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AnnasMustafaDev/README.md

👋 Hey, I'm Annas

Intro

I'm an AI Engineer with experience on building multi-agent LLM systems, advanced RAG architectures, and scalable backend pipelines.

My mission → build production-ready AI that thinks, reasons, and executes — not just responds.

What I'm Working On

  • Production-Grade LLM Evaluation & MLOps Observability
  • Self-refining A2A agents + automation for legal workflows
  • Exploring reflexive reasoning, tool-calling, MCP and autonomous AI loops
  • Temporal learning algorithms
  • Fine-tuning LLM's using RLHF

Fun Fact & Interests

Outside of code — I’m human too. 😄
🥾 Love hiking & long nature walks
📸 Photography is therapy
✈️ I travel to explore cultures
💻 And yes — I break code just to fix it cleaner

Tech Stack

Core AI & LLM Ecosystem

LangChain · LangGraph · CrewAI · LlamaIndex · OpenAI · Claude · Gemini · Vector DBs · RAG Architectures

Backend & Engineering

Python · FastAPI (Sync/Async) · REST APIs · SQL · TypeScript · Next.js

MLOps / LLMOps

Docker · Git/GitHub Actions (CI/CD) · Azure/AWS/GCP · Arize Phoenix · MLflow · W&B · Model Versioning

Other Tools

n8n · MongoDB · PostgreSQL · LoRA/QLoRA · Voice AI (Whisper + ElevenLabs)

Contact Me

💼 LinkedIn: https://linkedin.com/in/annas-mustafa
📧 Email: annasmustafa77@gmail.com

⭐ If you like my work — consider following or collaborating. Let's build something intelligent together.

Pinned Loading

  1. advanced-text2sql-query-system advanced-text2sql-query-system Public

    An advanced Text-to-SQL system powered by LangChain and OpenAI that transforms natural language queries into accurate SQL statements for World Bank databases. Features RAG pipeline, few-shot learni…

    Python

  2. AI-Chef-Assistant AI-Chef-Assistant Public

    HomeChef is a AI-based application designed to simplify meal planning and cooking. It allows users to manage their ingredients, generate recipes, create grocery lists, and save favorite recipes. Wi…

    Python

  3. Bias-detection-and-mitigation-analysis Bias-detection-and-mitigation-analysis Public

    Predicting student academic performance using machine learning, data analytics, and bias mitigation. The project analyzes how demographic, academic, and social factors affect grades while ensuring …

    Jupyter Notebook

  4. LLMOps-RAG-Evaluation-Framework LLMOps-RAG-Evaluation-Framework Public

    This is an end-to-end framework for managing, evaluating, and tracing Retrieval-Augmented Generation (RAG) pipelines using modern LLMOps practices. The project integrates LLMs, Phoenix, and LangCha…

    Python

  5. NLP_Arabic_Sentiment_Analysis_NER NLP_Arabic_Sentiment_Analysis_NER Public

    Comprehensive sentiment analysis and Named Entity Recognition on 2,400 Arabic COVID-19 tweets. Compares 9 models including traditional ML (Logistic Regression, Random Forest, Neural Networks) and s…

    Jupyter Notebook

  6. Multi-Agent-Research-Assistant-Langgraph Multi-Agent-Research-Assistant-Langgraph Public

    Autonomous multi-agent system built using LangChain and LangGraph that orchestrates collaborative agents—Supervisor, Researcher, Writer, and Critiquer—to automatically gather information, generate …

    Python