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abdalla1912mohamed/README.md

Hi there 👋

Abdalla Mohamed

Agentic AI Engineer | Autonomous Systems | AI Infrastructure

I design, evaluate, and productionize autonomous coding agents.

Currently building open-source DevOps AI agents at Stakpak, focusing on long-running autonomous systems, evaluation science, and reliable agent execution.


🧠 What I Specialize In

  • Autonomous coding agents (24/7 infra agents)
  • Agent evaluation frameworks & benchmarking datasets
  • Context engineering & dynamic memory systems
  • Multi-agent orchestration
  • Auto-prompt optimization systems
  • Hallucination detection & recovery pipelines
  • RAG systems with trusted, fresh retrieval
  • Fine-tuning small LLMs (LoRA / QLoRA)
  • Long-session reasoning reliability

🚀 Current Work — Stakpak

Founding AI R&D Engineer building a DevOps coding agent in Rust competing in the autonomous CLI agent space.

Core Contributions

  • Architected agentic search & retrieval system (trusted domains, semantic reranking, freshness guarantees)
  • Designed and built internal DevOps evaluation datasets (Terminal-style containerized benchmarks)
  • Implemented automated A/B testing pipelines with LLM-as-judge scoring
  • Built sub-goal trajectory analysis to detect reasoning failure patterns
  • Designed hallucination detection supervisors for real-time agent correction
  • Developed auto-prompt optimization framework (textual gradient refinement + multi-tier evaluation)
  • Contributed to Autopilot mode (long-running autonomous infrastructure agent)

🎯 Current Research Interests


  • Reliable autonomous coding agents
  • Evaluation science for LLM systems
  • Context & tool design engineering
  • Prompt optimization algorithms
  • Agent observability & telemetry
  • Infrastructure-aware AI systems

🏗 Previous Experience

Seqoon — Built and deployed production RAG and voice-agent systems as Founding AI Engineer.

German University in Cairo (GUC) — Senior Teaching Assistant in CS & Mechatronics, supervising deep learning and autonomous systems projects.

🛠 Technical Stack

Languages

Python • Rust • C/C++ • SQL • Bash

LLM & Agents

LangChain • LangGraph • DSPy • Adalflow
vLLM • Ollama • Unsloth
LoRA / QLoRA fine-tuning
Multi-agent systems

Retrieval & RAG

Milvus • Pinecone • Neo4j • Typesense
Hybrid search (BM25 + embeddings)
Semantic reranking
Metadata-aware retrieval

DevOps & Infra

Docker • Kubernetes • K3s
Harbor • Traefik • NGINX
CI/CD • AWS
Prometheus • Trivy • Checkov

Backend & Tooling

FastAPI • Django • Axum
MongoDB • PostgreSQL
Streamlit • Git • Linux

🌍 Links

🚀 Languages & Tools

Python C++ C Embedded C SQL JavaScript VHDL Java Rust

🚀 Technologies and Frameworks

LangChain Hugging Face PyTorch TensorFlow React MATLAB Git SolidWorks CasADi AUTOSAR Linux PostgreSQL Django

Pinned Loading

  1. stakpak/agent stakpak/agent Public

    Ship your code, on autopilot. An open source agent that lives on your machines 24/7 and keeps your apps running. 🦀

    Rust 1.4k 135

  2. stakpak/genai-agent-hackathon-cairo-2025 stakpak/genai-agent-hackathon-cairo-2025 Public

    Two technical workshops from GenAI Hackathon Cairo 2025: build LLM apps with RAG & tools , and create a coding AI agent from scratch (Python).

    Jupyter Notebook 43 11

  3. Deep_reinforcement_learning_Bachelor_project Deep_reinforcement_learning_Bachelor_project Public

    Deep Reinforcement Learning navigation of autonomous vehicles. Implementation of deep-Q learning, dyna-Q learning, Q-learning agents including SSMR(Skid-steering_mobile robot) Kinematics in various…

    Python 12 4

  4. Block-Worlds-Problem-Solved-Using-A-Algorithm-on-ROS2-Platform Block-Worlds-Problem-Solved-Using-A-Algorithm-on-ROS2-Platform Public

    The Block World Problem is a foundational problem in artificial intelligence (AI) and robotics that serves as a framework for exploring concepts related to planning, reasoning, and problem-solving.

    CMake

  5. Attention_is_all_you_need_reimplementation Attention_is_all_you_need_reimplementation Public

    Implementing the infamous paper " attention is all you need " . This repository contains a from-scratch PyTorch implementation of the Transformer model as introduced in the seminal paper "Attention…

    Python 1

  6. Vehicle-Telemetry-Simulation-in-C- Vehicle-Telemetry-Simulation-in-C- Public

    This repository contains a simulated car instance built from various classes representing sensors, ECUs (Electronic Control Units), a Diagnostic ECU, and a central Logger. The system's architecture…

    C++