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SaadH-077/README.md


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👋 About Me

I'm an AI Engineer who ships — I turn research-grade ideas into production systems that real users can touch. My work centers on LLM agents, RAG, and multi-agent pipelines, and I own the full stack around them: model logic, FastAPI backends, Next.js frontends, and cloud deployment.

  • 🎓 MSc Computer Science @ Saarland University, Germany 🇩🇪 — focus on Machine Learning, Computer Vision & NLP
  • 🏆 BSc Computer Science @ LUMS — Distinction, CGPA 3.67 / German 1.5, Dean's Honour List 2022–2025
  • 🤖 Shipped 20+ production AI agents to the Oracle AI Agent Marketplace, published across releases 26B (4 agents) and 26C (16 agents)  ·  View Initiative  |  Oracle Marketplace
  • 📄 Published GenAI research at EACL SRW 2026Kahaani: A Multimodal Co-Creative Storytelling System  ·  Read the paper
  • 🤝 Always happy to collaborate on AI / ML projects and research

🚀 Featured Projects

⚡ MONA-X — One Suite. Ten Agents.

A multi-agent AI platform with 10 specialized, action-taking agents that turn real business requests into completed actions — built in 24 hours at the MONA GmbH AI Hackathon 2026.

Each agent is a full pipeline: real data in → LLM reasoning → formatted deliverable out:

  • Ledger — connects to Gmail, fetches real invoices, extracts line items into a structured report
  • Relay — generates optimised shift schedules from employee constraints
  • Sentinel — validates German work permits against legal requirements
  • Veritas — detects AI-generated CVs and certificate fraud
  • Oracle — generates tailored interview questions from job descriptions
  • ReelCraft — produces social media reels from text prompts (text-to-video)
  • Pulse / Tally / Vantage — analytics, dynamic pricing, and competitive gap analysis
  • Aegis — email security scanner detecting phishing and prompt injection

Gemini 2.5 Flash · Next.js 15 · LangSmith · Groq · Hugging Face · Google OAuth · Vercel

Live Demo   Source Code

🛡️ AEGIS — Agentic Execution & Graph-based Intelligence System

A production-grade, self-correcting RAG agent that visualizes its own reasoning as a live, interactive 3D graph.

Implements Adaptive + Corrective + Self-RAG in a single stateful pipeline:

  • Adaptive routing — sends each query to the vector store, live web search, or a direct reply
  • Corrective retrieval — grades retrieved documents, rewrites weak queries, falls back to web
  • Self-checking — validates every answer for groundedness + relevance, loops back on failure
  • Human-in-the-loop approval, per-node latency metrics, and LangSmith LLM-as-judge evaluation — every answer is cited and auditable

LangGraph · LangChain · LangSmith · FastAPI (SSE) · FAISS · Next.js + Three.js · Docker · CI/CD

Live Demo   Source Code

🏎️ F1 Nexus — Full-Stack Formula 1 AI Analytics Platform

A complete, cloud-deployed AI product: live telemetry, ML predictions, strategy simulation, and LLM analysis in one polished platform.

  • XGBoost model forecasting win / podium probabilities from 2024–25 race data
  • Monte-Carlo tyre-strategy simulator for pit-stop and compound decisions
  • LLM race analyst (Llama 3.2) generating post-race breakdowns, with a rule-based fallback
  • Real-time telemetry (speed / throttle / brake / gear) via OpenF1, plus automated session email reminders

Next.js 16 · React 19 · FastAPI · XGBoost · Llama 3.2 / Ollama · PostgreSQL · FastF1 · Docker

Live Demo   Source Code

🌐 AI Portfolio — An Interactive WebGL Showcase

Not a template — a full WebGL experience engineered from scratch. A real-time 3D neural-network particle field, a holographic rotating globe, a Ctrl+K command palette, a working terminal emulator, and voice-command navigation.

Built to prove I sweat the details on the frontend as much as the model layer. Best experienced live.

