From Hype to Habits: The Systems That Make AI Work
— 5 min read

From Hype to Habits: The Systems That Make AI Work

Companies are rolling out AI everywhere. The surprise is where results actually show up: not in the model, but in the surrounding systems: how people learn, how handoffs work, who owns decisions, and how we measure outcomes. The data suggests adoption is...

AI Makes Developers Faster—Except It Doesn't

4 min read

A METR study found that AI coding tools like Cursor Pro and Claude slowed experienced developers by 19%, even though they felt 24% faster—revealing a major gap between perceived and actual productivity.

From Framework to Practice: Triaging Tasks for AI

6 min read

Minutes saved don’t equal business value. This article shows how to assign AI tasks to the right control mode—Tool, Co-Pilot, Partner, or Supervised Autonomy—based on ambiguity and consequence. Build scalable governance that turns AI adoption into measurable performance gains.

The New Rules of Working With AI

9 min read

The productivity gains from AI are real: 14% faster problem-solving, 50% faster coding. But treating AI as just another tool fails. Organizations succeeding treat it as a teammate with defined roles, transparent reasoning, and human oversight matched to risk. New rules for a new team.

Eight Books That Will Change How You Think About AI at Work

4 min read

AI will transform your organisation, but will that transformation serve people or replace them? These eight books provide the roadmap for human-centred AI: aligning technology with human purpose, designing collaboration, and creating systems that elevate rather than displace human work.

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