Operating approach

How I Lead Engineering and Applied AI

If your AI programme has no clear owner, the first question is whether you need an executive, an architect or a senior individual contributor. These pages set out how I establish facts, assign ownership and make trade-offs visible. They are written so you can judge operating fit, and so you can use them even if you appoint someone else.

Have a mandate in mind?

Share the problem, the authority on offer and the timeframe. You don't need to share compensation or confidential details in the first message.

Looking for contract AI engineering or a fixed-scope project instead? That's dipankar.co.