Variance x Chalk: Risk Engineering Happy Hour

​We’re gathering a small circle of engineers for an evening of food, drinks, and battle-tested stories from the trenches of fraud and risk. Alongside demos and a deep dive into feature stores and AI agents shaping the next era of risk, we want to hear your experiences too. If you’re building in real-time ML, databases, or risk engineering, we have a seat for you at the table.

Variance builds AI agents that automate fraud, compliance, identity and Trust & Safety reviews. Detect, investigate, and enforce in one loop, no more human-in-the-loop.

​Chalk is the modern feature store for AI. It lets engineers ship real-time ML faster with streaming pipelines, instant backfills, and production-grade monitoring. No brittle data plumbing, just clean features flowing into models at scale.