Powerful agentic AI is about understanding AI well-enough to know when to hand off your decisions, and more importantly when NOT to.

If we don’t structure our conversation around accuracy truthfulness, then we’re outsourcing our judgment without realizing it.

We may need more conversations around AI confidence and structuring our decisions around confidence-levels.

Most companies think AI isn’t paying off because the tech isn’t good enough yet, but research on AI adoption increasingly shows the biggest barriers aren’t technical — they’re organizational.

My reflections on how we used Co-pilot's integration of GPT 5 in the research function.