Research and field notes

Notes from the boundary.

Short notes on using AI over protected data: what controlled visibility buys you, what it does not, and where a modular tool fits. Written for reviewers, not for marketing.

NOTE 01

Why sensitive AI needs controlled visibility

NOTE 02

What zero data retention does not solve

NOTE 03

From protected documents to controlled answers

NOTE 04

Why heavy intelligence platforms leave room for modular tools

NOTE 05

Checking the request before the model sees it

NOTE 06

An audit trail is evidence, not telemetry

Notes are published as the work develops. Request access to receive them directly.