GraphRAG Knowledge Engine
Enterprise knowledge graph pipeline
Full GraphRAG pipeline — ingests documents, builds knowledge graphs with entities, relationships, topics, and communities via vector similarity. 17 activity classes, 14 prompt templates.
Case Studies
Production systems across knowledge graphs, multi-agent AI, FinOps, search, logistics, and analytics — from 0-to-1 through enterprise scale.
Enterprise knowledge graph pipeline
Full GraphRAG pipeline — ingests documents, builds knowledge graphs with entities, relationships, topics, and communities via vector similarity. 17 activity classes, 14 prompt templates.
Supervisor-pattern agent orchestration
Supervisor pattern routing to 5 specialized agents — Reporting, Admin, System Setup, Knowledge, and Support Tickets — across ~30 registry-driven tools. Natural-language SQL with permission rewrite, seven-collection RAG, 100+ report types, SignalR streaming of the reasoning trace.
CI/CD-integrated automated reviews
Automatically reviews pull requests with inline comments and star ratings. 10+ languages, penalty-based scoring, fix verification mode.
Automated FinOps analysis
Nightly FinOps agent: 19 collectors across 3 phases, 13 anomaly detectors, 4-tier breach thresholds. 20+ standing questions answered deterministically; an LLM handles only the reasoning. Unused resources, query cost attribution, and rightsizing — 30% cost reduction.
Health scoring & regression detection
Composite health score (0–100) per service. Rolling 30-day baselines for regression detection. Nightly collection of Azure Monitor metrics and SQL DMV telemetry sampled at 15-second intervals, 13 anomaly checks, 4-tier breach thresholds — surfacing degradation before impact.
Real-time & bulk search indexing
Synchronizing records into Azure AI Search. Bulk indexing via Durable Functions, real-time incremental sync via Service Bus.
PAN India logistics platform
End-to-end ERP — Finance, Operations, Booking, Hub Management, CRM, Route Planning. 2,500 daily users, 70K dockets/month.
Enterprise usability platform
Capturing clicks, mouse movements, text input, navigation and URL transitions to reconstruct actual user workflows. Built the entire stack from scratch.
Always open to interesting problems and collaborations.