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Kulvanth User

@kulvanthuser

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AI researcher at URBANKISAAN FARMS building production LLM agents; reduced greenhouse field visits by 95%.

India

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At URBANKISAAN FARMS, I shipped an agent-in-the-loop greenhouse imaging system and analytics dashboard that reduced manual field visits by 95%. I also built a farmer-facing RAG assistant that grounds farm-health recommendations in satellite, weather, and environmental data.

My research includes two IEEE Xplore publications on satellite image time series. In AR-STAR, I replaced the STAR RNN cell’s tanh activation with an attention-based activation, improving F1 from 52% to 56% and precision from 60% to 66% with lower compute time.

Experience

Work history, roles, and key accomplishments

Current

AI Product Engineer

Current

Urbankisaan Farms

Apr 2025 - Present (1 year 6 months)

Shipped an agent-in-the-loop imaging system for greenhouse monitoring, reducing manual field visits by 95%. Built a farmer-facing RAG assistant and architected a deep-learning model for seed characteristics.

Agentic AI RAG Vector Databases SAM 3 RF DETR Docker Compose Deep Learning Satellite Imagery Python

Data Science Intern

Cropin Technology Solutions

May 2024 - Jul 2024 (2 months)

Applied supervised learning, change detection, and vision models to segment and classify satellite image time series in Google Earth Engine. Ran anomaly detection on Greenland glacier and snow-cover change.

Supervised Learning Change Detection Vision Google Earth Engine Sentinel 2 NDSI Anomaly Detection

Education

Degrees, certifications, and relevant coursework

Sri Sathya Sai Institute of Higher Learning

Master of Data Science & Computing, Data Science & Computing

2023 - 2025

Grade: 8.8 CGPA

Pursued a Master of Data Science & Computing with an 8.8 CGPA, covering coursework in Linear Algebra, Multivariate Statistics, Natural Language Processing, Deep Learning, Big Data Analytics, and Stochastic Processes.