4 min read
Engineering After the AI Demo: Evaluation, Controls, and Field Integration
What 2026 examples and a personal project reveal about three AI engineering problems that outlast any model: evaluation, controls, and field integration.
Software Engineering · Applied AI · Production Systems
Building AI systems,then proving them in production.
I build applied AI and production software, then write about evaluation, governance, reliability, and public futures through evidence from real systems.
Featured writing
Applied AI in practice
Working framework
Three layers of the work
01Primary field
Applied AI Systems
Evaluation, safety, governance, and the product systems that make AI useful.
02Implementation layer
Production Software
Backend systems, deployment automation, testing, and operational reliability.
03Research layer
Public Futures
Independent research connecting technology, institutions, cities, and public life.