koodcluster

Services

Engineering, end to end

From the first architecture sketch to the system running in production, we cover the full lifecycle of custom software.

AI Research: VLM & VLA Engineering

We research, fine-tune and ship Vision-Language Models (VLM) and Vision-Language-Action (VLA) systems for robotics, embodied AI and multimodal products — including healthcare robotics and simulation-based training.

  • VLM fine-tuning, evaluation and benchmarking
  • VLA policies for robotic perception and control
  • Healthcare robotics — surgical assistance, rehabilitation and clinical workflow automation
  • Robot simulation environments and sim-to-real transfer for training and validation
  • Multimodal data pipelines and annotation tooling
  • Inference deployment — cloud, edge and on-device

Before a policy touches real hardware, we validate it in simulation — the platforms we work with span humanoid, surgical and industrial robots.

A humanoid collaborative robot and its perception engineer — the kind of VLM/VLA work we run in the lab.
A humanoid collaborative robot and its perception engineer — the kind of VLM/VLA work we run in the lab.Photo: Nicholas-halodi / Wikimedia Commons, CC BY-SA 4.0
Precision robotics in a clinical setting — the kind of healthcare hardware our VLA policies are built for.
Precision robotics in a clinical setting — the kind of healthcare hardware our VLA policies are built for.Photo: KamranAydinov on Freepik
An industrial welding robot on a manufacturing line — real hardware our simulation-trained policies deploy to.
An industrial welding robot on a manufacturing line — real hardware our simulation-trained policies deploy to.Photo: Phasmatisnox / Wikimedia Commons, CC BY 3.0
02

Custom Software Development

Web and mobile products built from scratch or extended from an existing codebase — designed for maintainability, not just a demo.

  • Product discovery & technical architecture
  • Web, API and mobile application development
  • Design systems and accessible front-ends
  • Long-term maintenance and feature roadmaps
03

Cloud & DevOps Consulting

Infrastructure, CI/CD and observability so your systems scale predictably and your team can ship without fear.

  • Cloud architecture on AWS, GCP and Vercel
  • CI/CD pipelines and release automation
  • Monitoring, logging and incident readiness
  • Cost and performance optimisation
04

Systems Integration & Modernisation

Connecting the tools you already run, and modernising the ones holding your team back.

  • API design and third-party integrations
  • Legacy system modernisation and migrations
  • Data pipelines between internal tools
  • Security and compliance hardening
05

Technical Advisory

Senior technical judgement on demand — for teams that need a second opinion or a fractional CTO.

  • Architecture and code reviews
  • Technical due diligence
  • Fractional CTO / technical leadership
  • Engineering process and hiring guidance

How an engagement runs

01

Scope

A short discovery phase to define the problem, constraints and success criteria.

02

Build

Weekly delivery cycles with working software you can review at every step.

03

Operate

Optional ongoing support once the system is live, so it keeps running well after we hand it over.

Describe the problem — we'll tell you the fastest path to a solution.

Talk to an engineer