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asasemahmed/README.md

⚑ Asem Ahmed

AI Engineer β€’ Applied AI @ DIT (Germany) β€’ Agentic AI β€’ Computer Vision

Typing SVG

DIT Germany Germany Focus

LinkedIn Email Kaggle GitHub


πŸ‘¨β€πŸ’» About Me

Hi, I'm Asem. I'm an AI Engineer who turns research into production systems.

I'm currently doing my M.Eng. in Applied Artificial Intelligence at the Deggendorf Institute of Technology (DIT) in Germany. My focus is taking AI beyond notebooks and into reliable, well-evaluated software that people actually use.

Background

  • M.Eng. in Applied AI at DIT, Germany
  • Bridging deep learning research with scalable software
  • Building AI that is tested, evaluated and production ready
Python PyTorch FastAPI Docker

Agentic AI & RAG

  • Multi-agent workflows and tool calling with LangGraph
  • Production RAG, Graph RAG and hybrid search with pgvector
  • Grounding, structured output and LLM evaluation
LangChain LangGraph RAG pgvector

Computer Vision

  • Multi-view learning with attention-based fusion
  • CNN backbones and transfer learning
  • Real-time detection and OpenCV pipelines
OpenCV ResNet TensorFlow Scikit Learn

Production Engineering

  • Async APIs and WebSocket streams with FastAPI
  • PostgreSQL design, Redis queues and caching
  • Docker, Git and Linux workflows
PostgreSQL Redis Linux Git

Research β†’ Modeling β†’ Agents & RAG β†’ APIs β†’ Production


🌍 Open Source

MasrKit Creator

Skills for AI coding agents to build products that feel truly Egyptian.

CopilotKit Contributor

CopilotKit's open-source personal agent with a browser, terminal and files.

CopilotKit Contributor

CopilotKit's open-source AI coworkers, each with a computer of its own.

Cline Contributor

Autonomous coding agent as an IDE extension, CLI and SDK.

FastMCP Contributor

The fast, Pythonic way to build MCP servers and clients.


πŸš€ Featured Projects

πŸ„ Multi-View Image Classification with Attention-Based Feature Fusion

Developed a deep learning multi-view classification approach for 38 mushroom species using three synchronized image views per sample. Designed a shared ResNet-18 visual encoder paired with learned attention-based feature fusion to dynamically weight information across views.

  • Architecture: Shared ResNet-18 backbone + BatchNorm projection + learned attention pooling layer.
  • Pipeline: End-to-end data preprocessing, augmentation, early stopping, and checkpointing.
  • Evaluation: Comprehensive error analysis with learning curves, prediction plots, and confusion matrix heatmaps.

PyTorch ResNet-18 Attention Fusion CV

πŸ“„ CVLogs: Autonomous AI Resume Intelligence

An intelligent resume analysis and optimization system utilizing autonomous agent workflows for targeted rubric scoring, ATS alignment, and version-controlled change recommendations.

  • Agentic Loops: LangGraph multi-agent critique cycle with structured JSON validation.
  • Semantic Matching: Vector embedding similarity and keyword gap analysis.
  • Backend: Asynchronous FastAPI endpoints with PostgreSQL change tracking.

AI Agents LangGraph FastAPI PostgreSQL

⚑ Mailova: High-Throughput Email Orchestration Engine

A scalable, asynchronous email orchestration and workflow automation platform engineered for high-volume transactional delivery, scheduling, and reliable queue processing.

  • Async Architecture: Redis message brokering with dedicated task workers.
  • Reliability: Rate limiting, exponential retry backoff, connection pooling, and dead-letter queues.
  • Monitoring: Real-time delivery telemetry, latency tracking, and analytics.

FastAPI Redis PostgreSQL Async

πŸ›οΈ Muhtaref Culture: Enterprise Cultural IP & Knowledge Platform

Enterprise AI platform for cultural contracts, intellectual property governance, and grounded domain-knowledge retrieval with specialized Arabic LLM workflows.

  • Knowledge Engine: Production RAG with pgvector hybrid search and citation verification.
  • Graph RAG: Entity-relationship extraction for complex multi-party contract clauses.
  • Safety: Prompt guardrails and hallucination evaluation frameworks.

RAG Graph RAG LangGraph pgvector

πŸŽ“ EduNassr: AI-Driven Global Academic Matching Engine

An AI-assisted international education portal providing multi-criteria semantic matching between student academic profiles and global university degree requirements, streamlining admissions guidance.


Semantic Matching FastAPI React PostgreSQL Vector Search

πŸ› οΈ Tech Stack & Tools

Languages & Core ML

Languages & Machine Learning

AI Agents, LLMs & Retrieval

LangChain LangGraph RAG Graph RAG Vector Search Agent Orchestration Evaluation

Backend, Databases & Cloud

Backend & Infrastructure


🎯 Technical Matrix

πŸ€– Agentic Systems πŸ“š Knowledge & RAG πŸ‘οΈ Computer Vision ⚑ Production Infrastructure
β€’ LangGraph State Machines β€’ Production RAG Architectures β€’ Multi-View Learning & Fusion β€’ Asynchronous FastAPI APIs
β€’ Dynamic Tool Calling & Routing β€’ Graph RAG & Knowledge Graphs β€’ Transfer Learning & ResNet β€’ PostgreSQL & pgvector Tuning
β€’ Multi-Agent Collaboration β€’ Hybrid Dense/Sparse Search β€’ Real-Time Object Detection β€’ Redis Task Queues & Caching
β€’ Guardrails & Schema Validation β€’ Grounding & Reranking β€’ Attention-Based Pooling β€’ Dockerized Microservices
β€’ LLM Evaluation & Tracing β€’ Chunking & Embedding Tuning β€’ OpenCV Image Pipelines β€’ WebSockets & Streaming

πŸ“Š GitHub Analytics

GitHub Profile Summary



Repositories per Language Β  Productive Time

πŸ“¬ Connect & Collaborate

Feel free to reach out for collaborations, AI engineering discussions, or research opportunities!

LinkedIn Email Kaggle GitHub



Β© 2026 Asem Ahmed β€’ Applied AI @ DIT, Germany

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