Solutions·By Capability·Python / AI
Python / AI Stack.
The stack behind every model we’ve shipped to production.
Python is our AI delivery language: training loops, eval harnesses, retrieval services, agent orchestration. This is the capability behind Ezra Flash and the Koda copilot. Regulated, measured, in production.
96.4%
Koda copilot gold-set pass rate
510(k)
FDA clearance. Ezra Flash, 2023
How we approach it
PyTorch / JAX model work, FastAPI services, vLLM / Triton serving, LangGraph agent stacks, Airflow / Dagster data pipelines, and the eval infrastructure that gates every release.
PyTorch / JAX model work, FastAPI services, vLLM / Triton serving, LangGraph agent stacks, Airflow / Dagster data pipelines, and the eval infrastructure that gates every release.
- Eval-first: the harness ships before the model
- Inference cost-modelled at design time
- Regulatory-grade lineage and audit trails
- From notebook to service without the usual rewrite
Proof
We've shipped this before.
FAQ
Before you ask.
Research or production Python?
Production. With enough research fluency to pair with your scientists. We turn promising notebooks into systems with SLOs.
Can this stack survive a regulator?
It has. Ezra Flash cleared FDA 510(k) in 2023, and the Koda copilot answers to state insurance regulators. The audit trail ships with the code, not after it.
Tell us the hard part.
A 30-minute call with an engineer, not a salesperson. Honest scoping, real dates.