Notes
Shorter pieces.
AI value = (Productivity × Localization) − (Technical Debt × Moral Debt)
Technical debt has a moral twin. A formula for when AI work produces real value.
Marketing engineers, business engineers
Marketers and business developers are building their own tools. I opened a GitHub account in 2025 and built MCP and skills before the official CRM integration.
We're hiring. Bring your own AI agents.
Employers now expect you to build an AI stack that helps you scale.