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kamal20122012/README.md

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/ about_me

class KamalUtla:
    location = "Bangalore, India"
    education = "B.Tech Engineering Physics, IIT Roorkee (8.4/10)"
    
    currently_building = [
        "Healthcare RAG systems with agentic workflows",
        "LLM evaluation & testing frameworks",
        "Multilingual knowledge platforms",
        "Production conversational AI agents"
    ]
    
    tech_stack = {
        "languages": ["Python", "SQL", "TypeScript"],
        "llm": ["Gemini", "OpenAI", "Anthropic", "HuggingFace", "vLLM", "LangChain"],
        "ml": ["PyTorch", "TensorFlow", "scikit-learn"],
        "backend": ["FastAPI", "Flask", "PostgreSQL", "MongoDB"],
        "infra": ["Docker", "GCP", "GitHub Actions", "Firebase"]
    }
    
    @property
    def current_focus(self):
        return "Making LLM agents production-ready"

/ experience

Role Company Period What I Did
AI Engineer BorderPlus Nov 2025 — Now Healthcare knowledge ingestion, agentic pipelines, multilingual RAG with citations, compliance evaluation
Data Scientist Convai Jun 2024 — Oct 2024 vLLM model serving, hybrid RAG (27% latency reduction), fine-tuned Llama-3-70B/90B-Vision, WebRTC agents
ML Intern Convai Feb 2024 — Apr 2024 LLM personality modeling, synthetic data pipelines, conversational agent evaluation
Research Intern McMaster University May 2023 — Jul 2023 Multi-objective optimization for EV recycling (MITACS Globalink Fellow)

/ things_i_shipped

Project Description Tech
Journee AI travel planner — personalized itineraries with flights, hotels, and conversational editing React, FastAPI, Gemini
ProBack LLM evaluation framework — prompt playground, A/B variants, LLM-as-a-Judge Flask, MongoDB, OpenAI, Anthropic
FlirtChat AI conversation skills trainer — real-time scoring with coaching feedback Streamlit, Gemini
Neural Style Transfer Transfer artistic styles to photos using VGG-19 TensorFlow, VGG-19
Swach Bharat Bot Autonomous cleaning robot with IR obstacle avoidance Arduino, C

/ highlights

-> Fine-tuned Llama-3-70B and Llama-3.2-90B-Vision for controllability and factuality
-> Reduced RAG pipeline latency by 27% and memory usage by 3-4x with hybrid retrieval
-> Built multi-provider LLM backends (OpenAI, Anthropic, Gemini, LLaMA) with tool calling
-> Designed LLM-as-a-Judge evaluation pipelines for automated compliance scoring
-> 15% token reduction in production agents through prompt optimization
-> MITACS Globalink Research Fellow at McMaster University, Canada
-> Winner — Qiskit Fall Fest 2021, IIT Roorkee Quantum Hackathon
-> IIT Roorkee Encore Award 2023 for all-round excellence

/ stats


/ contribution_graph

github-snake

/ tech_stack


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