Simon Schmitz
Employers on the program
- 2026Atruvia1 talk
The year around now
Talks in the past 12 months and announced talks ahead, one row per conference, January to December. Hover a mark for the talk.
Appearances by year
- Data + AI Summit
Talks
| Date | Event | Conference | Role | Title | Links |
|---|---|---|---|---|---|
| Jun 15, 2026 | Data + AI Summit 2026 | Data + AI Summit | speaker | Production Patterns for Multi-Tenant AI: Scaling to 800 Banks on Databricks as Atruvia Serving 800 German banks on one AI platform required solving a fundamental multi-tenant challenge: maintaining strict data isolation while scaling to hundreds…Show lessServing 800 German banks on one AI platform required solving a fundamental multi-tenant challenge: maintaining strict data isolation while scaling to hundreds of QPS under banking regulations. We present two innovations:1. Metadata-driven capacity management: Delta tables track index capacity per endpoint in real-time. When thresholds are reached, the system provisions new Vector Search endpoints and rebalances indexes. This eliminates manual scaling interventions and provides a reusable pattern for any platform hitting infrastructure limits at scale.2. Hierarchical retrieval with RAPTOR: Plain Agents retrieve flat chunks. We implement recursive clustering and summarization to build tree structures, enabling retrieval across abstraction levels, from granular details to high-level themes. This approach significantly improves answer quality for complex financial documents.Takeaways: federated vector search patterns, metadata-driven auto-scaling architecture, RAPTOR implementation |
Frequent co-speakers
| Speaker | Shared events | Shared talks | Last together |
|---|---|---|---|
| Natasha Ueberschlag | 1 | 1 | 2026 |
Speakers with the same name are merged into one entry, so this page may combine more than one person. Affiliations are shown as each conference listed them.