avz://blog — notes & ideas
concept · July 10, 2026
ChatGPT doesn't know what you asked Claude. Claude doesn't know what's in your spreadsheet. Here's why fragmented context is the real ceiling on what AI can do for a business — and what a shared-memory model looks like instead.
Read →e-commerce · July 10, 2026
Sourcing, listing copy, ad testing, customer support, and margin math are five different jobs. Here's how to think about each one — and how an AI crew can own them end to end.
Read →concept · July 10, 2026
A chatbot answers one message at a time. Running a business takes research, writing, numbers, and follow-up happening together. Here's why multi-agent crews are the next step past single-assistant AI.
Read →