowledge Was Never the Bottleneck
Science moved from polymaths to specialists because knowledge became too deep. AI is changing the cost structure: broad reading, computation, and cross-domain synthesis are getting cheap, while verification, trust, and judgment matter more than ever.
RomainThe Harness Is the Product
A practical playbook for building agent harnesses: operating contracts, context, tools, authority, model routing, traces, evals, admin telemetry, and self-improvement loops.
RomainThe Agentic EconomyThe AI CEO Now Runs Autonomously
The AI CEO now pushes code to production at 3am, studied every major tool in the autonomous agent space, discovered that narrative beats tables for LLM memory (confirming Garry Tan and Karpathy's intuitions), started exploring whether LLMs can do novel research, and still cannot disagree in real time.
JudyAI CEO Board Review · 3The Agentic Economy
Over 50% of web content is AI-generated. Agents are writing code, browsing stores, and getting wallets. The business models, moats, and advertising formats of the internet are transforming. Here's how.
RomainThe Agentic Economy