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ms-kumar/README.md

πŸ‘‹ Hi, I'm Shiv Kumar

πŸš€ Lead Engineer | GenAI & Agentic AI Developer | Researcher

I specialize in building production-grade AI systems β€” from voice-first platforms to retrieval-augmented generation (RAG) pipelines β€” with 5+ years of experience in Generative AI, NLP, Computer Vision, and Autonomous Systems.


πŸ”₯ Highlights

  • 🧠 Architected AI-powered platforms using FastAPI, OpenAI Realtime API, Twilio, Redis, MongoDB, and Milvus RAG.
  • πŸ“Š Built Invoice Anomaly Detection & FP&A Variance Analysis Agents on Google Vertex AI.
  • πŸ“š Designed SEBI RAG pipeline with hybrid retrieval (Jina v5 + BM25), ModernBERT reranking, and citation-constrained LLM generation.
  • 🎀 Developed real-time voice AI contact center with sub-second latency using Twilio + OpenAI Realtime API.
  • πŸ† Published 2 IEEE conference papers (one Best Paper award).
  • πŸŽ₯ Expertise in Camera-LiDAR-Radar Fusion, ADAS, and Computer Vision.

πŸ› οΈ Tech Stack

Languages: Python, C/C++
Frameworks & Libraries: PyTorch, TensorFlow, Hugging Face, OpenCV, Scikit-learn, NumPy, Pandas
Platforms & Tools: Docker, FastAPI, Redis, Milvus, vLLM, Vertex AI, Google ADK, GitHub, VS Code, Linux
Domains: Generative AI, RAG, Agents, Computer Vision, Autonomous Driving, ADAS


πŸ’Ό Experience

  • Lead Engineer @ HCL Technologies (2025–Present)

    • Built AI agents for invoice anomaly detection & variance analysis.
    • Architected multi-service AI contact center with real-time voice AI.
  • Senior Software Engineer @ PathPartner (2021–2025)

    • Image stitching pipelines on Qualcomm devices.
    • Instance segmentation & multi-model architectures.
    • Deep learning kernel optimization for accelerators.
  • Intern @ AgVerse Technology (2020)

    • Firebase telemetry pipelines & HMM-based parameter estimation.

πŸ“– Publications


🌐 Connect with Me


✨ β€œBuilding AI that scales from research to real-world impact.”

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  1. torml torml Public

    A scikit-learn-style machine learning library with a PyTorch backend

    Python