Services

MLOps & AI Infrastructure

Production-grade infrastructure for ML and LLM workloads: training pipelines, GPU orchestration, model registries, evaluation harnesses, and continuous deployment for models.

Ship Models with Confidence

We make ML and LLM systems boring in the best way — repeatable, observable, and safe to roll out.

GPU Orchestration

Ray, Modal, RunPod, on-prem

Continuous Delivery

Canary & shadow deploys

LLM Observability

Traces, evals, drift alerts

Safe by Default

Guardrails & PII redaction

10x
Faster Iteration
From notebook to production

What You Get

A platform that turns ML experiments into reliable products.

Training pipelines with reproducible artifacts
Model registry with versioning & lineage
GPU orchestration with Ray / Modal
Online & batch model serving infrastructure
Continuous evaluation & regression tests
LLM observability with Langfuse / Helicone
Feature store & data versioning
Canary rollouts and shadow deployments
PII redaction & governance controls
Cost & latency dashboards

Tech Stack

Tooling for serious ML operators.

MLflow
Weights & Biases
Ray
Modal
Triton
BentoML
KServe
Langfuse
Feast
DVC
Airflow
Kubeflow

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