Chelsie.
Ops · AI · Systems

AI Hub

Golden Rules

The principles I come back to every time I build with AI. Not theory — the hard-won shorthand from actually shipping tools.

01

Context is everything

Brief AI like a smart new hire.

02

If you've done it manually, you can describe it

The bottleneck is the description, not the tool.

03

Garbage in, garbage out

Clean your data before you upload.

04

AI is a first draft, not a final answer

You're still accountable.

05

Wrong direction? Start a new chat

Don’t keep adding "actually..."

06

Doing it twice? It should be a tool

Think prevention, not just execution.