HEY, I'M MOHAMED SAMEH

I build multimodal AI systems and agentic tools that stay inspectable when models, data, and environments become difficult.

Multimodal AIComputer visionAgentic systemsGenerative AI
Selected work

01 · Practice

I work where model behavior meets real use.

That means tracing the failure between components, building the interface that makes it visible, and turning the result into something a person can inspect, correct, and use.

Train & adaptOrchestrate & observeCorrect & deliver

02 · Featured work

Start with the outcome. Open the architecture, experiments, math, and failure analysis when you want the full story.

03 · Research systems

Agents, algorithms,
and visible reasoning.

Research prototypes that expose their state: a concurrent embodied agent, a mathematical card engine, and a learning environment built around retrieval and authorship.

04 · Applied systems

AI that leaves
the notebook.

Tools carried through interfaces, operating constraints, review paths, packaging, and real delivery.

Eight implemented projects, from generative vision to local agents.

Browse every project

05 · How I work

Make uncertainty
visible.

The same pattern appears across the work, whether the output is an image, table, action, report, or schedule.

  1. 01Observe

    Find the actual failure in the data, model, or environment.

  2. 02Instrument

    Expose the intermediate state through a trace, editor, graph, or metric.

  3. 03Intervene

    Adapt the model, constrain the agent, repair the data, or route to review.

  4. 04Deliver

    Carry the result into a usable interface and preserve the full technical record.

06 · Background

Engineering foundations,
research ambition.

EducationB.Sc. Computer & Systems Engineering

Ain Shams University · 2021–2026

Recognition1st place · MACHATHON 7.0

Agent P-DF document intelligence system

Research communityAISA-ArabicFC

ArabicNLP 2026 participant