Approach on Systems & Engineering

Align

Mon, 01 Jan 0001 00:00:00 +0000

Aligning on AI product engineering

I want to build useful AI products, take responsibility for their behavior in production, and help improve how a team develops them. I’m looking for a hands-on role that can use the judgment I have developed and give me substantive work through which to develop it further.

Evaluations

Mon, 01 Jan 0001 00:00:00 +0000

Evaluation in AI Product Development

Evaluation is a maintained capability for understanding and characterizing how an AI product actually behaves and for turning observations of that behavior into justified evidence.

Language Mindset Discipline 0

Mon, 01 Jan 0001 00:00:00 +0000

Language, mindset, and discipline in AI product development

I see AI product engineering as a practice that is still taking shape. It brings together knowledge from software engineering, machine learning, experimentation, product development, domain expertise, and operations. We have established knowledge to use in these areas. How we combine it into a dependable way of building AI products still needs examination and development.

Language Mindset Discipline 1

Mon, 01 Jan 0001 00:00:00 +0000

Language, mindset, and discipline in AI product development

My approach comes from building and operating systems, investigating their behavior, and turning that experience into engineering practices and frameworks I have applied across teams. This work connects product discovery, architecture, evaluation, delivery, and learning from production.

My Perspective

Mon, 01 Jan 0001 00:00:00 +0000

Opening Statement

AI projects are cross-disciplinary work. They involve much more than AI engineering, adding more AI components, or implementing increasingly elaborate architectures.