Associate Architect · Applied AI
I work the full path from ambiguous problem to production: understanding the problem, designing the system, building it, deploying it, and iterating once people are using it.
12+
years shipping
3
client engagements in parallel
5
production AI systems shipped
300+
US facilities live
30%
cloud spend reduced
What I Build
People who need an answer cannot get it, because the answer lives behind SQL, five admin screens, or someone else’s calendar.
Production RAG, GraphRAG, agent orchestration, and LLM applications that run against live business data.
Multi-Agent Conversational AIThe knowledge exists, but it is spread across thousands of unstructured documents with no schema and no shared vocabulary.
Large-scale document processing, entity and relationship extraction, graph-based retrieval, and vector search.
GraphRAG Knowledge EngineA system the whole company runs on, all day, where an hour of downtime means shipments stop.
Cloud architecture, distributed systems, APIs, data pipelines, and the observability to know when they degrade.
Secure Logistics ERPAn AI system that can read the database can read the wrong tenant’s data. The access model has to be part of the design.
Permission-aware generation, post-generation query rewriting, read-only validation, and enterprise access control.
Permission rewrite on generated SQLCase Studies
Enterprise AI
Ask a building a question in plain English — five specialist agents over a 4 TB operations database, instead of five admin screens.
Key decision Supervisor pattern, not a single monolithic agent
Data & Knowledge Systems
Turning 20K unstructured support tickets into an answerable knowledge base.
Key decision Two-stage pipeline: seconds-to-searchable, minutes-to-graph-enriched
Production Systems
Finding out why the cloud bill moved — every night, before anyone has to ask. Identified 30% savings across the Azure estate.
Key decision Deterministic answers first, LLM only where reasoning is required
Experience
Built the AI and data platform layer for a unified facility management product serving 300+ US facilities.
Built and scaled a mission-critical logistics ERP from scratch to 2,500 daily users handling 70K dockets/month.
Took an idea from zero to a shipped product in 6 months — won a ₹5L cash prize from Sandbox Startups, with office space and Azure infrastructure granted separately.
Open Source
Package manager for Claude Code skills
AI-powered pull request review pipeline
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