Approach

Eval-first, always

Before we change a system, we establish how to tell whether the change helped. On most engagements the first deliverable is a small eval suite built from your real traffic. It is the difference between engineering and guessing, and it protects you from us as much as from anyone: if our work does not move the numbers, you will know.

Senior engineers, working in your codebase

The people you talk to in the first conversation are the people who do the work. We build in your repository, on your infrastructure, through your review process — no shadow codebase, no handoff cliff at the end. Knowledge transfer is not a phase; it happens in every pull request.

Hourly time & materials

We bill by the hour, as project engagements or staff augmentation. Scope, staffing, and timeline are agreed through an initial conversation and revisited as we learn — because in this field, what you learn in week two should be allowed to change the plan. No fixed-price packages, no milestone theater.

Honest about the framework

We work in the LangChain ecosystem daily, and we do not treat it as an identity. LangGraph earns its place in most stateful agent systems we see; other abstractions often do not survive contact with production. When plain SDK calls are the better answer, that is the answer you get. The measure of our work is your team's ability to understand, debug, and extend the system after we leave.

Small scope, fast feedback

We prefer a first engagement small enough to judge: a review, a first eval suite, one retrieval fix with a measured delta. If the work is good, continuing is an easy decision. If it is not, you have lost little finding out.