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Wrestling the Compiler
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Wrestling the Compiler
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Achievement: Pull Sharkx3Achievement: Pair ExtraordinaireAchievement: StarstruckAchievement: YOLOAchievement: Quickdraw

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Ammar-Alnagar/README.md

👋 Hi, I’m Ammar Alnagar

🚀 LLM Systems Engineer | 🧠 AI Researcher | 🌍 Open Source Contributor
Building the future of AI systems — one model at a time.

LinkedIn HuggingFace Email

💡 About Me

I’m a M.Sc. Artificial Intelligence student and LLM Systems Engineer focused on designing scalable, production-grade AI systems with a deep love for Rust and Python.

  • 🔬 Focus Areas: Advanced RAG pipelines, multi-agent orchestration, LLM optimization.
  • ⚡ Core Skills: End-to-end AI system design, efficient inference, distributed training.
  • 🧩 Research Interests: RLHF, model distillation, graph-based retrieval.
  • 🎯 Mission: Democratize powerful AI through open-source, efficiency, and scalability.

🛠 Core Tech Stack

Languages
Rust Python C++ Java

AI/ML & LLM Frameworks
PyTorch Transformers LangChain Haystack vLLM Qdrant

Infra & Serving
Docker AWS FastAPI

📦 Full Tech Arsenal (Click to expand)

Core Languages

Rust Python C++ Java Nim LaTeX Bash Script

AI/ML Frameworks & Tools

PyTorch Transformers LangChain Accelerate TRL Unsloth Hugging Face LangGraph Pydantic OpenAI Anthropic DeepSeek

Optimization & Serving

vLLM Ollama LocalAI TorchScript ONNX MLflow nVIDIA FastAPI Nginx

RAG & Agent Frameworks

Haystack Qdrant CrewAI LangGraph SwarmAI

Multimodal & Speech

Whisper Gemini Google_TTS Twilio

Infrastructure & Deployment

Docker AWS FastAPI Firebase Git Postman

Database & Storage

MySQL Neo4J Firebase Postgres Prisma SQLite Supabase Redis

🌟 Current Work

  • 🦀 Developing Rust-based AI frameworks for ultra-low-latency inference.
  • 📚 Researching graph-based RAG systems with advanced reranking.
  • 🤝 Actively contributing to open-source AI projects on HuggingFace.
  • 🔬 Experimenting with RLHF pipelines for domain-specialized LLMs.

📢 Let’s Connect

"The best way to predict the future is to build it."

LinkedIn HuggingFace Email

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  1. Pyron Pyron Public

    Pyron is a Python-based agentic pipeline framework that allows a team of AI agents to work together to complete tasks. It is built using the Google Agents Development Kit and is designed to be easi…

    Python

  2. Rust-Coder-CLI Rust-Coder-CLI Public

    A powerful terminal-based coding assistant that combines the convenience of a modern TUI with the intelligence of large language models. Rust TUI Coder provides an interactive environment where you…

    Rust 11

  3. Ai-Agents.rs Ai-Agents.rs Public

    This project implements a modular multi-agent system in Rust. It demonstrates how agents can communicate, interact, and execute behaviors in a simulated environment. The system is designed to be ex…

    Rust 2

  4. Re-AG-Reasoning Re-AG-Reasoning Public

    ReAG is a Python SDK for building Retrieval-Augmented Generation (RAG) applications. It provides a flexible and easy-to-use client for querying large language models (LLMs) with your own data.

    Python 1

  5. Marla Marla Public

    This project implements an agentic pipeline using the Google Agent Development Kit (ADK) framework. It features a master agent that supervises and delegates tasks to a team of specialized agents, e…

    Python

  6. SLRAG-with-COT SLRAG-with-COT Public

    Self Learning RAG With COT is a project that implements Retrieval-Augmented Generation (RAG) combined with Chain of Thought (COT) reasoning. This project aims to enhance the performance of language…

    Python 17 2