- Modular multi-persona framework: users switch assistants with one tap; each persona has isolated context, embeddings, and memory.
- RAG-powered knowledge hubs: curated datasets (case law, tech white-papers, CBT scripts, entertainment trivia) indexed in vector stores; retrieval tuned with dynamic re-ranking.
- Scalable FastAPI backend: stateless workers behind AWS ALB; horizontal autoscaling handles 5× traffic spikes.
- Conversation security: AES-256 E2E encryption, rotating device keys, and zero-knowledge cloud storage.
- Observability & AB testing: OpenTelemetry traces, custom relevance scoring, feature flags for rapid persona roll-outs.
- Future-proof extensibility: new assistants plug in via YAML persona manifests and one-click CI/CD pipeline.




