What does a responsible agentic AI workflow actually look like?

Ilya co-founded AWS Chatbot — now Amazon Q for Developers — before large language models even existed. Today he builds agentic AI platforms and has one of the most thoughtful personal AI systems I've come across. We worked together at AWS, and this conversation reminded me why his thinking has always been a step ahead.00:00 Introduction02:18 Why Ilya runs every AI workflow manually03:34 The local Git repo that acts as his personal AI assistant05:32 The /recap skill — daily email, Teams + transcript synthesis07:17 Voice memo pipeline using Whisper — zero data leaves his machine11:02 The Telegram bot that captures ideas while driving13:10 Bringing teams along on the AI journey18:07 Why demos beat mandates — the cultural shift21:20 AI as a trusted colleague — the Arnab analogy24:15 The mission beneath all this agentic work27:03 "It's not doing more with less. It's doing the same with less."🔗 Resources & Connections:Connect with Ilya: https://www.linkedin.com/in/ilyabezdelev/Connect with Leena Agarwal: https://www.linkedin.com/in/leenaagarwal/