- AI Agent Observability: Tracing, State Inspection, Tool Logs, Failure Diagnosis, and Production Monitoring
- Reliable AI Orchestration: Workflow Graphs, Agent Routing, Retries, State Management, and Human Oversight
- Context-Aware Recommendation Systems: Time, Location, Device, Intent, and Situational Preference Modeling
- Human-in-the-Loop AI Operations: Approval Gates, Escalation, Review Workflows, and Safe Automation Design
- Model Registry Engineering: Artifact Tracking, Metadata, Lineage, Promotion Workflows, and Governance for ML Models






