✦ ACADEMIC BACKGROUND ✦

My Education

M.Sc. Artificial Intelligence & Machine Learning

Coimbatore Institute of Technology

2020 – 2025 · Coimbatore, India

CGPA: 9.18 / 10

Higher Secondary (HSC)

Nachiar Vidyalayam Matric Hr Sec School

2020 · Pollachi, India

88.5%

Secondary (SSLC)

Nachiar Vidyalayam Matric Hr Sec School

2018 · Pollachi, India

96.2%

✦ TECHNICAL EXPERTISE ✦

Skills & Tools

Python ✦ TypeScript ✦ LangGraph ✦ FastAPI ✦ Pinecone ✦ Azure OpenAI ✦ RAG ✦ MCP ✦ TensorFlow ✦ Docker ✦ AWS ✦ ChromaDB ✦ Python ✦ TypeScript ✦ LangGraph ✦ FastAPI ✦ Pinecone ✦ Azure OpenAI ✦ RAG ✦ MCP ✦ TensorFlow ✦ Docker ✦ AWS ✦ ChromaDB ✦

Programming

PythonTypeScriptCMySQL

Agentic AI & LLM Engineering

Multi-Agent SystemsHuman-in-the-LoopPrompt EngineeringLLM OrchestrationLangGraphMCP Tool Design

Machine Learning & Deep Learning

Supervised LearningUnsupervised LearningEnsemble ModelingANNCNNReinforcement Learning

AI Domains & Document Intelligence

NLPComputer VisionOCR (Tesseract)DoclingElsai DocloomImage Pre-ProcessingBounding-Box Extraction

Vector Databases & Retrieval

PineconeChromaDBEmbedding-Based SearchSemantic SearchRAG Pipelines

Data Engineering & Analytics

ETL PipelinesData CleaningData VisualizationPlotlySpatial Field Mapping

Frameworks, APIs & Protocols

FastAPIFastMCPOpenAI APIAzure OpenAIPydanticSSEPostmanSwagger UI

Cloud, DevOps & Tools

Azure FunctionsAzure Blob StorageAWS S3AWS DynamoDBELSAI ARMSGitHubJIRA

✦ PROFESSIONAL JOURNEY ✦

Work Experience

2026
O2V Private Limited
Machine Learning Engineer - Level 1
Feb 2026 – Present · Coimbatore, India
  • Architected multi-agent clinical trial platforms with 10+ AI agents using RAG, Pinecone & Chroma across 1,000+ documents.
  • Built a Prior Authorization agentic platform automating EHR extraction, CPT/ICD coding & denial prediction.
  • Engineered an AI-powered Timesheet-Rostering Reconciliation system using OCR & Azure OpenAI for 10,000+ records.
  • Integrated ELSAI ARMS observability monitoring millions of LLM tokens across production.
2025
Optisol Business Solutions
Digital Machine Learning Engineer (Intern → Level 1)
Dec 2024 – Jan 2026 · Coimbatore, India
  • Architected RAG & multi-agent platforms using LangGraph, OpenAI & FastAPI for 1,000+ compliance documents.
  • Developed MCP-based agent ecosystem with 5+ enterprise services deployed on Azure Functions.
  • Built OCR pipelines with Tesseract & Claude Sonnet 4 automating 500+ PDF forms.
  • Engineered dual-LLM workflows for compliance verification across 100+ regulatory documents.
  • Designed bid intelligence with SWOT analysis & Go/No-Go scoring for 50+ proposals.
  • Deployed cloud-native solutions on Azure with human-in-the-loop review systems.
2023
Smartail Private Limited
Software Engineer Intern
May 2023 – Nov 2023 · Chennai, India
  • Developed Angular-based academic management portal automating workflows for 100+ users.
  • Built NLP-powered answer evaluation reducing manual grading by ~80%.
  • Annotated & preprocessed 5,000+ documents for computer vision models.
  • Delivered 10+ features across full stack with cross-functional team.

✦ RESEARCH & RECOGNITION ✦

Publications & Awards

Artificial Neural Networks in Detection of Breast Cancer

2nd Virtual National Conference on Mathematical Modelling and Computation · 2021

Presented research on applying Artificial Neural Networks for breast cancer detection, exploring model architectures and classification performance on medical imaging data.

Context Discipline and Performance Correlation: Analyzing LLM Performance and Quality Degradation Under Varying Context Lengths

Co-author · 2025

Co-authored a study analyzing how varying context lengths impact LLM performance and output quality degradation, providing insights into optimal context window utilization for production deployments.

Spot Award - Optisol Business Solutions

2025

Recognized for outstanding technical contributions, innovative solution development, and successful delivery of critical AI/ML projects.

Spot Award - Optisol Business Solutions

2026

Recognized for exemplary professionalism, effective client engagement, stakeholder collaboration, and consistently high performance during the internship.

✦ LET'S CONNECT ✦

Get in Touch

Email

shreeruthirakshana@gmail.com

Location

Pollachi, India

GitHub

github.com/shreeruthirakshana

LinkedIn

linkedin.com/in/shreeruthirakshana