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Vaisnav NairVN
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Vaisnav Nair

@vaisnavnair

AI/ML Engineer at Rappit building production LLM applications, including document classification and hybrid-search assistants.

India
Message

At Rappit, I deliver microservices for enterprise clients and developed a vector database and LLM inference layer for document classification, improving accuracy and reducing processing latency. I also built prospect-specific proof-of-concept demos that contributed to onboarding new customers.

Earlier at Rappit, I built an e-commerce AI assistant with Weaviate vector search, ElasticSearch keyword fallback, and a LangGraph-orchestrated chatbot. At Litmus7, I built an MCQ generation application from requirements to deployment, with a Python/Flask backend integrating an LLM API.

Experience

Work history, roles, and key accomplishments

RA
Current

AI/ML Engineer

Rappit

Jul 2025 - Present (1 year 4 months)

Delivered custom microservices for enterprise clients on Kubernetes and Docker, and designed a vector database and LLM inference layer for document classification. Owned GitLab CI/CD pipeline and built proof-of-concept demos for customer onboarding.

RA

Intern

Rappit

Jan 2025 - Jul 2025 (6 months)

Built an e-commerce AI assistant with Weaviate vector search, ElasticSearch fallback, and LangGraph-orchestrated chatbot. Reduced LLM token usage with prompt compression and persisted conversation state in Firestore.

LI

Intern

Litmus7

Jul 2024 - Jul 2024 (0 months)

Built an MCQ generation application from requirements to deployment in four weeks, with a Python/Flask backend integrating an LLM API and a lightweight HTML/CSS/JS frontend.

Education

Degrees, certifications, and relevant coursework

Google Cloud logoGC

Google Cloud

Professional Machine Learning Engineer Certification, Machine Learning

Professional Machine Learning Engineer Certification in progress, expected completion in January 2027.

Model Engineering College logoMC

Model Engineering College

B.Tech, Computer Science Engineering

2021 - 2025

Grade: 8.73

Activities and societies: Placement Cell Coordinator (2025); 3rd place, Win With AI, AI competition by NSDC MEC.

B.Tech in Computer Science Engineering with a CGPA of 8.73. Served as Placement Cell Coordinator and secured 3rd place in the Win With AI competition.

VS

Vidyodaya School

Class 12, Computer Science

Grade: 98.4%

Completed Class 12 in Computer Science with 98.4% and was school topper.

Google Cloud logoGC

Google Cloud

Gemini Enterprise Agent Development, Gemini Enterprise

Completed Gemini Enterprise Agent Development and Gemini Enterprise Agent Deployment certifications.

Google Cloud logoGC

Google Cloud

Gemini Enterprise Agent Deployment, Gemini Enterprise

Completed Gemini Enterprise Agent Deployment certification.

Google Cloud logoGC

Google Cloud

Skill Badges, Google Cloud

Earned skill badges including Managing Kubernetes in Google Cloud, Create ML Models with BigQuery ML, and Implement CI/CD Pipeline on Google Cloud.

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