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| Single-tenant isolation, dedicated infrastructure |
Model Training on Institution Data | Zero-training policy, private LLM endpoints, contractual guarantees |
Hallucination Propagation | BYOR framework, source-traced outputs |
| Full data lineage, agent workflow logging, Vanta Trust Portal |
Unintended Autonomous Actions | Human-in-the-loop design, no auto-execution of trades |
| Private endpoints, controlled data ingestion, no web scraping |
| Multi-model architecture, institution-owned infrastructure, BYOK |
| SOC 2 alignment, GDPR/CCPA compliance, no investment advice |
| DR/BCP with defined RPO/RTO, incident response SLAs |
| Augmentation-first philosophy — AI as research enablement |