How I Build Fast (Without Cutting Corners)

Speed matters, but reliability matters more. My approach is to keep scope tight, automate the boring parts, and ship in small, testable increments.

The loop I follow

• Clarify the goal and success metric (what changes for your customers?).
• Prototype quickly (days, not weeks) to validate direction.
• Harden it: error handling, security basics, performance, and monitoring.
• Ship and iterate: real feedback beats assumptions.

Where AI helps (and where it doesn’t)

• Helps: drafting copy, scaffolding, refactors, tests, repetitive glue code.
• Helps: summarizing requirements and generating checklists.
• Doesn’t: owning the business logic—humans still decide what matters.

What you get as a client

• Clear milestones and visible progress.
• Automation where it saves time (deployments, checks, repeatable releases).
• A maintainable system you can grow—not a fragile one-off build.