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ShyamSathish005/README.md

SHYAM SATHISH

Machine Learning Systems • AI Verification • Research

Browser-Native ML • Edge Inference • Open Source


Profile

Computer Science undergraduate working at the intersection of WebAssembly and Deep Learning. Focused on building high-performance browser-native machine learning systems and verification protocols for autonomous and agentic AI.

Technical Arsenal

Languages
Machine Learning Stack
Systems and Tooling


Featured Engineering

python-react-ml OPEN SOURCE

Unified React SDK for executing machine learning models locally in the browser. Enables PyTorch and TensorFlow workflows via Pyodide, WebAssembly, and ONNX, shifting inference to the edge and removing backend dependency.

React WebAssembly WebGPU ONNX


Aroviq VERIFICATION

Process-aware verification engine for AI agents. Audits reasoning pipelines using retrieval-augmented generation and formal consistency checks to enforce deterministic behavior over stochastic model outputs.

Python LangChain Formal Verification


Real-time safety and compliance layer for generative AI applications. Interceptor-based architecture to sanitize inputs and outputs, mitigate hallucinations, and enforce operational constraints.

Python NLP AI Security


Publications

Publication Predicting 1P/Halley’s Comet Pathway using Linear Regression
TechRxiv, 2025
https://doi.org/10.36227/techrxiv.174585938.85855636/v1

Pinned Loading

  1. microsoft/autogen microsoft/autogen Public

    A programming framework for agentic AI

    Python 53.1k 8.1k

  2. python-react-ml python-react-ml Public

    Run heavy ML models in the browser without freezing the UI. Features auto-managed WebWorker pools, zero-copy data transfer, and a unified inference API.

    TypeScript 6