John Hanks

Automation-first builder shipping practical systems.

I design and ship practical systems that reduce operational drag and create leverage for teams.

My work sits at the intersection of product, operations, and engineering: clarify the goal, simplify the workflow, automate the repetitive path, and make the result resilient enough to run in the real world.

Recent focus areas:

• AI-assisted workflow design and automation
• Deployment reliability and rollback-safe operations
• Documentation and handoff systems teams can actually use
• Converting ambiguous ideas into measurable, shippable increments

I’m currently building automation around meal planning and grocery ordering while using this site as a living example of markdown-first, infrastructure-aware product delivery.