React 18 · Vite · Three.js · Framer Motion · Web Speech API · Tailwind CSS

Launch Live   Source Code


More Projects by Domain

Agentic AI, LLMs & RAG

MONA-X — 10 action-taking AI agents for real business tasks (hackathon, 24h build)
AEGIS — Adaptive + Corrective + Self-RAG agent with a live 3D reasoning graph
Legal-Aid — Deployed RAG assistant over legal PDFs with source-attributed answers
SmartCourse Advisor — Multi-turn conversational RAG for course recommendations

Generative AI & NLP

Kahaani — Multimodal GenAI storytelling (LLM + TTS + text-to-video), published @ EACL 2026
F1 Nexus — LLM-powered post-race analysis inside a full-stack analytics platform

Machine Learning Research

AEG-UDA — Novel Universal Domain Adaptation framework unifying all four UDA regimes
Stolen-Model Detection — Trustworthy-ML model-theft detector, 1st place (TPR@5%FPR = 0.76)
FedLearn-Opt — Benchmarking FedAvg, SCAFFOLD, FedGH & FedSAM on non-IID data

Computer Vision

Vision3D — 3D landmark reconstruction from 2D images (ORB/SIFT, epipolar geometry, COLMAP)
Road-Damage Classification — Multi-label damage detection across ResNet50 / InceptionV3 / VGG16

Full-Stack Engineering

AI Portfolio — WebGL portfolio with 3D neural field, command palette & voice navigation
EmployNet — HR self-service portal: attendance, leave & payroll (MERN)
TradeBiz — Real-time trading/bartering platform with live offers (MERN, Socket.IO)


Technical Skills

Languages

Python TypeScript JavaScript C++ SQL Bash

AI / ML Frameworks

PyTorch TensorFlow Keras scikit-learn Hugging Face OpenCV

LLM Engineering · RAG · Agents

LangChain LangGraph OpenAI Ollama Llama FAISS

MLOps · Deployment · Observability

Docker Kubernetes MLflow Weights & Biases GitHub Actions ONNX FastAPI

Full-Stack & Web

Next.js React Node.js PostgreSQL MongoDB Three.js Tailwind Streamlit

Data & Cloud

NumPy Pandas Plotly Jupyter Google Cloud Oracle Cloud Vercel


GitHub Stats

 

Let's build something intelligent.

Always open to collaborating on AI / ML projects and research — if you're working on something interesting, reach out.

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  1. F1-Nexus F1-Nexus Public

    🏎️ Full-stack Formula 1 analytics platform — live timing, telemetry, ML race predictions, Monte-Carlo strategy sim, AI race analysis & session email reminders. Next.js 16 + FastAPI.

    TypeScript 1

  2. aegis-agentic-rag aegis-agentic-rag Public

    Adaptive, self-correcting RAG agent (LangChain · LangGraph · LangSmith) with a live 3D reasoning-graph UI. Adaptive + Corrective + Self-RAG, human-in-the-loop, per-node latency metrics. Free-tier d…

    Python

  3. Adaptive-Entropy-Guided-Universal-Domain-Adaptation_AEG-UDA- Adaptive-Entropy-Guided-Universal-Domain-Adaptation_AEG-UDA- Public

    Adaptive Entropy-Guided Universal Domain Adaptation (AEG-UDA) introduces a novel approach to address universal domain adaptation challenges, focusing on four specific scenarios (Open-Set Domain Ada…

    Jupyter Notebook

  4. SmartCourseAdvisor-RAG SmartCourseAdvisor-RAG Public

    Forked from raahemn/RAG-Course-Recommender

    An intelligent course recommendation system using Retrieval-Augmented Generation (RAG) and large language models (LLMs), designed to guide students through academic course selection by retrieving a…

    Jupyter Notebook

  5. EmployNet EmployNet Public

    🔧 Employ-Net (Employee-Network) is a full-featured employee self-service web application designed to streamline HR operations — including attendance tracking, leave management, payroll access, and …

    JavaScript

  6. FinFlow FinFlow Public

    Real-time financial data engineering platform (streaming + medallion warehouse + quality gates), explorable as a cinematic 3D pipeline flythrough. FastAPI + React/Three.js over Kafka, dbt, Airflow,…

    Python