Skip to main content
JGJenks Guo

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.

04

Security and governance belong in the architecture.

Not in a policy document added six months later. Credentials, routers, agent harnesses and audit trails are design decisions.

05

Platforms compound.

A well-designed API, tool or knowledge system lets other people build things you never anticipated.

06

Verifiable beats trusted.

From Bitcoin vaults to AI agents: replace institutional trust with technical constraints that anyone can check.

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.

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