Mitul User
@mituluser
Research-focused AI engineer specializing in LLM systems and retrieval-grounded architectures.
What I'm looking for
I am a research-focused AI engineer studying agentic LLM systems and retrieval-grounded generative architectures, with hands-on experience building structured multi-stage pipelines to evaluate reasoning, generalization, and failure modes under real-world constraints.
I designed and curated the PashuVision dataset of 216,243 images across 45 cattle breeds and benchmarked YOLOv8/11/26 models, achieving 97.4% Top-1 and 99.9% Top-5 accuracy while rigorously measuring calibration and fairness impacts. I build end-to-end systems—OCR, RAG with vector embeddings, prompt chains, and mobile-friendly inference—for products like Qurio and engineered real-time multiplayer AI features for Prompt Battle.
I bring production-oriented engineering skills (Python, PyTorch, LangChain, Flutter, React, ROS) combined with strong experimental rigor and a focus on robust deployment; I enjoy turning research insights into reliable, user-facing systems.
Experience
Work history, roles, and key accomplishments
AI/ML Engineer (Student Project)
PashuVision
Jan 2026 - Present (2 months)
Led dataset curation and benchmarking for a 216,243-image, 45-breed cattle classification dataset, achieving 97.4% Top-1 and 99.9% Top-5 accuracy using YOLO-based classification and class-weighted sampling.
Research Engineer
Independent / Academic Projects
Oct 2025 - Present (5 months)
Developed large-scale ML pipelines and retrieval-augmented generative systems for applied research, producing a 216k-image cattle-breed benchmark and RAG-powered mobile note-understanding app with LLM-driven summarization features.
Full Stack Developer
Prompt Battle (Project)
Oct 2025 - Nov 2025 (1 month)
Built a real-time multiplayer AI game with synchronized WebSocket state, integrated Gemini API for prompt evaluation, and an SDXL image-generation pipeline for competitive gameplay.
Education
Degrees, certifications, and relevant coursework
Maharaja Agrasen Institute of Technology
Bachelor of Technology, Information Technology
2024 -
Grade: 9.23 / 10
Activities and societies: Projects: PashuVision (cattle breed classification), Qurio (AI-powered note understanding), Driving Simulator (ROS/Gazebo), Prompt Battle (real-time AI game); technical leadership in ML, RAG, and embedded-ROS integration.
Pursuing a B.Tech in Information Technology with a strong academic record (CGPA 9.23/10) and focus on building agentic LLM systems, retrieval-grounded architectures, and applied ML pipelines.
Availability
Location
Authorized to work in
Job categories
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