Agentic AI from Demos → Production (AgentBricks)
GenAI
Designed evaluation framework on Databricks to move multi‑agent systems into production with UC‑governed datasets, MLflow tracking, and telemetry dashboards.
- Tools: DLT, MLflow, UC, Mosaic AI
- Impact: Faster promotion cycles, measurable reliability
Real‑time Network Anomaly Detection
Streaming
PRTG → Kafka/Kinesis → DLT pipeline with Pandas UDFs using Isolation Forest & SHAP, delivering per‑event feature importances and alerts.
- Latency: sub‑minute anomaly detection
- Ops: Auto‑retraining on concept drift
AMIGA — Automated Code Migration Agent
Agents
Multi‑agent orchestration for refactoring legacy code to modern stacks with test generation, static analysis, and CI hooks.
- Result: 30–50% faster migrations (pilot)
- Quality: Guardrails + eval harness
Conversational Tourism Concierge (RAG)
RAG
Hyper‑personalized itinerary planner with real‑time weather/events, access‑controlled retrieval, and multi‑workspace UC governance.
- Stack: Delta Lake, Vector search, LangChain‑style orchestration
- Security: Row/column‑level controls via UC