Golden Paths for Machines
A golden path built for humans is a recommendation. A golden path built for a machine has to be an interface.
Topic
Agentic software development, tested in the real mess of engineering work.
A golden path built for humans is a recommendation. A golden path built for a machine has to be an interface.
A platform team that rules by doctrine gets compliance. A platform team that runs like a product gets adoption. Only one of those is worth anything.
The next phase of AI-assisted engineering will not be more magical. It will be more explicit.
Agentic engineering is not the art of asking AI to do more. It is the discipline of making work explicit enough that machines can safely help with it.
A few years ago, most engineering organizations were constrained by the same thing: writing code was expensive. Not just in budget terms. Expensive in attention. In coordination. In
There’s a particular kind of frustration engineers know well: you pick up a Jira ticket and the description reads something like “Fix the thing from the meeting.” No context. No requirements/details.
How GitHub Agentic Workflows + MCP turned my pull request reviews from context-switching nightmares into fully-loaded briefings