Writing

Notes will come when they are honest enough to keep.

I will use this space for clear notes on data systems, AI, security and the lessons from building PHANG. I am not filling it with pretend authority just to make the site look busy.

Quiet is better than fake.

Likely themes

Data systems

How systems remember, move and protect state.

Applied AI

Using models without letting them become the whole product.

Security

Boundaries, ownership, failure and trust.

Building PHANG

What I learn from building under real constraints.