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Ajay6601/README.md

๐Ÿ‘‹ Hi there, I'm Ajay Sai Reddy

Agentic AI Engineer building autonomous multi-agent systems and production ML infrastructure

๐Ÿง  About Me

AI Agent Engineer with 4 years building autonomous agentic systems at enterprise scale. At ServiceNow, designed and owned a LangGraph multi-agent system that retrieves, reasons, and acts across enterprise data, resolving thousands of support cases monthly without human handoff. Proven across the full agent lifecycle from workflow design and RAG grounding through prompt guardrails, eval loops, and production deployment. The cross-system grounding architecture built at ServiceNow transfers directly to enterprise finance automation including account reconciliation, variance analysis, and month-end close on platforms like SAP and NetSuite

๐Ÿ’ป Technical Expertise

๐Ÿค– Agentic AI & LLM Engineering
๐Ÿ” RAG & Vector Databases
๐Ÿงฎ Machine Learning & Deep Learning
๐Ÿ”ง MLOps & Infrastructure
โ˜๏ธ Cloud & Big Data
๐Ÿ’พ Databases

๐Ÿš€ Featured Projects

LangChain | RAG | FastAPI | Neo4j | PyTorch

Production-grade RAG system for medical document intelligence:

  • ๐Ÿง  Architected RAG pipeline converting multimodal medical documents into structured entities with 89% accuracy
  • ๐Ÿ“Š Built Neo4j knowledge graph vectorizing 15K+ medical concepts for semantic search
  • โšก Deployed containerized FastAPI system handling 100+ concurrent requests
  • ๐Ÿ” Implemented hybrid retrieval combining vector similarity and graph traversal

PyTorch FSDP | Flash Attention | ONNX | Quantization

Optimized ML training and inference infrastructure:

  • ๐Ÿš€ Built distributed training system achieving 90% GPU efficiency on dual-GPU setup
  • โšก Boosted training speed 1.7ร— processing 158K multimodal samples using Flash Attention
  • ๐Ÿ“‰ Reduced memory consumption by 16% through efficient attention mechanisms
  • ๐ŸŽฏ Maximized inference achieving 5ร— throughput using ONNX export and INT8 quantization

XGBoost | Kafka | Spark | Kubernetes | MLOps

Real-time fraud detection system with complete MLOps pipeline:

  • ๐ŸŽฏ Achieved 99.6% accuracy with XGBoost model using SMOTE for class imbalance
  • ๐Ÿ”„ Built real-time processing pipeline using Kafka & Spark for streaming data
  • ๐Ÿšข Implemented end-to-end MLOps with GitHub Actions, Argo CD & GKE
  • โฑ๏ธ Optimized for <100ms inference latency at 100K+ TPS scale

Kubernetes | Docker | Jenkins | GitOps

Production MLOps platform for streamlined model deployment:

  • ๐Ÿ“ฆ Containerized ML applications with Docker & Kubernetes orchestration
  • ๐Ÿ”„ Automated CI/CD pipelines via Jenkins & GitHub Webhooks
  • ๐Ÿš€ GitOps-based deployments with version control & automated rollbacks
  • ๐Ÿ“Š Optimized data preprocessing reducing runtime by 66%

๐ŸŽ“ Education

Northeastern University - Boston, MA
Master of Science in Information Systems (Big Data & AI/ML Engineering)

Anurag University - Hyderabad, India
Bachelor of Technology in Electrical Engineering

๐Ÿ† Certifications & Achievements

  • ๐ŸŽ–๏ธ Oracle Cloud Infrastructure 2025 Certified Generative AI Professional
  • ๐Ÿ’ป Open Source Contributor: Ivy ML Framework - 20+ merged PRs optimizing matrix operations
  • ๐ŸŒŸ Building autonomous AI systems that process millions of transactions monthly

๐Ÿ“Š GitHub Stats

๐Ÿ“ซ Let's Connect


โšก Building the future with autonomous AI agents and production ML systems, one commit at a time โšก

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