A small, practical second opinion

Pressure-test the idea before the install.

Send one local AI, homeserver, or automation plan. For $10, I'll review the shape of it and point out the first useful version, hidden risks, and unnecessary complexity.

Self-serve

Lab notes

$0Always

Follow the UGREEN server build, reuse the architecture patterns, and learn from the experiments without an account.

  • Homeserver build logs
  • Local LLM experiments
  • Automation design patterns
  • Failures and tradeoffs included
Browse the lab notes →

What the price covers

One idea, made sharper.

  • One local AI, homeserver, or automation idea
  • Review of the proposed architecture and data flow
  • Checks for privacy, permissions, failure paths, and needless complexity
  • A concise written recommendation and next step
  • One asynchronous follow-up question

Not included: remote access to your server, hands-on installation, hardware troubleshooting, custom code, a live meeting, or ongoing support.

The founding price is $10 USD, excluding tax where applicable. I confirm fit and send payment instructions before starting.

How the review works

From ambitious idea to useful first version.

01

Describe

Explain the job, current setup, available server, and what success would look like.

02

Constrain

Include privacy needs, services you already run, and anything that must stay untouched.

03

Review

I map the data flow, failure points, smallest useful version, and likely overengineering.

04

Build

You receive a written recommendation and can ask one focused follow-up question.

Reserve a review

Bring one job you want the server to do.

The best request describes a real recurring problem, not a shopping list of AI tools.

This is deliberately small and asynchronous so the founding price can stay at $10. Implementation or ongoing support would be a separate conversation.

Tell me about the idea

This opens a prefilled email draft. Do not include source code, credentials, or other sensitive information. We confirm fit and send payment instructions before starting.

Review FAQ

Before you reserve.

Do you need access to my server?

No. Describe the goal and architecture without sharing credentials, private data, public IP addresses, or remote access.

Will you choose hardware for me?

The review can flag obvious resource mismatches, but it is not a hardware benchmark or purchasing consultation. Include the hardware you already have.

Will you build the automation?

No. The $10 scope is the architecture and first-step review. Hands-on implementation would need separate scope.

Why only $10?

You bring one clearly described idea and receive a concise asynchronous response. There is no live call, server access, installation, or open-ended support.