Scoped with deal sense.
Shipped as systems you can trust.

I build production AI systems for funds, their operating companies, and the advisory firms that serve them — deal-literate scoping and working software from the same person.

Mariya Osadchaya · Private equity roots, building at the frontier of AI
Explore capabilities → Start a conversation
Fig. 01 — conformal map deal sense × frontier AI
Built across frontier, open-weight, and world models. See the range →
the thesis

The work here is the integration — someone who scopes the problem with deal sense and ships the system that solves it.

Advisors
Buy AI strategy — but don't build.
Engineers
Build systems — but never sat on the deal side.
the integration
the work, in four parts
Capabilities What I build, mapped to where you sit — funds, portfolio companies, hedge funds. → White-label Build capability delivered inside your mandate, under your brand. → Selected work The whole body of work as a field — explore it by lens. → Contact A short conversation establishes fit — plain email, no form. →
on presence

Frontier AI talent pooled in a handful of cities — the problems worth solving didn't. This practice exists to close that gap.

On site, on demand · remote year-round.

Fig. 05 — current circuit ƒ(z) · 2026
Remote-first · on site, on demand in each market.
the other side of how I think →