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leslie
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AI
👋 hi, i'm leslie

I turn frontier AI
into real business value.

AI technology executive & builder with 9+ years turning data and AI into decisions, products and outcomes — across retail, banking, telco, consulting and the public sector. Today I lead an enterprise agentic-AI program — and I'm placing two AI bets of my own.

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about-me

I build AI capabilities — and lead the people who build them.

For 9+ years I've turned data and AI into real-world value: production AI systems, analytics platforms and digital decisioning — across retail, banking, telco, consulting and the public sector. I move fluently between executive product ownership, hands-on architecture, and the org change that makes AI actually land.

Right now I lead a leading Australian retailer's first agentic-AI program for marketing. And here's the thing I can't unsee: when execution gets cheap, judgment becomes the scarce thing — which is exactly why I'm building a new, AI-collaboration-first way for teams to work.

where-i-am

📍 Based in Sydney, Australia 🇦🇺

🌏 Building, advising & serving on boards across Australia & APAC

✦ Open to the right founders, operators & teams at the edge of AI

Leslie Chung
building capabilities Sydney · AI builder
by-the-numbers

Impact, in round numbers

$1B+
incremental sales influenced through AI & decisioning
~$23M+
in benefits unlocked by the agentic-AI program I built the case for
30+
data scientists, ML & BI engineers led across chapters
~30M
customers reached by the next-best-action engine I helped build
9+
years across 5 industries — retail, banking, telco, consulting, public sector
~$52M
GenAI revenue pool mapped for a flag-carrier airline
the-journey

Lab bench to AI leader — in 6 years.

I didn't start in tech. My first life was in medical science — then I followed the data out of the lab and moved fast: five industries, an accelerated promotion at a top global consultancy, and into executive AI leadership.

hover (or tap) a milestone to see the detail ↘

before 2018
Medical scientist
✦ the pivot

Medical research · full PhD scholarship

Medical immunology & microbiology — years of research on a full PhD scholarship. I learned to design experiments and chase signal in the noise… then followed the data out of the lab and never looked back.

2018 — 2020
Data Scientist
Banking
Banking

one of Australia's big-four banks

Built models powering a next-best-action engine serving ~30M customers.

2020 — 2021
Data Scientist
Telco
Telco

a major Australian telco

Omni-channel marketing data science across 6M customers.

2021 — 2024
Consultant
MBB
Consulting

a top-tier global strategy consultancy

AI & GenAI strategy for C-suite clients across airline, telco, banking, fintech and the public sector — where the breadth came from.

⚡ accelerated promotion
2024 — now
AI Executive Leadership
Retail
Retail · AI

a leading Australian retailer

Lead the Group's data science & AI practice — setting talent strategy and capability across 800+ practitioners and supporting $1B+ in incremental sales. Founded and now lead the Group's first agentic-AI program (multi-million-dollar business case).

// in parallel — the boardroom
Non-Executive Directorspace-focused legal-tech firm · 2026 — now
Executive Directordata-protection & regulatory advisory · 2019 — 2022
// breadth — 5 industries + 2 board seats
Banking Telco Consulting Retail Public sector Legal-tech Data protection
// advisory — helping clients go AI-native
// workshops & talks

AI for HR & talent

a global health insurer & a leading digital insurer

Training workshops and talks for HR and talent teams on how AI is reshaping the workplace, roles and talent strategy.

// masterclass

AI for finance leaders

CFOs & financial controllers

Sessions for a cohort of senior finance leaders — via an executive coaching program — on what AI means for how they lead and operate.

// prototype & advisory

AI for marketing agencies

a marketing agency

Reimagined their partnership model with key accounts — building a working prototype that showed AI cutting operational cost (savings they can pass to clients) and accelerating speed-to-impact.

what-i'm-building

Two bets on the AI-native future

// flagship

Agile, reimagined for AI-native teams

an AI-collaboration-first operating system

Missions replace tickets, decision-intelligence replaces backlog grooming, transparency replaces standups — and the AI co-worker runs on the same model as the humans, so it participates in the work, not just autocompletes it.

✦ Shortlisted · Antler Pre-launch
more soon →
// venture · stealth 🔒

Space × AI

AI for safer access to space

A stealth-stage venture using AI to make getting cargo — and people — into orbit safer. The first product is in beta, and we're part of the NVIDIA Inception program.

NVIDIA Inception Beta Stealth mode
under wraps — more soon 🔒
toolkit

What I build with

Agentic AImulti-agent
LLMs & RAGapplications
LangGraph / Pydantic AIorchestration
AIOps / MLOpseval & monitoring
Pythoncore
PySparkscale
SQL / Rdata
Responsible AIgovernance
MBB × Harvard / LBS / INSEAD Accelerator Professional Scrum Product Owner Australian Government security clearance
me-online
👋

Building something at the edge of AI? Let's talk.

let's-get-in-touch
● about
Based in Sydney Local time --:--
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