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Practice 03 of 04

Cloud & MLOps

We treat infrastructure as part of the product. Services are containerized, deployed through CI/CD, and monitored — including the pipelines that train, serve, and watch machine-learning models.
  • Deployment & CI/CD
  • Model Serving & MLOps
  • Observability
  • Event-Driven Systems

What we deliver

Where we go deep.

Containerized, observable infrastructure with CI/CD and model serving built in.
  1. 01

    Deployment & CI/CD

    Automated build-test-deploy pipelines with GitHub Actions and container registries.

  2. 02

    Model Serving & MLOps

    Scalable inference serving, drift monitoring, and retrain pipelines for ML in production.

  3. 03

    Observability

    Metrics, logging, and tracing so you can see how systems behave under real load.

  4. 04

    Event-Driven Systems

    Decoupled, fault-tolerant services with queues and message streams that scale independently.

Built by this practice

Running in production.

The layer underneath: serving, messaging, orchestration, and the tooling that keeps it observable.
All developer infrastructure
  • Live
    Developer Infrastructure

    Vector Vault DB

    A vector database written from scratch in C++17

  • Live
    Built withPythonDockerPrometheusNext.js

    Flywheel

    MLOps control plane that closes the loop

  • Live
    Built withFastAPIRabbitMQRedisNext.js

    Blast

    Notification engine built for volume spikes

How we engage

A process built for clarity.

  1. 01

    Discovery

    We start with your problem and constraints — what success looks like, and what it will take to get there.

  2. 02

    Plan & Estimate

    A clear scope, milestones, and a realistic timeline, so you know what you're getting and when.

  3. 03

    Build & Deploy

    Iterative delivery with working software at each step — containerized and shipped, not left in a notebook.

  4. 04

    Support & Iterate

    Once it's live, we monitor, maintain, and improve it under real-world use.

Let's talk

Have a problem worth solving?

Tell us what you're building. We'll help you scope it, build it, and ship it.