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Software & AI engineering · Canada and the United States

Production software & AI,engineered to last.

Global Crown Digital designs and delivers multi-agent LLM systems, citation-grounded RAG, computer vision, and the AWS infrastructure beneath them, for organizations where accuracy, security and auditability are not optional.

  • Corp-to-corp contracts
  • USD or CAD invoicing
  • W-8BEN-E on request
years shipping production systems end to end

8+

years shipping production systems end to end

platforms engineered, from firmware to cloud

7

platforms engineered, from firmware to cloud

industries: public safety, health, eldercare, SaaS, telecom

5

industries: public safety, health, eldercare, SaaS, telecom

AI interactions scored in a REB-approved safety evaluation

4,500+

AI interactions scored in a REB-approved safety evaluation

Production stack

  • Amazon Bedrock
  • LangGraph
  • vLLM
  • Qdrant
  • BGE-M3
  • PyTorch
  • DINOv3
  • SageMaker
  • AWS CDK
  • ECS Fargate
  • Lambda
  • IoT Core
  • Rust
  • Next.js
  • SwiftUI
  • WebRTC

Selected work

Systems in production, in high-stakes domains.

Law enforcement, mental health, wound care and telehealth operations. Every engagement record states the organization and our role.
Case Intelligence Assistant2026 – present

Law enforcement · Air-gapped AI

Case Intelligence Assistant

Case Intelligence Assistant Inc.Founding Engineer

Air-gapped AI investigative platform for law enforcement, fully offline on an NVIDIA DGX Spark. Citation-grounded RAG over 13 document formats plus audio and video, with a hash-chained audit log and a Crown (prosecution) disclosure export.

~6 h → ~1 h

cross-document inconsistency analysis

  • LangGraph
  • vLLM
  • Qdrant
  • BGE-M3
  • YubiHSM 2
LifeLine2024 – 2026

Digital health · Multi-agent AI

LifeLine

Virtual Health HubSenior Software Engineer, Cloud & AI

Virtual mental-health treatment platform serving Northern Saskatchewan, including Indigenous and remote communities. Multi-agent AI on Amazon Bedrock (chatbot, medical scribe, risk analytics) with RAG, voice, and Chime SDK video, inside a HIPAA-aligned VPC.

4,500+

scored interactions in a REB-approved safety evaluation

  • Amazon Bedrock Agents
  • Chime SDK
  • React Native
  • ECS Fargate
SkinScan2024 – 2026

Wound care · Computer vision

SkinScan

Virtual Health HubSenior Software Engineer, Cloud & AI

AI wound-care imaging platform. A unified DINOv3 ViT-L/16 performs 10-class wound classification and pixel-level segmentation in one forward pass, served on SageMaker with scale-to-zero, behind a Swift iOS capture app and clinician portal.

10-class

classification + segmentation in one forward pass

  • PyTorch
  • DINOv3
  • SageMaker
  • Swift

Our conviction

Demos impress. Prototypes stall. Pilots never reach production. We engineer AI that holds up in production and under audit.

How we build

Principles that survive production.

  1. 01

    Citations, not guesses

    Retrieval that points every answer at its exact source: page, video frame or transcript timestamp. Retrieved evidence is treated as untrusted input.

  2. 02

    Deterministic where it matters

    Rules and statistics make the decisions. Language models narrate them, inside claim-checking guardrails.

  3. 03

    Security by design

    RBAC, TOTP MFA, hardware key custody and tamper-evident audit logs. HIPAA-aligned and fully air-gapped deployments when the data demands it.

  4. 04

    Evaluated like a study

    Scored interactions, LLM-as-judge evaluation and protocols your domain experts can validate, not a demo that worked once.

  5. 05

    Infrastructure as code

    CDK and CloudFormation, so every environment can be diffed, reviewed and rebuilt from the repository.

  6. 06

    Senior-led delivery

    The engineer who scopes your system is the engineer who builds it. No hand-offs, no bait-and-switch.

How we engage

From first call to production handover.

  1. 01

    Scope call

    A short call where you describe the problem, the constraints, and the deadline. We ask the hard questions early and tell you plainly whether we are the right fit.

  2. 02

    Proposal and SOW

    You receive a written proposal: architecture sketch, scope, milestones, and acceptance criteria. It becomes the SOW under a simple MSA, with IP assignment and net-30 terms spelled out.

  3. 03

    Build in short increments

    Working software demoed as it lands, so progress is visible and nothing hides behind slides.

  4. 04

    Handover and operations

    Infrastructure as code and documentation. IP is assigned to you on payment. If you want us to stay on for operations or the next phase, a retainer is available.

Have a system to build? Let’s talk.

Tell us what you are building and where it is stuck. You will get a direct reply, a short scoping call, and a written proposal if we are the right fit.

  • MSA + SOW
  • Corp-to-corp (C2C)
  • W-8BEN-E on request
  • USD or CAD · net-30
  • IP assigned on payment