// IDEAS IN PROGRESS

Shaktee & RNP.

Two threads I keep pulling on. Neither is finished. Both feel important.

// SHAKTEE

A multi-lens companion.

Shaktee began as a quiet question: could AI support people not just in tasks, but in navigating life itself? Most assistants optimize for one lens — productivity, or knowledge, or efficiency. People are not so flat.

I've been imagining a system that can hold multiple lenses at once — emotional, practical, reflective — and meet a person where they actually are in a moment. It's still in formation. Some days it feels like a product. Some days it feels like a philosophy.

// REBOOT-NEUTRAL PRIVACY

Learning without remembering you.

RNP started from a problem I couldn't shake: even when systems don't store your name, the shape of how you interact tends to link your sessions together over time. Identity leaks through behavior.

The question I'm sitting with: can a system learn collectively from many people without preserving the continuity of any single one? I don't have a final answer. I have sketches, a few experiments, and a growing sense that the architecture matters more than the policy.

Privacy that survives a reboot — not because the data is hidden, but because there is no thread to pull.