What should AI do—and what should stay human?
A working boundary for an AI-native business.
AI · AUTOMATION · ONE-PERSON COMPANY
Building long-term systems for a one-person company—with AI.
UFound documents what actually works: ideas, experiments, tools, and reusable workflows for building more with a smaller team.
START HERE
Three ways into UFound
Choose the question closest to what you are building now.
CURATED
Worth reading first
AI × OPC
A one-person company is not a smaller company
It is a different operating model—designed around judgment, automation, and compounding assets.
WORKFLOW
Design the handoff before adding another agent
Reliable AI workflows begin with clear state, review points, and recovery paths.
BUILD LOG
Why UFound separates the public site from the private OS
Trust on the outside; focused operations on the inside.
USED, NOT COLLECTED
A small, opinionated toolbox
Only tools tested in real workflows. Each note explains the job, the tradeoffs, and the alternatives.
ChatGPT Thinking & codingClaude Reading & draftingn8n Workflow orchestrationCloudflare Web infrastructure
LIBRARY
Reusable resources
Practical assets you can adapt instead of starting from a blank page.
AI + OPC starter checklist
A compact map from idea to first repeatable system.
Content operating system
Editorial states, review gates, and a weekly cadence.
WORK WITH UF
Services that end in a working system
Clear scope, clear handoff, no vague transformation promises.
AI subscription assistance
Payment and setup assistance for eligible AI services. Independent, not affiliated with OpenAI.
Automation mapping
Turn one messy workflow into a documented, testable operating path.
Personal site build
A fast, owned website with a maintainable publishing system.
ABOUT
UFound is a record of building deliberately.
Created by Marvin as a home for practical AI, one-person company experiments, and the systems that survive contact with real work.
WEEKLY LETTER
One useful note. No noise.
Ideas, field notes, and tools worth keeping.