◆ PYTHON × AI / ML STARTUPS

Python development for AI/ML startups

Python for data, ML pipelines, FastAPI services, automation. Type-checked, async-first, deploy-ready. Tuned for ai / ml startups — From the eval harness up. We help AI startups ship past the demo and into production — with cost ceilings, observability, and a real moat.

◆ WHY MIR

Why teams pick us

AI / ML startups-grade engineering

From the eval harness up. We help AI startups ship past the demo and into production — with cost ceilings, observability, and a real moat.

Python where it counts

Python for data, ML pipelines, FastAPI services, automation. Type-checked, async-first, deploy-ready.

Senior team, no pyramid

9+ years building outsourced product teams. Every engineer is a senior shipping production code — not a 5-person team with one architect on top.

◆ AI / ML STARTUPS PAIN POINTS WE SOLVE

Where Python meets ai / ml startups

Evals that catch regressions before users do

We've shipped this in production. We design for it from day one — not as a retrofit.

Cost ceilings on LLM calls

We've shipped this in production. We design for it from day one — not as a retrofit.

RAG pipelines that survive real document corpora

We've shipped this in production. We design for it from day one — not as a retrofit.

Production observability for non-deterministic systems

We've shipped this in production. We design for it from day one — not as a retrofit.

◆ STACK

What we build with

Python 3.12 FastAPI Pydantic v2 SQLAlchemy 2.0 Celery / Arq Postgres Polars / DuckDB Pytest
◆ PROCESS

How we ship

  1. Profile current workloads — CPU, memory, DB, network.
  2. Refactor critical paths to async + strict types.
  3. Add load tests + chaos checks for the top 5 endpoints.
  4. Ship with autoscaling and structured logs.
◆ START A PROJECT

Tell us what you're building

We respond within 24 hours. NDA available on request.