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JGJenks Guo

AI Lead · AI Transformation · Developer Platforms

Building AI-augmentedsuperteams.

Jenks builds AI systems, platforms and operating models that make organisations more capable — combining applied AI, agentic workflows, developer ecosystems and hands-on engineering.

Jenks Guo · Applied AI + platform leader · Melbourne, Australia · English / 中文

Ask Jenks is an AI assistant grounded in Jenks's public résumé. It can make mistakes.

Jenks didn't arrive with ChatGPT. Enterprise systems → APIs → platforms → ecosystems → decentralised infrastructure → applied AI.

The arc

Eleven years of compounding layers.

  1. 01

    Enterprise systems

    Ericsson · 2015

  2. 02

    APIs & SDKs

    Xero · 2018

  3. 03

    Platforms

    Linktree · 2021

  4. 04

    Ecosystems

    Filecoin · 2022

  5. 05

    Decentralised infra

    Babylon · 2024

  6. 06

    Applied AI

    Babylon · 2026

What Jenks leads

AI as an organisational capability, not a chat tab.

1

AI engineering

Agent architectures, LLM systems, tool use, retrieval and knowledge bases, evaluation, human-in-the-loop and agent-to-agent workflows.

2

AI transformation & governance

Company-wide adoption across engineering and non-engineering teams — with security, auditability and spend designed into the architecture.

3

AI economics

Intelligence is becoming infrastructure. Jenks measures it like infrastructure: model choice, cost, reliability and return per team.

4

Developer platforms

APIs, SDKs, OpenAPI, developer portals, app-store integrations and DevRel programs that let others build what you didn't anticipate.

Selected impact

Evidence, not adjectives.

8+
years across engineering, platforms and AI
100+
hackathons supported across APAC
$1M+
in prizes helped allocate
3
public APIs built at Linktree
30+
engineering contractors managed
~500k
users on an Ericsson billing platform

Leadership

“I lead by helping my team glow.”

A leader's job isn't to be the smartest person in every conversation. It's to create the environment, systems and clarity that let capable people do their strongest work — and in 2026 that includes the AI they work alongside.

Thinking

How Jenks sees the world.

The ideas behind the work — on AI, organisations, economics, security and trust.

01

Technology changes organisations before it changes job titles.

The real AI transition is organisational: how decisions get made, how knowledge flows, how teams are shaped.

02

AI should make teams more capable — not just make individuals type faster.

The unit of value is the AI-augmented team: humans and agents with clear roles, shared context and human-in-the-loop checkpoints.

03

Intelligence is infrastructure. Measure it like infrastructure.

When does $20k of AI spend per developer pay back? Model routing, budgets and evaluation are leadership questions, not procurement afterthoughts.

Community

Technology is also a way to show up for your community.

Things Jenks starts without anyone asking.

Civic tech · AI · Advocacy

Murrumbeena Primary School

A parent-led campaign for better school facilities — a multipurpose hall and community hub. Jenks built an AI- and agent-friendly campaign platform to power it.

  • Public campaign site with petition and support flows
  • AI chat assistant with voice, grounded in a campaign knowledge base
  • Agent / MCP interface so AI tools can read and act on the campaign
  • Research, letters and stakeholder engagement
hallformurrumbeena.win
Meetup organiser

DevRel AU

Organising the Australian developer relations community — sharing practice across companies and building the next generation of DevRel leaders.

  • Meetups and talks
  • Mentoring
  • Cross-company practice sharing
Hackathons · Accelerators · Mentoring

APAC builders

Years of judging, mentoring and speaking across APAC hackathons and accelerator programs.

  • 100+ hackathons supported
  • 12+ accelerator programs
  • Public speaking in English and Mandarin

Working with Jenks

For employers and organisations.

Jenks is open to Head of AI, AI engineering leadership and AI transformation roles, and to consulting and advisory work — in Australia and globally, in English and Mandarin.

AI strategy & roadmap

From scattered ChatGPT usage to a coherent plan: priorities, architecture, governance and budget.

Knowledge & agentic workflows

Company knowledge bases, tiered agents and human-in-the-loop workflows for engineering and non-engineering teams.

AI governance, security & spend

Model routing, budgets, credential hygiene and audit trails, designed in rather than bolted on.

Developer platforms & DevRel

API, SDK and ecosystem strategy that turns a product into a platform.

Have a role or a problem in mind?

Ask Jenks's AI assistant anything about fit, experience or how Jenks could help — or email directly.

Email Jenks