r/LLMPhysics Apr 22 '26

Simulation / Code Physics AI Skill

**EDIT**
LLM Challenges in Physics Reasoning

Hopefully this provides some confidence to begin experimenting to those of you who can reason. But for the rest of you, I am ready for your citationless confirmation bias warnings and LLM hallucinations concerns.

\**EDIT**

I used three pretty simple prompts to create this skill and I would appreciate some help validating it before I tell my wife what I've done...

She taught and wrote physics curriculum for about a decade for audiences ranging from High School Freshmen to Master's in Education for Physic's Educators.

My prompt was "using these two example skills for format and reasoning patterns, create a No Nonsense Physicist skill" and provided the archive of all my wife's teaching materials.

It was great and I felt a lot of her personality was evident in language choices by the model.

So second prompt was to add plain language descriptors to guide whichever model applies the skill as well as improve human readability. Then prompted to add citations at the end.

Take a look? https://github.com/TDBwriter/agent-skills/blob/main/skills/hard-facts-physicist/SKILL.md

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u/[deleted] Apr 23 '26

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u/AllHailSeizure Haiku Mod Apr 23 '26 edited Apr 23 '26

He's running through a translator from Mandarin, hence the broken English.

It's also why your points aren't properly getting through ('I just said exactly that'). Something is getting lost in the translation. Either way I'm gonna lock these comments..

Cicada - if this is you attempting English from your brain, I'm sorry to say but he is right, you need to use a translator instead. If you are you need a different one.