Ideas

Ideas, observations & experiments

Writing about data, AI, software, technology leadership and the things I discover while building.

Data Leadership

Data Before AI

Why organisations rushing toward AI still need to solve fundamental data-management problems.

In progress
AI

AI and Data Sovereignty in South Africa

Keeping organisational data within national control: what POPIA, cloud regions and governance controls mean for enterprise AI.

In progress
Software

Running a Software Studio with AI Agent Crews

What happens when a manager agent coordinates specialist subagents across real product codebases: what works, what breaks and where humans still decide.

In progress
AI

How AI Assistants Present Themselves

A reflection on researching open-weight and commercial AI models, how different assistants communicated their strengths, and why an evaluation should stay evidence-based and even-handed across vendors. Includes how quick research turned into a much deeper feasibility study.

In progress
Technology Strategy

The Real Cost of Enterprise AI

Why model pricing is only one component of understanding enterprise AI economics.

In progress
Software

Building a Validated Puzzle Pipeline

How a 370,000-word dictionary becomes a validated daily puzzle calendar, and why every generated pack needs an independent validator.

In progress
Software

Could Morabaraba Become Africa's Chess?

The case for taking a traditional African strategy game global, and what it takes to build a serious engine and product around it.

In progress
AI

Hosting AI Inside the Enterprise

The infrastructure, governance and operational questions organisations need to consider when evaluating private AI.

In progress
Software

AI-Assisted Software Development

How coding agents are changing the relationship between developers and software.

In progress

Let's build something
meaningful.

I enjoy conversations around data, artificial intelligence, technology leadership, digital products and the future of enterprise technology.