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JATINKUMAR PARMAR

@jatinkumarparmar

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AI Architect building secure, production-ready Generative AI and enterprise ML systems.

India

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What I'm looking for

I’m looking to lead end-to-end GenAI and LLM platform builds—LLM orchestration, RAG/agents, and MLOps with strong model/prompt governance—on AWS/GCP/Azure, so I can ship reliable, low-latency, production-ready solutions.

I’m an AI Architect and Research Scientist with 10+ years designing and delivering production Generative AI and enterprise ML systems. I focus on LLM orchestration, RAG, and agentic/multi-agent workflows using LangChain, LangGraph, and LlamaIndex.

I’ve deployed secure, scalable LLM solutions on AWS SageMaker, GCP Vertex AI, and Azure, improving outcomes across latency and accuracy. In production, I’ve reduced inference latency by 20%, improved prediction accuracy by 32%, and cut API response times by 20%.

My work is product-minded: I operationalize MLOps, model/prompt governance, and CI/CD so teams can roll out models reliably. I’ve implemented secure CI/CD and controlled model/prompt rollout patterns (including A/B rollout and policy enforcement), plus inference optimizations like batching, caching, and pre/post-processing.

I also build systems that people can actually use—like multilingual RAG pipelines for PDFs/Excel/CSV and a no-code RAG chatbot framework integrated with n8n and MuleRun. Across deployments, I’ve added monitoring and evaluation routines to track model performance, latency, and accuracy, enabling data-driven governance and retraining triggers.

Experience

Work history, roles, and key accomplishments

Senior AI Architect

Regenerative AI

Aug 2025 - Dec 2025 (4 months)

Designed modular, secure generative AI and multi-agent architectures using LangChain, LangGraph, and LlamaIndex to enable tool-use and planner-executor orchestration. Built multilingual RAG pipelines and optimized AWS SageMaker and GCP Vertex AI deployments to reduce inference latency and improve accuracy.

Lang Chain LangGraph LlamaIndex Multi Agent Systems Agentic Tool Use RAG Vector Databases AWS Sagemaker Vertex AI CUDA Docker Kubernetes CI CD Model Governance MLFlow

Senior AI Engineer & Product Manager

Product Space

Jan 2025 - Jun 2025 (5 months)

Led end-to-end development of a GenAI product suite including RAG chatbots, AI voice synchronization, and music-generation pipelines. Built scalable LLMOps pipelines and fine-tuned transformer models with model validation checks and post-deployment monitoring.

Fine Tuning RAG LLMOps MLFlow Product Management Agile

AI/ML Researcher & Founder

Shiva AI LLP & EZ LLM

Jan 2023 - Jan 2025 (2 years)

Architected enterprise AI systems using LangChain, LangGraph, and vector databases, including a no-code RAG chatbot framework integrated with n8n and MuleRun. Developed retrieval and QA systems with retrieval tuning and prompt engineering, and implemented monitoring and evaluation routines for governance and retraining triggers.

Lang Chain LangGraph Vector Databases RAG Bots N8n MuleRun Retrieval Tuning Prompt Engineering Monitoring

Product Development Manager

Shiva AI LLP & EZ LLM

Oct 2022 - May 2023 (7 months)

Built full-stack AI web applications and delivered production image-classification models while owning roadmap prioritization and stakeholder alignment. Defined product requirements, KPIs, and release plans for SaaS AI features used by enterprise customers.

Python Flask Docker Product Roadmapping KPIs Stakeholder Management Agile

Data Science Manager & AI Engineer

Madhuram Automobiles / Shivay AI LLP

Jan 2020 - Sep 2022 (2 years 8 months)

Developed predictive models and automation workflows to streamline business operations and CRM processes, reducing manual effort and improving decision-making. Led computer-vision projects for object detection and ArUco marker-based drone control using YOLO, OpenCV, and PyTorch with end-to-end dataset training and validation.

predictive modeling CRM Object Detection YOLO OpenCV PyTorch Training Validation