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Samuel Ochoa

AI researcher & serial entrepreneur, writing about agents, LLMs, and how to actually build autonomous systems.

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What I work on

Applied AI. Shipped. Not theorized.

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.

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Applied AI products & agents

Designing and studying AI-powered products, voice agents, autonomous workflows, end-user tools.
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LLM integration

Claude, GPT, Gemini, how to wire foundation models into real systems. Prompting, retrieval, orchestration, evaluation.
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AI advisory

I talk to founders, operators, and teams about where AI fits in their work. Architecture, strategy, honest takes.
The framework

A handbook on autonomous AI.

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.

Foundations

What autonomous AI is, the autonomy spectrum, the glossary.

MCP

The Model Context Protocol, the USB-C port of AI.

Claude Code

The canonical harness for autonomous agents.

Going autonomous

Headless, scheduled, self-monitoring, safe.
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About me

Background.

Role
AI researcher & writer. Past serial entrepreneur; independent research on applied AI.
Focus
Applied AI, LLM product engineering, agent systems, voice AI, automation.
Education
B.S., Business 路 Farmingdale State College 路 Dec 2019 路 3.9 GPA.
Based in
New York.
Contact

Say hi.

Best way to reach me is LinkedIn. I read everything.

Let's talk.

AI conversations, podcast invites, second-opinion requests, all welcome.

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