Samuel Ochoa
AI researcher & serial entrepreneur, writing about agents, LLMs, and how to actually build autonomous systems.
AI researcher & serial entrepreneur, writing about agents, LLMs, and how to actually build autonomous systems.
I write about and research the applied side of AI: building real agents, wiring LLMs into workflows that get used, and figuring out how to push systems toward full autonomy without them falling over.
Designing and studying AI-powered products, voice agents, autonomous workflows, end-user tools.
Claude, GPT, Gemini, how to wire foundation models into real systems. Prompting, retrieval, orchestration, evaluation.
I work with founders and operators on where AI fits, what to build, and how to ship it. Advisory and hands-on build engagements.
A 40+ page knowledge base on how to build AI that actually runs on its own, covering Claude, MCP (Model Context Protocol), plugins, Claude Code, agent patterns, headless execution, and safety.
I'm running interviews with independent P&C agency operators and building a working prototype called Binder alongside the research. Not an AMS replacement, a producer workspace that runs quote, bind, and renewal workflows with agents instead of tabs.
Best way to reach me is LinkedIn. I read everything.
AI conversations, podcast invites, second-opinion requests, all welcome.
Connect on LinkedIn