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Venkatesh GVG
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Venkatesh G

@venkateshg

AI Engineer specializing in agentic LLM systems, retrieval, and production-grade orchestration.

United States
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What I'm looking for

I’m looking to build auditable agentic LLM applications—retrieval, orchestration, and evaluation—with strong observability, safety guardrails, and secure production integration into enterprise systems.

I’m an AI Engineer with 5+ years across applied AI, NLP, and data engineering, focused on building enterprise agentic systems with LangGraph, MCP, GraphRAG, and Azure OpenAI. At Infosys, I developed an auditable L2-operations platform that integrated live enterprise systems, converted SOPs into deterministic execution graphs, and reduced batch-failure investigation from hours to minutes.

I build for production outcomes—retrieval, orchestration, observability, evaluation, security, and data platforms processing 100GB+ per day. I’m especially drawn to turning unstructured workflows into reviewable, tool-using agent behavior with end-to-end tracing and guardrails.

Experience

Work history, roles, and key accomplishments

IN

AI Engineer

May 2025 - Jun 2026 (1 year 1 month)

Designed and deployed a multi-agent L2-triage platform for a healthcare client, reducing investigation time from hours to minutes and supporting production tickets across Autosys, SQL, file servers, and ServiceNow. Architected secure MCP tool servers and built a GraphRAG-based intent routing and LangGraph graph compiler to convert SOP plans into deterministic, auditable workflows.

XI

AI / NLP Engineer

X Node Inc.

Aug 2024 - May 2025 (9 months)

Built and deployed LangGraph agents for Chief of Staff, StandUp, Market Research, and information-gathering workflows using stateful orchestration and plan-and-execute patterns. Developed RAG applications with Pinecone/FAISS and Azure OpenAI embeddings, and engineered NLP pipelines for PII masking, NER, and entity linking; fine-tuned BERT and RoBERTa models on Vertex AI.

WA

Data Engineer

Jun 2023 - Jul 2024 (1 year 1 month)

Built and maintained PySpark and Scala ETL pipelines processing 100GB+ daily and implemented near-real-time ingestion with Spark Streaming and GCP Pub/Sub. Optimized warehouse models and storage design to reduce storage costs while improving query performance, and delivered curated datasets that reduced insight turnaround time.

CN

Data Analyst

Capital Numbers

Jun 2019 - May 2021 (1 year 11 months)

Built a Python recommendation model with custom feature engineering and designed Spark/Kafka ingestion pipelines for large-scale structured and unstructured data. Performed exploratory analysis, automated model evaluation, and developed dashboards that improved delivery of actionable business insights.

Education

Degrees, certifications, and relevant coursework

Northwest Missouri State University logoNU

Northwest Missouri State University

Master of Science (Applied Computer Science), Applied Computer Science

2021 - 2023

Completed an M.S. in Applied Computer Science from Northwest Missouri State University from August 2021 to May 2023.

Andhra University logoAU

Andhra University

Bachelor of Engineering (Electronics & Communications), Electronics & Communications

2015 - 2019

Completed a B.E. in Electronics & Communications at Andhra University from July 2015 to May 2019.

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