Why a Blog? AI is Changing Analytics
As a PM at Nirvana Insurance, I'm watching AI change data analytics in real time. Here's why I'm writing about it.

I am a Product Manager in commercial auto insurance, focused on building AI-native products at scale. At Nirvana Insurance, I lead the push to embed AI directly into how insurance products are designed, priced, and operated – not as a layer on top, but as a core capability.
I serve as an internal AI Champion, driving adoption of tools like Cursor, Zapier, n8n, and direct LLM APIs to fundamentally change how product work gets done. My focus is on 10x-ing technical output and enabling teams by rapidly writing production-quality software for marketing analysis, actuarial studies, underwriting insights, and statistical modeling.
Bigger context windows are not the same as better context. Here is how I am building an owned memory system across work, MBA, house projects, home tech, hobbies, and everything else.
A simple 3-level AI stack for analytics and PMs, with real prices and a sane upgrade path.
A local-first tool that scrapes your X (Twitter) bookmarks via a Tampermonkey userscript and organizes them into a searchable SQLite knowledge base. Uses Whisper (OpenAI's audio/video model) to transcribe saved video content, and Readability extraction for articles — turning your bookmarks into structured, searchable data.