Evidence types

Read maturity before the tool list.

Showcase work is labelled by its real maturity so professional work, live products, research, and concept demos are not mistaken for one another.

01 / Professional work1

Evolving professional systems work shown through sanitised evidence.

02 / Live product2

Independent products that are usable or serve a real ongoing need.

03 / Academic research1

Formal research with methods, findings, limitations, and validation boundaries.

04 / Concept demo4

Deployed and testable, without claims of customers, revenue, or broad outcomes.

Category
13projects

Selected projects

The products and research that best represent how I build today.

Core build01
Multi-Venue Algo Trading ArchitectureArchitecture case →

Multi-Venue Algo Trading Architecture

A venue-agnostic algo trading operating layer connecting adapter contracts, research, backtesting, paper and controlled live execution, risk, and observability, with UMX as the current first implementation.

WorkVenue AdaptersExecutionRisk Systems
Professional workInitial venue-adapter contributor and algo platform architect
Core build02
SimpleTerminal — Multi-Exchange Market TerminalLive product ↗

SimpleTerminal — Multi-Exchange Market Terminal

A zero-backend, zero-API-key market workspace that brings live quotes, depth, trades, and derivatives context from five exchanges into one screen.

Products & toolsWebSocketMarket DataVanilla JS
Live productProduct owner and AI-assisted implementer
Core build03
Machine Learning for Stablecoin Depeg RiskLive product ↗

Machine Learning for Stablecoin Depeg Risk

An eight-year study comparing Logistic Regression, Random Forest, LSTM, SHAP, and three VaR methods across different stablecoin architectures.

ResearchMachine LearningPythonRisk Analytics
Academic researchMSc dissertation research design and data analysis
Core build04
V0 · FLASKOrdering form
CCTMenu V0 Flask ordering form
V1 · LIVE DEMOOperations flow
Current CCTMenu guest-ordering product
Live product ↗

Cha Chaan Teng Operations System

How an ordering exercise became an operations system, connecting mobile guest ordering and server-side pricing to a staff Kanban and traceable order state.

Products & toolsNext.jsProduct OperationsFull-Stack
Concept demoProduct direction, workflow and system-boundary design; AI-assisted full-stack prototype delivery

Independent builds

Working personal products and experiments that show delivery across different users, workflows, and product contexts.

01
Products & toolsSupabaseProduct Design

Family Balance

A family savings tool combining multi-bank rates, compound-interest calculations, member tagging, cloud sync, and shareable reports.

Live productProduct owner, household-workflow designer, and AI-assisted implementer
04
Products & toolsAI AgentsDecision Systems

Football Market Decision Lab

An explainable, memory-aware review queue for fast-moving football markets, demonstrated with synthetic data and no wagering execution.

Concept demoProduct owner, decision-system designer, and AI-agent workflow operator

Lab experiments

Small prototypes and technical exercises, kept for their learning value without presenting them as finished products.

02
Products & toolsDockerSelf-hosting

Private Media Pipeline

A rebuildable self-hosted pipeline connecting remote cloud files, queued VPS ingest, a persistent media library, and authenticated playback without exposing the private library or server.

Knowledge systems

Public technical learning organised into searchable, connected references.

Earlier builds

Small earlier builds remain visible as learning history without competing with the strongest current product evidence.