Hesham salama

🇪🇬🇩🇪
¹ Research associate at ICAMS | RUB
² Numerical Modeling Expert
³ AI-Focused Full-Stack Developer

[Hesham salama @heshamfsalama]

@shakhzod1001 LLMs tokenize ⁠9.11⁠ as ⁠[9][.][11]⁠, not a float, and after reading millions of GitHub repos and textbooks, their statistical reflex treats it like ⁠Python 3.11 > 3.9⁠ or ⁠Chapter 9.11 > 9.9⁠.

[Hesham salama @heshamfsalama]

Built Consilith at #OSIHackathon 2026 with my teammate Ankita Biswas 🔬🤝

It's a multiplayer science studio where researchers and their AI agents work on one shared model, together.

• Bring your own agent on your own model: OpenAI, Gemini, Anthropic or a ChatGPT plan. Mixed providers work in the same room.
• Agents hand work to each other in threads everyone can see. They change or run things only with their owner's approval.
• Models never type a number or a citation. Values come from recorded runs, references from a real literature search, and every result is checked by a referee that didn't produce it.
• Science comes in as plugins: microstructure grain growth and crystal structure.

In the demo, my OpenAI agent and Ankita's Gemini agent segment a real micrograph, run a grain-growth evolution, cite real papers, write the report and build a training set, all in one room.

Powered by three sponsor tools:
📚 Valency for literature search
📓 marimo for the interactive reports
🧠 Adaption Labs for adapting and evaluating the training set

Huge thanks to @BenBlaiszik and the Open Scientific Intelligence team, and to all the sponsors.

It's open source under Apache 2.0. Feel free to use it, contribute, and discuss the idea further. Issues, PRs and new science plugins are welcome.

💻 https://t.co/nz5pFhhcYn

Built together. Checked apart.

#AIforScience #MultiAgent #OpenSource

[Hesham salama @heshamfsalama]

Can your AI do the engineering, or does it just sound like an engineer?

#FineTuning #EngineeringAI #OpenWeight #LLM #GenAI #MaterialsScience #PhaseField https://t.co/J2L5yEaqeL

[Hesham salama @heshamfsalama]

What does “I understand this code” mean when you’ve reviewed it, tested it, shipped it… but could never have written it yourself?

[Hesham salama @heshamfsalama]

@almokhtar_al Mostly automating materials simulation workflows, see Matsim (coming soon) https://t.co/gNR0wnkjPH . Good luck with OSEP, great to connect!

[Hesham salama @heshamfsalama]

Hey X 👋

I’m a materials scientist building AI agents and SaaS. I’d love to #connect over:

- AI agents & LLMs
- Scientific AI & simulation
- Full-stack development
- Open source
- Building in public

What are you building or exploring? Let’s connect!

[Hesham salama @heshamfsalama]

@MrBrjan Screenify Studio sounds great! I'm working on AI video too: https://t.co/F1tJZxvuIe v2 (https://t.co/kbgXCOmtpl) is coming with full scientific and launch videos. Great to connect!

[Hesham salama @heshamfsalama]

@acadictive Hey, great to connect!

[Hesham salama @heshamfsalama]

@shakhzod1001 Thanks Shakhzod, great to connect!

[Hesham salama @heshamfsalama]

@itsvlady Matsim (coming soon) https://t.co/gNR0wnkjPH is where the simulation work goes, and https://t.co/F1tJZxvuIe https://t.co/kbgXCOmtpl is my AI visualization system, v2 soon. Love that you ship around a full time job!

[Hesham salama @heshamfsalama]

@obydulme Great to connect!

[Hesham salama @heshamfsalama]

@aapakari @itsvlady Two so far: Matsim (coming soon) https://t.co/gNR0wnkjPH and https://t.co/F1tJZxvuIe, an AI visualization system https://t.co/kbgXCOmtpl . Figlab v2 is coming with full scientific and launch videos. More in the works across other fields!

[Hesham salama @heshamfsalama]

@addy_devx Hi Addy, great to connect!

[Hesham salama @heshamfsalama]

@preciousAghafe Likewise, great to connect!

[Hesham salama @heshamfsalama]

@fil_ships Thanks Filippo, great to connect!

[Hesham salama @heshamfsalama]

@_nucleus_ai_ Likewise, great to connect!

[Hesham salama @heshamfsalama]

@asaridarr Two so far: Matsim (coming soon) https://t.co/gNR0wnjM09 and https://t.co/F1tJZxuWSG, an AI visualization system https://t.co/kbgXCOlVzN . Figlab v2 is coming with full scientific and launch videos. More in the works across other fields!

[Hesham salama @heshamfsalama]

@wzh11223344556 @ahab_developer Exactly the direction I'm exploring, thanks Ry!

[Hesham salama @heshamfsalama]

@AtmaramKambli Thanks Atmaram, great to connect!

[Hesham salama @heshamfsalama]

@Rohith_Itagi Great to connect, Rohith!

[Hesham salama @heshamfsalama]

@ahab_developer Agents that automate materials simulation workflows, alongside a few SaaS products. Great to connect!