Case study · Systems building

IndividuateAI

An open-source personal memory system that stores user context in an encrypted local database and makes it available through a web application.

Open sourceRustLeptos and AxumSQLCipherPasskeys

Problem

Useful AI needs memory people can control.

Personal context makes software more useful, but it creates a trust problem when storage and access are opaque. The system needed encrypted persistence, clear ownership, and a practical browser interface.

What I built

Full-stack Rust

A Leptos interface with Axum server-side rendering and a shared typed codebase.

Encrypted memory

SQLCipher protects stored context at rest, with authentication built around passkeys.

Public source

The repository is available under the AGPL-3.0 licence, so the implementation can be inspected and extended.

What it proves

I can build beyond the automation layer.

IndividuateAI demonstrates product architecture, application security, data modelling, and full-stack delivery. Those skills matter when a GTM process needs a real product rather than another connector.