// NOW

What I'm focused on

What I'm working on and learning right now. Last updated 2026-06.

NOW · Celebal Technologies

FinOps Hub & Cloud AI

Building FinOps Hub on Azure and Databricks. It runs a hybrid template and LLM Text-to-SQL engine over a medallion warehouse, streams its work over SSE, and uses an MCP server to give agents observability.

NEXT · H2 2026

Production agentic systems

Going deeper on multi-agent orchestration with LangGraph and MCP tool ecosystems, and on the evaluation that keeps them reliable once they're in production.

HORIZON · Next few years

Cloud & AI architecture

Owning the architecture for intelligent platforms, where AI, cloud, and data meet, and weighing cost, reliability, and security as part of the design.

Focused on

  • Shipping FinOps Hub on Azure and Databricks
  • Building an evaluation habit for every LLM feature before it ships
  • Writing secure MCP servers that give agents scoped tools

Learning

  • Multi-agent orchestration with LangGraph
  • Cost and reliability trade-offs for production LLM systems
  • Lakehouse governance for FinOps data

Availability

Open to AI and cloud engineering roles, and to architecture-scale problems where AI, cloud, and data meet.