I run VF Insights as an independent practice.

I design and rebuild data and AI infrastructure for teams running data-heavy platforms. The work is hands-on and outcome-scoped. No agency layer and no handoff chain.

Most clients start with cost and performance because that is where pressure is immediate and measurable. From there, the work usually moves into rebuilds, AI data layers, or ongoing architecture direction.

Shipped outcome: a threat-intelligence catalog that three people assembled by hand was replaced with a Rust and Python pipeline across 20+ sources and 20,000+ records with SHA-256 provenance.