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shadmax22/README.md

Hi, I’m Shad

Global State Management R&D | LLM Systems | Real-Time Audio Engineer

I’m a research-driven full-stack engineer focused on designing new paradigms for global state management, building LLM-powered systems, and engineering low-latency real-time audio pipelines.
I work at the intersection of frontend architecture, AI systems, and performance-critical software.


Research & Development Focus

Global State Management

  • Designing abstractions beyond Redux
  • Configuration-driven state architecture
  • Function storage and controlled execution inside global state
  • Deterministic updates, garbage collection, and IFTTT-style triggers

LLM Systems

  • Conversational AI with real-time feedback loops
  • Streaming token pipelines
  • Context management and evaluation logic
  • AI interviewers and reasoning assessment systems

Audio & Speech Systems

  • Real-time STT and TTS streaming
  • Whisper and Azure Speech integration
  • Noise reduction using RNNoise
  • Low-latency audio windowing and buffering strategies

Projects

React-UseThis

A research-driven global state management system designed to reduce Redux complexity while preserving power and scalability.

Key ideas:

  • Zero-boilerplate global state initialization
  • Instance-based and lightweight state usage modes
  • Configurable behavior instead of rigid conventions
  • Support for storing and managing functions in global state
  • Deterministic state updates with optional side-effect triggers

Repository: https://github.com/shadmax22/react-usethis


AI Interview & Evaluation Platform

An LLM-powered interview system designed to simulate real technical interviews.

Features:

  • Conversational interview flow
  • Dynamic follow-up questions based on candidate responses
  • Coding playground with live evaluation
  • Critical thinking and reasoning assessment
  • Scoring and feedback generation

Repository: [PRIVATE]


Real-Time Speech Interface

A low-latency audio pipeline for human–AI interaction.

Focus areas:

  • Streaming microphone input
  • Real-time Whisper STT
  • Azure-based TTS with sentence-level streaming
  • Noise suppression using RNNoise
  • Audio windowing for fast transcription turnaround

Repository: [PRIVATE]


Tech Stack

Frontend

  • React.js, Next.js, Vite
  • TypeScript, JavaScript

Backend

  • Node.js
  • PHP
  • Python
  • System design and API architecture

AI / Audio

  • LLMs
  • Whisper
  • Azure Speech (STT / TTS)
  • RNNoise
  • Streaming and buffering pipelines

Infrastructure & Tools

  • Git, GitHub
  • VPS, Linux
  • Performance optimization and low-latency systems

Background

  • Started professional software development right after class 12
  • Currently working as a Lead Full-Stack Developer
  • Actively researching state systems, AI behavior, and human–AI interfaces
  • Strong focus on reducing abstraction cost while increasing system power

Learning

  • BSc in Data Science and AI
  • Continuous experimentation with system internals and architecture trade-offs

Connect

  • GitHub: @shadmax22
  • Portfolio / Blog: mdshad.com

I research, design, and build systems that sit beneath the UI, where performance, determinism, and intelligence actually matter.

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  1. react-usethis react-usethis Public

    TypeScript