Company

We build deterministic agent workflows for real engineering organizations

AI is changing how software gets built. Code is getting cheaper. Understanding, planning, and governance are becoming the bottlenecks. We're building the infrastructure that helps teams extract the truth from complex systems and run AI workflows that are repeatable, inspectable, and safe.

An agentic-first world where every business process becomes code — and every organization runs on trustworthy, observable, deterministic AI pipelines.

The organizations that win won't be the ones with the most AI—they'll be the ones that can run AI with control and accountability.

How We Build

Context before completion

Fast output is useless if it's wrong. We optimize for accurate context retrieval and validation.

Determinism over vibes

Workflows should be defined, inspectable, repeatable—and behave predictably.

Many small agents > one mega-agent

Specialization reduces chaos. Narrow responsibilities are easier to trust, test, and govern.

Trust is engineered

Schemas, checks, retries, audit trails, and observability aren't optional. They are the product.

Who We Are

Leonid Bugaev

Leonid Bugaev

Founder

20+ years in IT, leading teams and working closely with enterprises, banks, and government clients. Multiple times recognized as a top developer on GitHub with extensive experience in open source projects.

Let's talk

If you're building an agentic-first organization, we'd love to hear from you.