I find what other people miss.

A 2026 survey of 300 CISOs found zero with full visibility into AI use across their organization. Every governance framework assumes an inventory nobody can produce. So I built the seeing part first.

Fingerprinting narrows 4,238 events to 107 worth reading. Then a model reads the actual prompt, because no regex separates "help me phrase this budget variance" from "here are our unannounced Q3 numbers." Same department, same service, same plain text. Only meaning divides them.

Runs on local models. For a tool whose job is finding data that left the building, "this tool sends nothing out" is the first question a CISO asks.

Most people never go below the abstraction they work at. I wanted to know what was underneath, so I wrote the layer everything else sits on.

It is also the honest answer to why I can hold my own in a systems conversation. I have been to the bottom of the stack.

Two people type in the same file at the same instant. There is no central lock. Both edits must land, and both users must end up looking at the same document. That is a genuinely hard distributed systems problem, and it is the one Notion, Figma, and Google Docs are built on.

I taught myself CRDTs from scratch to solve it: conflict-free replicated data types, state that converges no matter what order the operations arrive in.

46% of security teams spend more time maintaining their tools than doing security work. The alert queue is why. Most of it is noise, and the noise is exactly what hides the one thing that matters.

Both of these attack that problem. SecureScope turns raw security data into prioritized, readable intelligence. AI SOC Lite is the small deployable version: ingest, validate, prioritize, and put the thing a human should see first, first.