Aria Han
About

Hi, I'm Aria

I spend a vast majority of my time talking to Claude Code, reading books, and writing everything from prompts to poetry.

3x
Companies
Brink · HeyContent · HeyContext
5
Hackathons
Won · 6 finals
39
Skills
Packaged

I started as a language person. Journalism, essays, stories, poems, research rabbit holes, and constant reading. Computer science did not feel like leaving that behind. It felt like picking up one more language.

Then language models arrived, and the language part and the machine part stopped feeling separate.

Since then, my career has been a sequence of frictions. I live with something until it annoys me enough to build a system around it, usually one that does the mechanical work so the person does not have to.

I don't think my differentiator is memory, evals, or agents.

It is why I keep building them.

After my third startup, I spent months interviewing for AI engineer roles and doing over a dozen technicals. It accidentally became a tour through the industry's confusion: every company had a different idea of what AI work was supposed to be.

It was the range of problems that intrigued me, and that's when I decided to work as a consultant so I could work with more than just one problem at a time. Now I'm not just bringing my own projects. I've seen the shape of the questions other teams are asking too.

Now I work with founders, engineers, and teams trying to adapt to a world changing faster than anyone expected. AI engineer is the conventional title, AI implementation specialist is closer to the truth, and the language is still evolving. The human element only keeps getting more important, more of a premium. The thread is people. It always has been.

Fig. 04 · Curiosity Map

Ideas that recognize each other

A constellation, not a network. Hover a point.

Eight pursuits that keep finding each other. Hover one, watch what lights up.

Fig. 07 · Current Obsessions

Lately, on my mind

Reshuffles on its own.

NowAmbient interfaces
NowSocial reasoning benchmarks
NowUrban planning
NowLibraries
NowOntology-driven memory
NowSimulations
NowMuseums
NowPhysical AI
NowKnowledge systems
NowWorld Models