Principal Technical Architect
GenAI · Agentic AI · Cloud Architecture · SRE
📍 Hyderabad, India
Who I Am
Strategic Principal Architect and SRE with 18+ years designing enterprise-grade cloud architectures, agentic AI systems, and resilient infrastructure for regulated industries. Early adopter and production implementer of Model Context Protocol (MCP) — the universal standard for AI-tool integration now backed by Anthropic, OpenAI, and Google.
Pioneered AgentOps practices including multi-agent observability, reasoning trace capture, guardrail enforcement, and agent drift detection. Technology evangelist who translates complex AI/ML architectures into measurable business outcomes — and actively trains and leads engineering teams to adopt agentic workflows, modern AI tooling, and AI-native SDLC processes.
What I Work With
Career Journey
What I've Built
Built enterprise MCP servers enabling LLMs to natively interact with AWS infrastructure and Bitbucket pipelines — before MCP became the industry standard now adopted by all major AI providers.
Designed RAG pipeline combining vector similarity search (FAISS/Pinecone) with structured ML inference for solar installation data, integrating live NASA POWER and NREL PVWatts APIs.
Evaluated and implemented multi-agent workflows using LangGraph state machines, CrewAI role-based agents, and N8N automation — delivering 60% reduction in manual operations.
Pioneered an AI-native software development lifecycle — integrating agentic workflows, AI code review, and automated deployment pipelines into the full engineering process.
Established AgentOps practices including reasoning trace capture, agent session replay, guardrail enforcement, and token-cost dashboards — unified with DataDog for AI + infra observability.
Architected AWS multi-account strategy managing 60+ microservices, 1M+ daily transactions, 99.9% uptime SLA — with 40% cost reduction via FinOps governance and ECS migrations.
Beyond the Code
Built and mentored cross-functional engineering teams; established DevSecOps culture and architectural governance that scaled with 3× business growth
Training engineering teams on Agentic AI, LLMs, MCP, and modern cloud tooling — accelerating enterprise AI adoption across organizations
Pioneering AI-native development processes — integrating agentic workflows into every stage of the software lifecycle from design to deployment
Download my resume or connect with me to explore opportunities, consulting, or training engagements
Reach Out
Open to collaborations, consulting, speaking opportunities, and team training engagements.