Fine-tuning & Post-training engineers who ship production systems, not pitch decks.
We build production Fine-tuning & Post-training systems for US product teams every week. Senior engineers, aligned with your timezone, embedded in your process. We write Fine-tuning & Post-training the way your team will still want to read it next year.

Every engineer we put on your work has 5+ years shipping production code. No rotations out, no bait-and-switch.
Performance budgets, observability, and evaluation metrics are part of the build — not things we add after you ask.
We'll tell you when this is the wrong tool for the job. The fastest way to lose a client is to ship the wrong thing.
Greenfield Fine-tuning & Post-training services architected for the three-year horizon — proper boundaries, tests, and documentation from day one.
Incremental migration from legacy systems, using the strangler-fig pattern so you never bet the farm on a single cutover.
Taking an existing Fine-tuning & Post-training codebase from working-for-10k-users to working-for-10M-users, without a full rewrite.
Senior Fine-tuning & Post-training engineers embedded in your team, shipping alongside your engineers with the same standards and PR process.
