Talin Roche

Talin Roche

AI Product Engineer and Creative Technologist

Sydneytalin.roche@gmail.comLinkedIn

Hi

I'm Talin. My career has been a blend of engineering, content and AI. I studied mechatronics at USyd while running an event photography business, then spent three years at Coates as a Creative Technologist, from an internship in 2020 through to early 2023, ideating and prototyping hardware and software and pitching it to internal stakeholders and clients.

Since then I've moved fully into AI and product engineering: multi-site platforms, internal tooling, and the automated content pipelines behind them. I like ambiguous problems, building a working version fast, and putting it in front of people to react to1.

Experience

Ona Coffee

Jul 2026 to now

Product Engineer, contract

Building apps to be used by ONA and the 300+ cafes they distribute to.

  • ONA Hub, a multi-site management and reporting platform covering site operations and learning module tracking, with permissions scoped per cafe and per staff member.
    • Grounded AI assistant over manuals, SOPs and video content, returning answers specific to a user's equipment, site and role rather than generic documentation.
    • ONA Academy, a barista upskilling platform with learning catalogue, completion tracking and engagement reporting.
  • ONA Budgeting, a spend and forecasting tool for store managers.
    • Live data pulls from Square and Xero with predictive earnings analysis and forecast modelling, giving managers visibility on spend against income.

Build Club

Oct 2025 to Jul 2026

Founding E-learning Director / Engineer, full time

Led AI education, creative direction and built internal tooling for automated and scalable AI upskilling.

  • Designed, wrote and built public thought leadership sites end to end, including State of AI and State of Claude, both with automated daily audit and update.
  • Designed and built change management resources: the AI Change Management Guide and AI Champions Playbook.
  • Built multiple full AI courses end to end: syllabus, written content, scripting, quizzes, videography, presenting to camera and managing editors.
  • Ran AI upskilling workshops and webinars for enterprises, businesses and individuals.
  • Built an automated video cutting pipeline outputting to DaVinci Resolve.
  • Built automated scripting and quiz generation for course content, and an automated publishing pipeline pushing content live.
  • Built a daily agent run that audits and updates live articles, using chained agents to verify factual accuracy and tone before anything ships.

In Lieu

Jun 2024 to now

Co-founder and Director

A fashion label I co-founded. I handle all digital aspects: brand, design, storefront, internal tooling and AI.

  • Built a custom front end and back end on headless Shopify for every drop, 5 sites to date. See the previous ones.
  • Built individual level customer analytics: session replays, cohort tracking over time, purchase rate and time on site, feeding predictive analytics for stock ordering.
  • Built back end automations for order fulfilment, AusPost integrations, plus Shopify plugins for automated catalogue population and an automated photo edit and upload pipeline.
  • Currently building custom animated customer avatars with a rewards and perks layer.
  • Six figure revenue over two years, 1,000+ paying customers, 12.5k followers.

Coates Group

Mar 2020 to Feb 2023

Creative Technologist, Full Time

Ideation and development of new products and user experiences to diversify Coates' offering.

  • Industry, product, consumer and technology research.
  • Component sourcing and testing.
  • Software and hardware development for proofs of concept, including Eagle Eye, an internal order accuracy computer vision tool for McDonald's.
  • Product presentations to internal stakeholders and external clients.

Internship Mar 2020 to Feb 2021, full time from Feb 2021.

Iris Project Media

Sep 2016 to Dec 2025

Co-founder and Lead Photographer

Built and ran an event photography business. Hiring and managing multiple photographers and editors.

Education

University of Sydney

2017 to 2020

Bachelor of Mechatronics Engineering (Honours), Honours Class I

Thesis: autonomous ultralight fixed-wing flight within a motion capture environment. 68 gram flight weight with robust PID capable of complex aerobatic manoeuvres.