
📧 sapra.garvit33@gmail.com | 📍 Bengaluru, India | 🔗 LinkedIn
Results-driven Machine Learning Engineer and Product Innovator with 5+ years of experience in GenAI, LLMs, and full-stack software development. A founding member of FutureAGI, I specialize in building scalable AI solutions, integrating observability, and developing cutting-edge retrieval-augmented systems to optimize LLM performance.
Core Competencies
• Machine Learning Expertise: Proficient in classification, regression, clustering, and time-series analysis with hands-on experience in Deep Learning, PCA, SVM, and Ensemble Techniques.
• LLM & GenAI: Expert in Anthropic, OpenAI, Bedrock, and LiteLLM, building self-improving agents and automated evaluation frameworks to optimize AI accuracy and reliability.
• Cloud and Deployment: Experienced in AWS, GCP, Docker, Kubernetes, and scalable data pipelines with Airbyte for real-time synchronization.
• Technical Frameworks: Skilled in LangChain, HuggingFace, MLFlow, Redis, ChromaDB, FAISS, and ClickHouse for data management, visualization, and vector databases.
• Web and Data Engineering: Advanced proficiency in Django, Flask, and FastAPI with deep knowledge of Prometheus and Grafana for monitoring and observability.
Highlights from FutureAGI (July 2024 – Present)
• LLM Observability: Designed logging and tracing systems to reduce debugging time by 40%.
• RAG Optimization: Enhanced retrieval accuracy by 35% through innovative chunking strategies.
• Self-Optimizing Systems: Built agents capable of detecting errors and implementing continuous learning.
• Cross-Functional Leadership: Standardized evaluation processes, enabling seamless collaboration.
Past Contributions
At Uniphi Private Limited (E6DATA), developed predictive scaling models reducing costs by 20%, implemented RAG-based knowledge systems for enterprise-wide collaboration, and built audit logs for enhanced monitoring. Led a six-member team, delivering scalable, production-ready solutions.
As a Software Engineer at Cisco, I contributed to the pre-launch of ASR1K routers, gaining deep insights into API management and testing reliability.
Entrepreneurship & Innovation
Founded Jamuni.in, an e-commerce platform leveraging AI-based recommendation systems, increasing sales by 4.5%.
Academic and Professional Achievements
• Bachelor of Engineering in Computer Science from NSIT, Delhi.
• Achieved AIR 1493 (AIEEE) and AIR 5221 (IIT-JEE).
• Awarded for excellence in the National Mathematics Olympiad.
Passionate about scaling AI solutions, mentoring talent, and driving innovation in GenAI and LLM systems.