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engrmaziz/README.md
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I’m Musharraf Aziz, an Engineer focusing on AI/ML systems, full-stack products, and automation that solve real business challenges.

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About Me

I'm Musharraf, an AI/ML Engineer focused on building intelligent systems, developing data-driven solutions, and deploying scalable applications that solve real-world problems.

  • I design and develop machine learning and deep learning solutions for practical business and research applications.
  • I deliver AI-powered products using LLMs, RAG pipelines, and modern full-stack technologies.
  • Automate workflows and optimize processes through data, software engineering, and intelligent systems.

What I Build

  • RAG systems and guardrail layers that keep LLM output grounded, safe, and auditable.
  • AI front offices that predict risk, route decisions, and compress manual operations.
  • Full-stack SaaS products with clean UX, secure auth, and automated workflows.
  • Vision and voice interfaces that run locally or stream through low-latency inference.

Featured Architecture

Priority Deployment Stack Business Outcome
Enterprise AI Front Office InvoiceIQ Next.js, FastAPI, Supabase, PyTorch, Tailwind, Vercel, Railway Predicts invoice default risk, forecasts liquidity, and stress-tests cash flow for SMB finance teams.
Enterprise AI Front Office VoiceGuard FastAPI, Groq, local PII redaction, structured JSON output Secures live voice intake by removing sensitive data before LLM processing.
SaaS Automation Organic Harvest Next.js 15, Supabase, Resend, Vercel Automates abandoned-cart recovery, smart upsells, and lifecycle messaging for revenue retention.
SaaS Automation PayVerify Next.js, FastAPI, Groq, Supabase, Railway, Vercel Verifies payments through a fast admin workflow with a clean front-end/back-end split.
Sustainability Ops Green Navigator Next.js 15, Supabase, Gemini OCR, Tailwind Turns utility bills into carbon footprint telemetry and executive-ready reporting.

Enterprise AI & RAG

  • SHBRAG - a self-healing RAG backend with confidence gating, deterministic failure states, and Groq-based inference.
  • LLM Guardrail Gateway - a policy boundary for prompt sanitization, schema validation, and compliance telemetry.
  • llm-eval-cicd - a CI evaluation loop that tracks relevancy, faithfulness, and hallucination regressions before release.
  • emotional-support-rag - a safety-first support assistant anchored to validated datasets with local redaction and RAG memory.
  • VoiceGuard - an intelligent proxy that strips sensitive identifiers from audio before turning speech into structured action.
  • Overwatch AI - a multimodal threat analysis surface for scam detection across text, image, and audio signals.

Creative AI & Vision

  • Emotion Detector - on-device emotion recognition powered by TensorFlow.js and face-api.js.
  • Gesture Control - webcam-based desktop control using hand landmarks and gesture commands.
  • Air Canvas - touchless drawing that turns hand movement into real-time sketching.
  • GhostAssist - an invisible interview copilot for low-latency speech-to-answer assistance.
  • transcription-pipeline - a FastAPI transcription service that returns transcripts with timestamps.
  • ml-spam-classifier - a decoupled NLP microservice for real-time threat classification.

Web SaaS & Automation

  • Organic Harvest - a farm-to-table commerce engine with cart recovery, automated upsells, and post-purchase lifecycle flows.
  • Green Navigator - an enterprise carbon reporting dashboard for extracting emissions data from utility bills.
  • VisaPath - a travel intelligence platform that optimizes visa routes, tracks embassy status, and enforces Pro access.
  • DENTL / dentl2 / dentl3 - a dental SaaS family spanning templates, clinic management, and polished patient-facing experiences.
  • Nexus, Chat Saved, Asset-Thief, and Domain Drainer - browser and desktop tooling for downloads, chat export, asset discovery, and domain analysis.
  • InvoiceIQ - invoice intelligence and financial risk automation for predictable cash flow operations.

Design Principles

  • Ship production-grade systems, not proofs of concept.
  • Keep the interface calm, dense with signal, and clear under load.
  • Treat security, auditability, and latency as product features.
  • Prefer measurable business outcomes over abstract technical novelty.

Core Stack

Programming Languages:

Python JavaScript TypeScript SQL

Machine Learning & Deep Learning:

Scikit-learn TensorFlow Keras PyTorch XGBoost

Generative AI & LLMs:

Groq LPU OpenAI API Gemini API LlamaIndex LangChain LangGraph RAG Vector Databases Embeddings Prompt Engineering MCP

Data Science & Analytics:

Pandas NumPy Matplotlib Seaborn Jupyter Notebook

Development:

MERN Stack Node.js REST APIs Full-Stack Web Development

Databases:

PostgreSQL MySQL MongoDB ChromaDB Pinecone

Backend & APIs:

FastAPI Flask REST APIs

Cloud & Deployment:

Docker GitHub Actions Render Railway Hugging Face Spaces Vercel AWS

Version Control & Tools:

Git GitHub VS Code Postman

Automation:

Chrome Extension Manifest V3 Electron

GitHub Stats

GitHub stats GitHub streak Top languages

Portfolio Signal

I build AI products that solve practical problems end to end: finance risk scoring, carbon tracking, voice interfaces, guardrailed RAG, and SaaS automation that removes operational drag.

Pinned Loading

  1. llm-eval-cicd llm-eval-cicd Public

    llm-eval-cicd is a lightweight, Python-based evaluation harness for validating LLM-driven responses against a golden dataset. It demonstrates a free-tier evaluation stack that uses the google-gener…

    Python

  2. LLM-GUARDRAIL-GATEWAY LLM-GUARDRAIL-GATEWAY Public

    The LLM Guardrail Gateway is an asynchronous middleware boundary for production LLM systems. It sits between client applications and upstream models to enforce security policy, governance controls,…

    Python

  3. ml-spam-classifier ml-spam-classifier Public

    A decoupled Machine Learning architecture consisting of a containerized, high-performance REST API for inference and a modern client-side web application. The system leverages Natural Language Proc…

    Python

  4. salary-trends-dashboard salary-trends-dashboard Public

    Backend/Data Engineering pipeline and interactive multi-dimensional analytics dashboard built on a serverless PostgreSQL database layer. Designed with a modern, glassmorphic B2B SaaS aesthetic to p…

    Python

  5. Self-Healing-RAG-Pipeline Self-Healing-RAG-Pipeline Public

    A self-healing autonomous RAG infrastructure with adaptive retrieval recovery, hallucination mitigation, and workflow-driven AI observability using local open-source LLMs

    Python

  6. voice-guard voice-guard Public

    VoiceGuard acts as an intelligent middleware proxy. It is designed to capture audio, strip sensitive identifiers at the edge (locally), and use an LLM to transform the "safe" text into structured, …

    Python