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Kolavarunchandra User

@kolavarunchandrauser

AI/ML engineer building agentic AI systems and computer vision models, including a research-to-code compiler verified across 48 papers.

India
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With RUEXIS AI, I architected a multi-agent compiler that turns academic papers into runnable PyTorch repositories. Across 48 evaluated papers, it achieved 100% AST validity and passed 203 regression tests.

For my M.Tech thesis at Pondicherry University, I developed E-SGCD, a semantic-guided framework for satellite change detection. It reached 90.97% F1 on the LEVIR-CD benchmark, with an edge-deployable design using Swin-Tiny and RemoteCLIP.

For DermSemble, my B.Tech capstone, I created a dual-stream deep learning system for clinical dermatology triage and served it as a FastAPI microservice. Its ONNX Runtime INT8 model delivered 11.3x edge compression and 7.2 ms GPU latency.

I also published research in the Journal of Electrical Systems and Information Technology and have a Medi-Assist AI paper accepted for presentation and publication. My projects span agentic AI, computer vision, RAG, and full-stack systems; I’ve also worked as a Full Stack Web Developer Intern at NullClass and as a freelance software and full-stack engineer.

Experience

Work history, roles, and key accomplishments

CH

Freelance Software & Full-Stack Engineer

Commercial Platforms (The Appearance & Queen's Herbal)

Jul 2025 - Aug 2026 (1 year 1 month)

Architected and deployed modular MERN REST architectures delivering 77+ endpoints with JWT security, Zod schema validation, and automated webhook event pipelines. Integrated Razorpay payment verification and Shiprocket 3PL logistics pipelines, along with Cloudinary asset processing and trilingual notification workflows.

NU

Full Stack Web Developer Intern

NullClass

Jun 2023 - Aug 2023 (2 months)

Integrated Google Gemini Flash generative models into a developer community Q&A platform to automate context-aware query explanations and semantic code debugging. Engineered modular backend services using Node.js, Express, and MongoDB, and authored automated test suites with Playwright E2E and API smoke testing.

Education

Degrees, certifications, and relevant coursework

Pondicherry University logoPU

Pondicherry University

Master of Technology, Computer Science and Engineering

2024 -

Grade: 8.71/10

Pursuing Master of Technology in Computer Science and Engineering with a CGPA of 8.71/10. Thesis focuses on an efficient and explainable semantic-guided framework for change detection in bitemporal satellite imagery.

Indian Institute of Information Technology, Tiruchirappalli logoIT

Indian Institute of Information Technology, Tiruchirappalli

Bachelor of Technology, Computer Science and Engineering

2020 - 2024

Grade: 8.24/10

Completed Bachelor of Technology in Computer Science and Engineering with a CGPA of 8.24/10. Capstone project involved a dual-architecture deep learning system for clinical dermatology triage.

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