01
Frame the whole problem
Trace the real workflow, constraints, actors, and failure modes before converting the request into architecture.
Software builder · Open-source maintainer · Ulaanbaatar, Mongolia
I make hard, unclear systems executable.
I’m Turuu Byambaa, a software builder and open-source maintainer in Ulaanbaatar. I work on products before the idea has become a clean ticket: when the domain is unfamiliar, the useful boundary is still unclear, or the technical model no longer matches reality.
I learn the domain, find the real boundary, make the product and architecture coherent, help the team grow around the work, and stay through production and operations.
Independent products · AI infrastructure · Complete systems · Open source
Current personal work
I am building a new Intelligo generation around one vertical product: a bilingual career advisor grounded in Mongolian education and career data.
Uniscout maintains the source-tracked university-data pipeline behind it. Ignite is the software-delivery workflow I use while building it. All three are implemented private projects in development—not public launches yet.
Selected work
Selected work
Four personal systems at different stages: a vertical AI product, maintained open-source knowledge, the framework extracted from it, and the workflow used to build them.
Where I am useful
The difficult work starts before the ticket.
The stack changes. The method is turning ambiguity into a system a team can build, operate, and improve.
02
Learn, then transfer
Enter an unfamiliar stack quickly, but turn the learning into examples, conventions, review, and team ownership.
03
Make failure explicit
Treat concurrency, retries, refunds, provider limits, auditability, and recovery as product behavior from the start.
04
Carry it into operation
Keep product decisions, system design, implementation, deployment, support, and handoff connected long enough to ship the right system.
Background
Since 2016, open source has been my private university. The public record now spans 38 source repositories, 56,794 GitHub contributions, and 1.87 million cumulative downloads across 21 independent packages. The numbers matter because they trace how complete applications became libraries, products, team practices, and production systems.
Writing
Recent writing
A quiet beginning. Lessons from more than a decade of software, open source, products, and production work will follow.
Open to selected work
Bring the problem that has outgrown its owner.
The prototype no longer holds. The requirement is still incoherent. The stack is unfamiliar. Or a critical workflow has remained unresolved. Tell me what is broken, what has already been tried, and what production success would change.