WORKING WITH MACHINES

Most AI initiatives are failing, and the reason has nothing to do with the technology. The people who understand how the organization actually works are being replaced by the technology they were supposed to guide.

That is the problem this book was written to solve.

If you have ten to twenty years of experience in a knowledge-work role, you have probably watched this happen. A new AI system gets deployed. The people who knew the client relationships, the internal politics, the real reasons previous initiatives succeeded or failed, they are gone. And six months later, nobody can explain why the results are not there.

This book makes the case, with data and with precision, that the professional who combines genuine organizational experience with real AI literacy is the most valuable person in any organization deploying AI right now. Almost nobody currently holds that position. And the organizations that figure this out first will have an advantage that compounds.

Working With Machines covers what AI actually is and what it genuinely cannot do, why the economics of mass workforce replacement will eventually catch up with the organizations pursuing it, and what the specific human capabilities are that no AI system will ever replicate. Then it lays out the exact development plan to build those capabilities deliberately, with daily practices and a 90-day structure you can start immediately.

What you will find in these pages is not reassurance. The ground has shifted and the professionals who do not develop in the right direction will feel it. This book gives you the precise picture of where the value actually lives now and exactly how to build toward it.