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Ratniel Kokane

@ratnielkokane

Message

I build production-grade LLM systems, retrieval pipelines, and agentic workflows.

India

Message

What I'm looking for

I'm looking to build production-grade LLM, retrieval, and agentic systems where I can improve reliability, evaluation, observability, and scalable backend performance.

At Nitor Infotech, I build AI systems for supply-chain monitoring, including a feed-clustering pipeline that processes 10,000+ daily news articles across 40+ disruption categories at 90%+ accuracy. I also scale fault-tolerant event ingestion with Apache Kafka and deploy microservices using Docker, Kubernetes, Helm, and GitHub Actions.

Previously at PharmaACE Innovations, I fine-tuned medical NER models that improved downstream chatbot intent accuracy by 50%. I also build agentic RAG and real-time speech-to-text products with FastAPI, React, Qdrant, MLX Whisper, and evaluation-focused observability.

Experience

Work history, roles, and key accomplishments

Current

Software Engineer

Current

Nitor Infotech Pvt. Ltd.

Oct 2024 - Present (1 year 11 months)

Designed and implemented a feed-clustering pipeline processing 10,000+ daily news articles using LLM-based extraction across 40+ disruption categories. Built and scaled asynchronous ingestion architecture using Apache Kafka and contributed to production deployment of microservices with Docker, Kubernetes, and Helm.

LLM Kafka Docker Kubernetes Helm GitHub Actions Microservices Distributed Systems Synthetic Data Generation Human In The Loop

NLP Engineer

PharmaACE Innovations LLP

Apr 2024 - Sep 2024 (5 months)

Fine-tuned NER models for medical entity extraction, improving downstream chatbot intent accuracy by 50%. Built automated content aggregation and presentation pipeline, reducing manual effort by 7+ hours per week.

NLP NER Fine Tuning Chatbot Automation