I help brands automate manual work with AI → Notion systems, Service Blueprint, workflows & computer vision
Save 10+ hours/week
DM ‘SYSTEM’ for a free audit 👇”
"AI doesn't 'know' things - it predicts the most probable next token based on patterns. Understanding that distinction is the difference between vibe coding an app and actually engineering a product that scales.
I build stuff like this — PR gates, AI-assisted review pipelines, dev workflow automation.
If you're a founder/team lead and want this in your repo, DM me. I'll tell you honestly if it's worth doing for your setup.
Monday thought: Claude Code shouldn't be your code writer. It should be your PR merge gate.
If your AI can't tell you what to test and how risky a change is, you haven't automated anything — you've just added another opinion.