Hey, I'm Hesham 👋

I build agentic AI systems, MCP tooling, and numerical simulation workflows that do more than autocomplete politely.
Currently at ICAMS · Ruhr-Universität Bochum, working where generative AI meets computational materials science.

Professionally translating “this should be automated” into production code.

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agent.runtime.yaml

codename: HeshamFS
class: human_with_agentic_tendencies
location: Germany
role:
  - GenAI specialist
  - Numerical modeling expert
  - Builder of useful things that occasionally scare manual workflows
specialties:
  - multi-agent systems
  - MCP servers and tool orchestration
  - numerical simulation workflows
  - computational materials science
  - research-grade automation
current_mission:
  - make AI genuinely useful for engineering and science
  - give agents enough numerical common sense to stop breaking physics
alignment: chaotic-good-with-tests
known_issue:
  - gets suspicious when a solver converges too quickly

fun_faq

Why multi-agent systems?

Because asking one model to do everything is the AI equivalent of staffing a research lab with one sleep-deprived intern and a motivational poster.

What kind of problems interest you most?

The ones where language meets tooling, automation meets reality, and the outcome matters outside the chat window.

What breaks your heart a little?

Agents without tools. Benchmarks without baselines. Simulation workflows held together by folklore and clipboard history.

What do you optimize for?

Systems that are useful, testable, extensible, and just autonomous enough to save real time without inventing new categories of chaos.

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send_signal

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_{Built in Germany with coffee, constraints, and a healthy distrust of brittle workflows.}