A NOTEBOOK, NOT A FINISH LINE

Thinking out loud.

Notes from the intersection of software, entrepreneurship, and research. Ideas worth exploring, lessons worth keeping, and questions still open.

3 articles found

Beyond Embeddings: Representing Commerce Intent with UCP-Encoded Intent Tensors

Oct 20, 2026

AI & Research · 1 min read

Embeddings are powerful for similarity, but commerce intent contains constraints, authorization, context, preferences, and risk. UEIT separates those concerns into a structured machine-actionable representation.

From Search to Autonomous Value Discovery

Oct 18, 2026

AI & Research · 1 min read

Traditional search finds relevant options. Autonomous commerce must find feasible, valuable, and authorized transactions. This article explains why that difference requires a new layer between intent interpretation and checkout.

Building with a researcher’s mindset

Sep 12, 2026

Perspective · 1 min read

What happens when you bring better questions to the things you build?

One Google account. More ideas to explore.

LET’S STAY CURIOUS

Notes on building software, exploring research, and starting something new. Subscribe to Bhavesh’s newsletter.

Thinking out loud.

Beyond Embeddings: Representing Commerce Intent with UCP-Encoded Intent Tensors

From Search to Autonomous Value Discovery

Building with a researcher’s mindset

Lumi

I’m Lumi. What’s on your mind?

Thinking out loud.

A little curiosity. A world of ideas.

A few ideas. Straight to your inbox.