@AndrewYNg When I read about this I often wonder it is a FDE or a FDPM (or both) that will be required - understanding the problem space, empathy with the customer problems, "communication skills and sometimes business skills". to me sit more squarely in the wheelhouse of a Product Manager
The takeaway: stop leading with tools.
Lead with the workflow that needs to change — then use the Atlas to find the right skills, tools, and guardrails. That's how you build real agentic capability instead of adding another logo to the stack.
→ https://t.co/NjNskKufc4
Which phase is your team weakest on?
Most AI adoption starts with the wrong question.
"Which agent?" "Which platform?" "Which stack?"
Useful eventually. Just not first.
The first question is: which workflow is actually changing?
I mapped this across the whole product lifecycle. A thread 🧵
MCP gives an agent a pipe.
RAG gives it documents.
A context engine resolves the org context: recency, ownership, source conflict, task relevance.
@brandonwaselnuk / @getunblocked sharpens this. One example of an emerging pattern.
https://t.co/iUyPdNyyoj