Writing

What changes when the tools change the work.

Essays from systems I helped build, the teams around them, and the human judgment that becomes more important as implementation gets easier.

Filter essays
The words First pass, not final say beside a document review workflow that ends with human approval.
Mihir Amin

Not Every Workflow Needs AI

The useful question is not where AI can help. It is where AI creates enough leverage to earn a durable place in the workflow.

AI and software developmentHuman-centered systems
An illustrated energy meter beside the title The Cost of Wonder and a list moving from work to weekend idea.
Empora Title

The Cost of Wonder

AI has made software feel playful and alive again. That same energy can quietly turn into burnout when engineers never stop using the muscles that make the moment exciting.

Sustainable creativityEngineering culture
A glowing house, person, and gear illustration beside the words Monday, come on in.
Empora Title

Mondays at Empora

The old picture of engineering culture was a quiet room with headphones on and nobody talking. Ours looked nothing like that.

Engineering cultureProduct engineering
A glowing monitor, person, and spark illustration beside the words From engineering, outward.
Empora Title

After engineering, the rest of the company

We started using AI in engineering for the obvious reason. The interesting part was discovering that the playbook ported directly to operations.

Human-centered systemsAI and software development
A glowing document and key illustration beside the words A year of unlocks.
Empora Title

What a year of AI in our SDLC taught us

A year ago, the most ambitious thing AI did for our engineers was tab completion. A year later, it ran overnight bug triage and prepared pull requests.

AI and software developmentProduct engineering