From strategic decisions to working experiments.

I work daily with Claude, Gemini, and Codex. I’ve built SponsoredBy and LineTale solo using AI tooling, shipped PingBell’s MCP server, and built task-specific automations on Cloudflare Workers. The technology helps me move faster from an idea to something that can be tested.

The important decisions remain commercial: what matters to the customer, what should be built, and how to know whether it works.