Karma: Current State and Next Steps

Karma now ingests, normalizes, and routes events from any CDC-like source into a shared ledger, optional graph, and an action loop — setting the stage for learned expectations and autonomous intervention.

August 9, 2025 · 2 min · Ted Strall

Splitting the Ledger and the Graph: Why Karma Uses Separate Pipelines for ClickHouse and Graph DB

Karma uses a single normalized event stream to feed both a ClickHouse ledger and an optional graph database — but through separate pipelines for flexibility, scalability, and clarity.

August 9, 2025 · 2 min · Ted Strall