Articles
Notes on product strategy, AI systems, execution speed and the uncomfortable details that decide whether technology becomes leverage or just theater.

Securing a RAG Chatbot
September 19, 2026
Why chatbot security is reputational, technical and economic risk management.
SecurityRAG

What is really expected from an AI Product Manager in 2026?
August 31, 2026
A pragmatic view on AI PM expectations, technical agency and the hiring bar behind modern job descriptions.
AI ProductProduct Managementhiring managerAI Job Description

Building Ask David
August 20, 2026
How a local RAG experiment became a production chatbot with memory, logs and guardrails.
RAGAI Product