Specializedknowledge systems.High signal-to-noise.

We build human-in-the-loop data pipelines, evaluation harnesses, and governance that hold up in production and under scrutiny.

Core Principles

Versioned data, prompts, and evals wired into CI.

Golden sets and drift checks—improvements are measurable, not anecdotal.

Observable pipelines with rollback plans your team can own.

Governance Rails

Every decision—data, labels, prompts, models—has a paper trail and a rollback plan. We optimize for traceability and steady-state operations.

Let's discuss how specialized knowledge systems can transform your operations.