Currently building aitrips.io, Jotcal & TribeRide

Shipping AI products - and the platforms behind them.

Melbourne-based engineer and technical leader. 20 years shipping web platforms across healthcare, fintech and proptech - and lately, AI products I design, build and ship myself, and AI-assisted delivery embedded across the team I lead.

20
Years shipping
37
MCP tools in production
4
Products built solo
Team-wide
AI-assisted delivery
// how I work

Where I spend my time

Most AI work stalls between a demo that impresses and a system people actually depend on. Closing that gap is architecture, evaluation, cost, latency and a lot of unglamorous production work. It's the part I find interesting.

Building

From idea to production

Taking AI products from idea to live, with the platform underneath them - data model, auth, infrastructure, evaluation and cost control. I make the architecture calls and I write the code.

Enabling

Making AI stick in a team

Embedding AI-assisted development into how an engineering team already works - agents, MCP servers against internal systems, review and CI practice - so the gains belong to the team rather than one enthusiast.

Deciding

Architecture & trade-offs

Build-vs-buy, model and vendor choice, and which initiatives are worth funding. Most of it comes down to knowing what breaks at scale and what quietly costs a fortune.

// products

Products I design, build and ship

I own these end to end - architecture, delivery, and the maintenance afterwards. Most are AI-native by default, with MCP and LLM integration baked in rather than bolted on.

aitrips.io

Live

A map-first trip planner built as the companion an AI assistant needs. Plan by talking to Claude or ChatGPT, and the product holds what assistants are bad at - durable state, spatial reasoning, collaborators, offline travel mode. 37 MCP tools in production, and a web UI that's equally capable on its own.

MCP server in productionLLM integrationReal-time collaboration
aitrips.io →

Jotcal

In app store review

A writable family calendar for the kitchen wall. Handwrite "soccer Thu 5pm" onto a 13" e-ink panel and it becomes a real, synced event. Native iOS and Android from one design system - the calendar you glance at, not one you scroll through.

Native iOS & AndroidHandwriting recognitionE-ink
jotcal.app →

TribeRide

In development

Native iOS group ridesharing for the people you actually know - families, friends, schools, work pods and small communities coordinating rides among themselves instead of hailing strangers. The wedge: flight-aware airport pickup that auto-fills pickup time and terminal from the real flight arrival. CarPlay surface for active rides.

Native iOSCarPlayFlight-aware pickup
coming soon

Next Departure

Open source

Real-time public transport departure board for e-ink displays. High-contrast UI tuned for Kindle, with geolocation, multi-stop views and a provider pattern for extensible transit support.

Real-time transit dataE-inkExtensible providers
GitHub →
// about

Hands-on leadership that grows with the company

I've progressively taken on more architectural and leadership scope throughout my career - from owning frontend architecture at Oneview Healthcare and Linkly, to leading a technical team at Cohort Go, to now owning full platform architecture and running a cross-functional engineering group at Urban Rest.

Recent work centres on full-stack platform builds on AWS (Lambda, ECS Fargate, RDS/PostgreSQL), React/Next.js frontends, React Native apps, and standing up CI/CD and DevOps practice. I run SCRUM end to end, lead local and offshore engineers, and make the architecture and trade-off calls that come with being the most senior technical person in the room.

I build with AI tools in both production and personal projects - Claude, Claude Code, MCP and direct API integrations - to ship features and automate the development workflow itself. I care about clear code, things that actually work, and not overcomplicating what doesn't need it.

Full-stack platform architecture

AWS CDK v2, ECS Fargate, Lambda, RDS/PostgreSQL, SQS/SNS - end to end.

Cross-functional leadership

Local & offshore engineers, contractors and agencies, with end-to-end SCRUM ownership.

AI-native development

Claude Code, MCP servers, custom agents & skills, LLM integration in production.

// experience

Where I've led & shipped

Lead Developer

Aug 2025 - Present
Urban Rest

Corporate accommodation platform serving enterprise clients, operating furnished apartments in Australia and internationally. Architected and grew a Lambda-based Guesty/Salesforce integration into a full platform with its own data store and API layer. I own architecture across three repos - backend monorepo, Next.js web app, and React Native mobile - on AWS CDK v2 (ECS Fargate, RDS/PostgreSQL, SQS/SNS, GitHub Actions CI/CD). Building a real-time data platform, Tableau BI, a smart-lock system, native iOS & Android apps and a guest kiosk, while running SCRUM end to end and embedding AI-assisted workflows (Claude Code, custom agents, skills and MCP) across the team.

AWS CDK v2ECS FargateReact NativeNext.jsPlatform Architecture

ReactJS Subject Matter Expert

Jul 2021 - Jul 2025
Oneview Healthcare · Healthcare Tech

Led React.js frontend modernisation for a global healthcare platform serving hospitals worldwide. Architected microfrontend systems that let teams scale and deploy independently, and drove performance work keeping critical clinical workflows sub-second.

React ArchitectureMicrofrontends99.9% UptimeGlobal Teams

ReactJS Subject Matter Expert

Apr 2020 - Jun 2021
Linkly · Payment Systems

Led UX transformation of a mission-critical payment platform serving Commonwealth Bank, Mastercard and JB Hi-Fi. Established React architecture patterns and standards for enterprise payment processing that demanded exceptional reliability.

Tier-1 ClientsPayment ProcessingEnterprise Scale

Technical Lead

Jul 2018 - Mar 2020
Cohort Go · EdTech

Led the technical team delivering multi-currency payment services for international education. Partnered with the CTO on payment-system architecture and managed distributed teams across time zones with Agile practice.

Team LeadershipMulti-CurrencyAgile/Scrum
// selected architecture

A few builds I'm proud of

Queensland Police Service

QLiTE Mobile Platform

Mission-critical iOS app giving officers mobile access to core policing systems in the field.

→ State-wide deployment
Property Management

Console Cloud SaaS

Multi-tenant SaaS with a complete trust-accounting system, TDD throughout and a GraphQL API.

→ Thousands of concurrent users
Enterprise Payments

Serverless Payment Architecture

Event-driven payment processing on AWS Lambda, API Gateway and DynamoDB with optimistic locking.

→ Sub-second global transactions
// stack

Tools I reach for

React / Next.js React Native TypeScript Node.js .NET GraphQL AWS CDK v2 ECS Fargate Lambda RDS / PostgreSQL SQS / SNS GitHub Actions Claude Code MCP AI / LLM Integration
// contact

Let's build something good

I lead engineering teams, ship full-stack platforms end to end, and design and build AI products of my own. If you're working on something similar, or trying to get AI into production, I'd like to hear about it.

📍 Melbourne, Australia ✉ aston.gilliland@outlook.com