//LL
// ABOUT

LEE LECKENBY.

Calm systems. Compounding leverage.

Product is my craft. Systems thinking is how I work. AI is the leverage. Here you'll find what I'm building, breaking, and refining.

This is the work in progress.

01. FOCUS

// CURRENT_WORK

Right now I'm exploring:

  • *

    AI workflows for product and operations teams

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    Agent orchestration for repeatable execution

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    Practical governance models for LLM-enabled environments

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    Design systems that support execution quality

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    Planning models tied to measurable outcomes

AI is changing how teams operate day to day, not just what they ship.

Most organisations are layering tools onto existing processes.

I'm more interested in redesigning the operating model underneath.

02. BACKGROUND

// FOUNDATION

My foundation is in regulated financial services and marketplace platforms.

I've worked across:

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    Enterprise financial environments

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    High-scale mobile optimisation

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    Marketplace growth and auction systems

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    Data-led experimentation and CRO

That experience shaped how I think:

Process needs clear ownership.

Tools need guardrails.

Shipping should improve the system, not just output.

AI doesn't remove structural weaknesses.

It exposes them.

03. DIRECTION

// TRAJECTORY

I'm moving toward:

  • ->

    Practical AI product architecture

  • ->

    Systems-aware product leadership

  • ->

    Coordinated agent workflows with human oversight

  • ->

    Operating models that compound over time

Less hype. More implementation.

Most of this work starts messy. I share it as it evolves.

The goal is not noise. It is leverage.

Most of this work starts messy.

I share the process as it evolves so the thinking stays useful.

The target is leverage, not noise.

04. PRINCIPLES

// OPERATING_MODEL

These guide how I build:

01

I bias toward systems over features.

02

I prioritise context over cleverness.

03

I favour orchestration over isolated automation.

04

I measure outcomes, not just output.

05

I stay calm around hype.

If something doesn't change how a team operates, it's decoration.

05. BUILDING IN PUBLIC

// TRANSPARENCY

The work here moves quickly.

Publishing it keeps the thinking honest.

Everything on this site is working notes from someone experimenting at the edge of product, AI, and execution systems.

No inflated promises.

Just practical systems in progress.

06. WORKING TOGETHER

// COLLABORATION

If you're:

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    Rethinking how your team uses AI

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    Trying to design clearer execution systems

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    Exploring agent orchestration or governance

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    Building AI-enabled products in regulated environments

Happy to chat.

Usually we start with a working session: map where you're at and find where things could work better.

Then we figure out what's worth doing next.

Connect on LinkedIn