Applied Engineering Practice
Ship Smarter.
Own Everything.
Most teams have to choose between an AI consultant who cannot deploy, an agency that does not touch hardware, and an infrastructure contractor who has never shipped a model. We do all three — architecture, private infrastructure, and physical builds — as one practice.
Working stack
Pillar 01
AI Architecture & Agentic Workflow Engineering
For tech startups, SMBs, and software teams that need custom AI features without runaway API bills.
Custom RAG & Vector Pipelines
Private retrieval-augmented generation end to end: vector store selection and deployment, embedding strategy, chunking, and the relational layer that keeps it queryable.
LLM Orchestration & Cost Control
Hybrid multi-model routers across OpenRouter, Claude, and Gemini with hard spending ceilings, rate limiting, and fallback chains. Quality goes up; the invoice does not.
Agentic Developer Workflows
Custom CLI tools, local assistant pipelines, and automated dev loops for testing, documentation, and refactoring. Engineering velocity, not demos.
Pillar 02
Private Cloud, Edge Infrastructure & Smart Automation
For businesses and privacy-conscious individuals who want sovereign infrastructure and automated physical environments.
Sovereign Infrastructure & NAS Deployment
Secure self-hosted container stacks on your own hardware: Docker and Portainer, reverse proxies, TLS, and zero-trust remote access over Tailscale. Your data stays yours.
Smart Facility & Home Automation
End-to-end automation of climate, access control, lighting, and scheduling on Home Assistant — designed to keep working when the internet does not.
Private Data Pipelines
Automated log archiving, backup orchestration, and local processing pipelines that run entirely inside your network.
Pillar 03
Hardware Prototyping, IoT & Custom Manufacturing
For hardware startups, craft producers, micro-breweries, and operators who need bespoke mechanical or electronic solutions.
Parametric 3D Design & Production
Programmatic CAD in OpenSCAD for models that regenerate to spec, then rapid prototyping and short-run production in PETG and engineering filaments on dual-volume printers.
Embedded Microcontroller Systems
Custom microcontroller and PCB wiring, stepper motor integration, and sensor and relay control for specialised machinery and process automation.
Laser Processing & Digital Fabrication
Precision vector design, custom stencils, and laser engraving for bespoke products and industrial labelling.
Productized Engagements
Packages
Fixed-shape engagements with a defined outcome. Start here when you know the problem; start with an audit when you do not.
AI-Augmented Dev Sprint
- Audience
- Senior engineers & tech leaders
- Format
- 4 weeks · 1-on-1 or small cohort
- Deliverable
- Hands-on transformation in context management, AI tooling, and agentic coding workflows.
AI Systems Audit & Architecture Review
- Audience
- SMBs & technical founders
- Format
- Fixed-scope engagement
- Deliverable
- A technical blueprint: where AI actually earns its keep, what to fix in the data pipeline, and where cost is leaking.
Bespoke Hardware & Automation Build
- Audience
- Local businesses & niche operators
- Format
- Project-based sprint
- Deliverable
- A working custom controller, automated rig, or local server deployment — installed and documented.
Why this combination
One practice, three layers
Model, server, and circuit board. No hand-offs between vendors, no gaps where accountability disappears.
Cost-aware by construction
Budget ceilings, routing, and caching designed in from the first architecture call — not bolted on after the first surprise invoice.
Sovereign by default
Self-hosted wherever it makes sense. You keep the data, the keys, and the ability to walk away.
Built to be handed over
Documentation, runbooks, and repeatable builds. The same handover discipline as our QA practice.
How we engage
Audit
We map your stack, your data, and where the leverage actually is.
Blueprint
A written architecture with scope, cost model, and success metrics.
Build
Implementation in short reviewable increments, from models to metal.
Handover
Documentation, runbooks, and the training to run it without us.
Start the conversation
Tell us what you are building
Whether it is a RAG pipeline, a sovereign server rack, or a machine that needs a controller — describe it and we will come back with an architecture and a scope.