Insights

Topics I like writing and speaking about

I am especially interested in the practical edge where ambitious AI ideas meet messy systems, real users, and actual business constraints.

How to decide whether a use case needs an LLM, classic ML, or better product design

What makes RAG systems feel trustworthy instead of fragile

Evaluation patterns for AI features that touch real customer workflows

Why forecasting and operational ML still matter in the age of generative AI

How founders can avoid expensive AI platform detours early on

Current home for writing

Longer-form posts live on Medium while I expand the on-site content library.

Read on Medium