Typed and pinned
Type hints, strict mypy or pyright, and pinned dependencies. Python without these is a maintenance bill you pay later.
Python is the lingua franca of data and AI work, and a fine backend language with discipline. We bring the types, the tests, and the packaging that keep Python services from becoming a swamp.
Python wins when you touch data, ML, or AI tooling, because that is where its ecosystem lives. Its weakness is that nothing forces structure. We add type hints, strict linting, dependency pinning, and real tests so a Python service stays trustworthy past the prototype.
Type hints, strict mypy or pyright, and pinned dependencies. Python without these is a maintenance bill you pay later.
Typed request and response models, automatic OpenAPI, and async where it earns its keep.
Where Python shines: wiring models, embeddings, and pipelines to your data with eval coverage on the outputs.
Reproducible builds, container images, and observability. Handoff includes the runbook.