Why I completed an LLM engineering course after an NLP master’s and enterprise chatbot work — to design AI solutions, strategy, and a roadmap that address a real business need.
Why I use Poe for interactive thinking and OpenRouter when an automated LLM run needs an enforceable spending limit.
What conversational AI, advertising optimization and marketing mix modeling taught me about the foundation of AI transformation.
A PoC comparing Google’s Tabular Foundation Model with Google Meridian on the same demo data, and what each approach can actually hand a marketing planner.
Why stronger models alone cannot create the business value and professional confidence required for adoption.
A PoC on whether retrieval-grounded answers can help non-technical marketers brief developers with more confidence than a general chatbot.