• Worked with the Information Management Branch from 2022 to 2025, then moved to Connected Service BC from 2025 to present.
• Produced technical validation work comparing hardware and software options for AI workloads, including compute, accuracy, operational fit, and procurement implications for Xeon 6 dual-socket infrastructure.
• Collaborate across technical and non-technical teams to ship maintainable public-service software where reliability, auditability, and operational clarity matter.

Designed and built a multi-tenant HMVC web platform from scratch, running in production for 10+ years across multiple live sites on AWS EC2. Architecture supports multi-domain, multi-site, and multi-module tenancy through a custom PHP/Phalcon framework.

• Started from SEO and marketing services, then expanded into reusable internal software for websites, content, forms, sales, and operations.
• Built tools for generating and managing websites from structured content and reusable templates.
• Designed workflows for small businesses and independent creators who need practical web systems without heavy enterprise software.
• Run the platform as a real working product while continuing to improve the underlying architecture.
• Engineered a 3-tier HMVC architecture with MySQL, MongoDB, Docker, and Nginx — handling multi-tenant routing, module isolation, and per-site configuration at the platform level.

Developed packet-classification and forwarding-plane software for Ericsson SE edge routers and SSR Smart Services Routers, serving fixed and mobile networks.

• Built the CLI-facing ACL configuration path: it accepted operators' classification commands and passed them to the classification daemon on the routing plane.
• Developed the classification daemon's lookup tables for Ezchip, DPDK, Ericsson PPA, and Spider forwarding targets, using software and hardware lookup paths.
• Wrote, modified, and maintained linear lookup and MRFC (Modified Recursive Flow Classification) software algorithms; worked with TCAM hardware lookup and Intel DPDK virtual-router processing.
• Worked on ingress and egress forwarding paths, intercepting packets, classifying L2/L3/L4 headers against operator rules, and applying filtering, QoS, forwarding, NAT, and RPF actions.
• Supported dynamic subscriber and direct traffic. Used C, Python, assembly, shell, Git, Gerrit, and Linux kernel, driver, and user-space development.

Co-op software developer with Ericsson Forwarding Services in Burnaby, Canada.

Personal technical site for writing about software, systems, AI, math, robotics, and the process of building practical tools.

• Used as a public home for technical essays, build logs, notes, experiments, and project documentation.
• Built toward a Simon Willison-style personal site: writing, tools, references, technical experiments, and useful public artifacts.
• Connects personal publishing with the same platform work behind ANTSAND.

Building C Kernel Engine, a C-first compiler, kernel library, and runtime for CPU-based transformer inference and training. It turns explicit model circuits and kernel capability maps into generated C that can be inspected, tested, and profiled.

• Developing the model-weight conversion, circuit lowering, code generation, and runtime paths for supported text, vision, and audio model families.
• Working on CPU kernels, quantized formats, memory planning, threading, and numerical parity checks against reference implementations.
• Building training and serving paths, including tokenizer and chat-template compatibility, tool-call behavior, and multi-turn agent-harness tests.
• Documenting what works, what is still experimental, and the failures that drive the next implementation steps.

Embedded systems, robotics, drone, and physical-computing exploration connecting software, electronics, automation, controls, and practical experimentation.

• Explores robotics and drone projects through hardware-connected experiments, embedded software, sensors, controls, and automation workflows.
• Documents experiments through build notes and YouTube-style technical videos to make the learning process visible.
• Provides a practical base for robotics, electronics, drone, and embedded-systems consultation or prototyping work.