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YuvaneshSankar/README.md

Yuvanesh Sankar

Backend Dev | ML Engineer | Systems & Inference Engineer

PortfolioLinkedInTwitter

;>>> Passionate about building lightning-fast inference engines — I experiment with CUDA, model parallelization, model switching, and engine-level optimization to squeeze out every last drop of performance.

;>>> Deep into the guts of AI systems, where low-level meets high-impact — whether it’s optimizing tensor operations, customizing runtime backends, or engineering smarter model dispatching pipelines.

;>>> Currently exploring how agents learn via self-play in Reinforcement Learning, and how we can scale these systems efficiently on real hardware.

;>>> I love hacking at the intersection of AI and systems — think inference stacks, GPU kernels, memory layouts, and runtime logic.

;>>> Open to collaborating on LLM inference, embedded AI, or any project that involves making models run faster, leaner, or in unexpected places.

;>>> Fun fact: Nothing gets me more excited than debugging performance bottlenecks or crafting custom CUDA kernels to beat baseline benchmarks.

;>>> When I'm not building, I’m reading cutting-edge research and actually implementing the ideas — because theory is only as good as what runs.

;>>> This is where the most exciting projects are -> HyperKuvidLabs

Tech Stack

C C++ CSS3 JavaScript HTML5 Java LaTeX Shell Script Python TypeScript AWS Vercel Netlify Firebase Bootstrap FastAPI Express.js JWT MUI NPM NodeJS React Socket.io Yarn TailwindCSS MongoDB MySQL NumPy Keras Pandas TensorFlow PyTorch Postman Raspberry Pi Swagger Docker

GitHub Stats :


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  1. myportfolio myportfolio Public

    This repository contains my personal portfolio website, showcasing a collection of my projects, technical skills, and professional experience. Built to highlight my work and provide an overview of …

    JavaScript

  2. HyperKuvid-Labs/FrugalSOT HyperKuvid-Labs/FrugalSOT Public

    An adaptive model selection system for efficient on-device NLP inference, enhancing speed, privacy, and resource use on edge devices.

    TypeScript 1

  3. HyperKuvid-Labs/AlphaDesign HyperKuvid-Labs/AlphaDesign Public

    Hybrid AI framework combining reinforcement learning and genetic algorithms to optimize Formula 1 front wing aerodynamic designs. Features neural network-guided optimization, CFD analysis, structur…

    Python 1 1

  4. HyperKuvid-Labs/HyperKuvid-Labs HyperKuvid-Labs/HyperKuvid-Labs Public

    Website for the art gallery of featured projects.

    TypeScript

  5. AlphaTacToe AlphaTacToe Public

    Implementation and comparison of Value Iteration and Policy Iteration algorithms to solve Tic-Tac-Toe, modeling the opponent as a fixed policy, with full state-space generation and convergence anal…

    Python

  6. HyperKuvid-Labs/energy_throttling_llms HyperKuvid-Labs/energy_throttling_llms Public

    Energy-aware DDPG RL framework that dynamically optimizes LLM speculative decoding parameters based on real-time hardware metrics (CPU/GPU temps, battery). Maintains 95-98% energy utilization to ma…

    Python