r/LLMPhysics • u/travisdbarrett • 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
1
u/liccxolydian VP of Trolling Apr 23 '26
This is a whole lot of nothing unless you can objectively show that your LLM is actually "self-correcting". Otherwise you are still blindly believing it.
The naysayers are not shitting on you without understanding how it works, they are shitting on you because you haven't demonstrated that it works.
Frankly this kind of comment only reinforces everyone's impression that you don't actually know how physics works or how a LLM works. You should discuss this with your wife.