A connected software, data, and artificial intelligence system

Software engineer · Applied AI

Liam Liu

Software systems. Data platforms. Applied AI.

I build the architecture between them.

Ontario, Canada · Available Jan 2027
0Canadian internships
0%lower infrastructure cost
0%less reconciliation investigation

Digital banking · Runtime micro-frontends

TD EasyWeb Digital Banking Platform

A distributed banking experience assembled at runtime, not a collection of isolated pages.

My scope

I delivered the Loyalty & Rewards micro-frontend and built release tooling that compares configuration across the platform.

30+ environmentsProduction EN/FR delivery with resilient live-data states and controlled rollout.
  • Angular 20
  • NgRx
  • Module Federation
  • Node.js
Open system
System architectureLive flow
01Unified Shell
02Layout & Nav
03Loyalty MFE
04OpenAPI Services
05Runtime Config

Flagship systems

01

Digital banking · Runtime micro-frontends

TD EasyWeb Digital Banking Platform

A distributed banking experience assembled at runtime, not a collection of isolated pages.

01Unified Shell
02Layout & Nav
03Loyalty MFE
04OpenAPI Services
05Runtime Config
My scope

I delivered the Loyalty & Rewards micro-frontend and built release tooling that compares configuration across the platform.

30+ environmentsProduction EN/FR delivery with resilient live-data states and controlled rollout.
Open system
02

Regulated data · Databricks and Delta Lake

TD Insurance Enterprise Data Platform

A layered data platform that turns operational insurance records into governed regulatory products.

01Source Systems
02Integrated Entities
03Temporal Facts
04Regulatory Products
05DQ & Outbound
My scope

I worked in the data-product layer on privacy eligibility, historical corrections, reconciliation, metadata, and delivery controls.

40% less investigationCleaner audit evidence and faster investigation across regulated datasets.
Open system
03

Engineering software · Real-time cloud systems

Industrial Engineering Simulation Platform

A full-stack workspace that makes remote engineering calculations feel immediate and dependable.

01React Workspace
02Node API
03Python Engines
04PostgreSQL
05AWS Lambda & S3
My scope

I built the product flow from React interfaces through Node APIs and Python engines, then migrated its infrastructure to AWS.

50 ms · 60% lower costFaster simulation feedback with a substantially leaner cloud footprint.
Open system
04

Applied AI · Deterministic document systems

DocAgent: AI Document Intelligence Pipeline

A controlled AI pipeline that preserves document structure instead of flattening everything into text.

01Confluence & Word
02OOXML Extractor
03Copilot Agent
04Human Review
05DOCX Renderer
My scope

I designed a deterministic Python shell around Copilot for ingestion, OOXML extraction, asset tracking, review, and native rendering.

3 input modesInspectable transformations with human approval at the final boundary.
Open system

Research signal

Published computer vision research.

SCAM-GAN · Attention-augmented unpaired CT-to-MR synthesis · 2023

Next opportunity

Let’s build a system that matters.

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