AI Architect
Designing GenAI systems for enterprises that have to keep running on Monday.
- Solution and architectural design for LLM platforms
- RAG, GraphRAG, agent orchestration and middleware
- AWS, GCP and Azure — production, not proofs of concept
Available for architecture reviews & team training
I architect generative AI
that survives production.
Eight years across Amazon, Cisco, TVS Motor and CBRE — now designing LLM platforms as an AI Architect, and training the engineers who have to run them.
Amazon/ Cisco/ TVS Motor/ Scienaptic AI/ CBRE Asia Pacific/ Holland America Group
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Years in data & AI
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Enterprises delivered for
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Clouds in production
0K
Followers on LinkedIn
What I do
Four hats, one thread
Architect and teacher, in the same career. The systems teach me what to train people on; the training shows me where the systems break.
AI Trainer
Founder and lead trainer at House of Data. 75% practical, 25% theory, by design.
- 100+ days of live training per cohort, 15 engineers per batch
- RCA, sprint planning, SDLC and AIDLC — the parts courses skip
- Two ML and two GenAI projects, deployed with MLOps
Data Scientist
Eight years across analytics, machine learning and NLP at Amazon, Cisco and TVS Motor.
- Forecasting, NLP and decisioning systems at scale
- Credit and risk modelling at Scienaptic AI
- From dashboards to models to deployed services
Team Leader
Lead GenAI Engineer roles where the job was delivery, not just modelling.
- Leading GenAI delivery for CBRE Asia Pacific
- Mentoring engineers into their first AI roles
- Owning architecture decisions and their consequences
Track record
Where the eight years went
Amazon to Cisco to TVS Motor to CBRE to Holland America Group — analytics, then machine learning, then generative AI architecture.
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AI Architect
Mar 2026 — PresentL&T Technology Services · client: Holland America Group · Hyderabad / Pune · Remote
Architecting generative AI capability for a global travel and hospitality group — solution design, platform architecture and the guardrails that let LLM features go to production.
Solution ArchitectureLLMArchitectural DesignIT Service Management -
Lead GenAI Engineer
May 2025 — Feb 2026TechStar Group · client: CBRE Asia Pacific · Hyderabad · On-site
Led generative AI engineering for the Asia Pacific arm of a global real estate services firm — owning delivery of GenAI features from architecture through deployment.
Generative AIRAGTeam LeadershipCloud -
Senior Data Scientist
Nov 2023 — Feb 2025TVS Motor Company · Bangalore · Full-time
Senior data science across manufacturing and commercial problems at one of India’s largest two-wheeler manufacturers.
Machine LearningForecastingSaaSAnalytics
Founder
House of Data
Founder, CEO & Lead Trainer · Dilsukhnagar, Hyderabad
An AI edtech company built around one belief: almost nobody teaches production-grade AI. Courses stop at the notebook and skip RCA, real bug fixing, sprint planning and the software lifecycle. House of Data does not.
Visit houseofdata.in- 100+ days of live training, 300+ hours of practicals
- Two ML and two GenAI projects per cohort, deployed with MLOps
- 15 engineers per batch, conditional job assurance
- 5-star Google rating across 47 reviews
Writing
Articles
Longer pieces on what actually happens when generative AI meets production.
Your RAG isn't bad. Your chunking is.
Most retrieval failures get blamed on the model. In production they almost always trace back to how the documents were split — and that is a much cheaper thing to fix.
RAGRetrievalProductionLLM
Read
Agent frameworks are a prototyping tool, not an architecture
LangChain, LangGraph, AutoGen and the rest get you to a working demo fast. What they do not give you is an operable system — and the gap between those two things is where most agent projects stall.
AgentsLangGraphArchitectureProduction
Read
What teaching 15 engineers at a time taught me about AI systems
Running live cohorts changed how I architect. When you watch people try to operate a system you designed, you find out very quickly which of your decisions were actually good.
TeachingMLOpsCareersHouse of Data
Read
AI Radar
What shipped this week
Model releases, framework updates and the news worth reading — collected automatically, four times a day.
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Fetching the latest AI news and model releases…
Toolkit
The stack I actually use
LLM & Agents
LangChainLangGraphLangSmithAutoGenn8nRAGGraphRAGMCP
Cloud & Platform
AWS BedrockAzure AIGCP VertexDatabricksEKS / ECSS3 / BlobKey Vault
Document AI
TextractAzure Document IntelligenceGCP Document AIOCR pipelines
ML & Data
PythonPyTorchscikit-learnSQLSparkMLflowFeature stores
Engineering
GitBitbucketAzure DevOpsDockerCI/CDMLOpsObservability
Got an LLM system that works in the demo?
That is the easy part. Bring the architecture and we will find what breaks first.