Writing
On AI strategy, business transformation, organisational culture, and career. Published on LinkedIn, Substack, and Bear Blog.
Most companies don't fail with AI because they lack talent, data, or ambition. They fail because they apply the mental models of deterministic technology to something fundamentally probabilistic.
Every major technology shift in history has followed the same quiet pattern. At the start, those who know how to build win. As the technology matures, power shifts to those who know how to decide.
When I started looking closely at products built heavily with AI, something felt off. Nothing was obviously broken. Everything technically worked. But the experience felt like it was put together in a hurry.
Before we ask whether something should be built or bought, shouldn't we first ask whether it needs to be different at all? Many organizations have confused process variation with competitive advantage. They're not the same thing.
Most businesses measure performance but ignore what powers it. The truth? Your people aren't underperforming. Your processes are.
As a company grows past 50, 100, or 300 people, the once-tight fabric of culture starts to stretch. Communication formalises. Leadership layers multiply. Something feels less cohesive.
A practical handbook to strengthen culture health, build alignment, and operationalise values — for companies where culture can feel fragile and formal HR is still catching up.
Your 1:1s sound positive. The team's Slack is buzzing. Revenue's not bad. But deep down, something feels off. People are quiet in meetings. The spark is fading. It's not a strategy issue — it's a cultural one.
The middle management has been and will be the boon and bane of any company. If you want to be heard, if you want to solve better problems — learn to handle people. You need to be in the system to change the system.
Finding a job and moving up the ladder is not just about professional growth. It defines your way of thinking and tunes your perspective in a defined way. Your first job has a bigger role to play than you think.