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RsatyamR UserRU
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RsatyamR User

@rsatyamruser

I build production-ready AI systems using LLMs, RAG, and computer vision.

India
Message

At Network Science, I build enterprise AI systems including MySQL and MSSQL MCP servers, Graph RAG for relationship-aware retrieval, and a five-stage NL-to-SQL pipeline that blocks hallucinated or unsafe SQL before execution.

I also create agentic workflows with CrewAI and n8n for contract risk review, extracting vendor commitments and checking them against internal legal policy and liability benchmarks.

Previously at AgriSavant, I selected and fine-tuned YOLOv5 to 0.87 F1 and 0.90 mAP for pest and disease detection, then deployed computer vision services using YOLO, DINOv2, CLIP, FastAPI, AWS, and SageMaker. I’ve also improved waste-classification performance through GAN-generated imagery and transfer learning.

Experience

Work history, roles, and key accomplishments

NS
Current

AI Solutions Developer

Network Science

Mar 2026 - Present (6 months)

Built MCP servers for MySQL and MSSQL, designed a Graph RAG pipeline for NL-to-SQL, and developed agentic workflows for contract risk review.

ES

Machine Learning Intern

EI System Services

Apr 2024 - Jun 2024 (2 months)

Generated synthetic waste images using GANs and built classification pipelines, improving minority-class representation and validation accuracy.

Education

Degrees, certifications, and relevant coursework

TT

Thakur College of Engineering & Technology

Bachelor of Technology, Artificial Intelligence & Machine Learning

2021 - 2025

Grade: 9.37/10.0

Pursued a Bachelor of Technology in Artificial Intelligence & Machine Learning, achieving a CGPA of 9.37/10.0.

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