How does the system ensure data privacy?

It processes all data locally using OCR and redaction pipelines before indexing in a self-hosted vector store, ensuring zero cloud exposure.

What technologies power the search capabilities?

The solution utilizes Qdrant for vector search and Python-based OCR to enable intelligent retrieval of screen activity history.

How is sensitive information handled during indexing?

Configurable exclusion lists immediately redact sensitive data during the OCR process before any context is stored or queried.

Agentic Automation● Active2026

Sovereign Context Assistant

Proactive desktop recall without cloud exposure, built on local OCR and vector search.

Overview

I needed a mechanism to recall screen context without exposing sensitive data to external APIs. I engineered a KDE-based assistant that captures screen activity and processes it through a rigorous local pipeline. The solution performs optical character recognition and applies immediate redaction based on exclusion lists before any data is indexed. The scrubbed context is then routed to a self-hosted gateway and stored in a local vector store. This architecture ensures that while I can query my activity history for intelligent retrieval, raw sensitive information never leaves the host machine, guaranteeing strict data sovereignty.

PythonKDE/PlasmaOCRQdrantRAGPrivacy Engineering

Highlights

01
Local OCR and redaction pipeline with configurable exclusion lists
02
Self-hosted Qdrant gateway for zero-cloud vector search
03
Active deployment since 2026-09 with 85% completion confidence

System Architecture

Local processing flow ensuring data privacy before indexing.

Questions people ask

How does the system ensure data privacy?: It processes all data locally using OCR and redaction pipelines before indexing in a self-hosted vector store, ensuring zero cloud exposure.
What technologies power the search capabilities?: The solution utilizes Qdrant for vector search and Python-based OCR to enable intelligent retrieval of screen activity history.
How is sensitive information handled during indexing?: Configurable exclusion lists immediately redact sensitive data during the OCR process before any context is stored or queried.