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