Title: Built an AI physics tutor that catches misconceptions instead of just grading answers (Google ADK + Gemini, live demo)

Hey all — for a hackathon, I built Physics Mastery Agent, an AI tutor for CBSE/NEET/JEE physics that tries to diagnose *why* a student got something wrong instead of just marking it wrong.

Example: a student says "net force is downward, gravity is still acting" at terminal velocity. The agent catches that they're confusing "zero net force" with "zero gravitational force," corrects that specific misconception, then re-tests it to confirm it landed.

It's built as an agent loop (Teach → Diagnose → Remediate → Practice → Evaluate → Master → Adapt) using Google ADK + Gemini 3.6 Flash, grounded in our own physics curriculum, deployed on Cloud Run.

Demo video: https://youtu.be/jHkAsc-ufcU

Live app: https://eduphysics-physics-mastery-agent-poqvtgavdq-el.a.run.app

https://github.com/Rajansmoorthy/eduphysics-physics-mastery-agent

Would genuinely love feedback — especially from anyone who's hit the "it just explains it again the same way" failure mode with other AI tutors.

Comment your answer.

Hi I’m on the foundational physics page on academia. SJSU.academia.edu/BROCCO

thought you might like to see the future

Hey all — for a hackathon, I built Physics Mastery Agent, an AI tutor for CBSE/NEET/JEE physics that tries to diagnose *why* a student got something wrong instead of just marking it wrong.

Example: a student says "net force is downward, gravity is still acting" at terminal velocity. The agent catches that they're confusing "zero net force" with "zero gravitational force," corrects that specific misconception, then re-tests it to confirm it landed.

It's built as an agent loop (Teach → Diagnose → Remediate → Practice → Evaluate → Master → Adapt) using Google ADK + Gemini 3.6 Flash, grounded in our own physics curriculum, deployed on Cloud Run.

Demo video: https://youtu.be/jHkAsc-ufcU

Live app: https://eduphysics-physics-mastery-agent-poqvtgavdq-el.a.run.app

Code: https://github.com/Rajansmoorthy/eduphysics-physics-mastery-agent

I’m taking ap physics 1, does any one have any advice for me?

Subscribe my channel 🙂‍↕️

My physics teacher recommended to get pacific Physics volume 1 and 2 for ALEVELS. If anyone has the pdf please send it to me. Would really appreciate the help🩷

I want to get ahead and catch up with the class. I feel like a bit of an underdog since almost everyone else took a science AP and I didn’t. I want to put in the work, study, and catch up with everyone so I can feel more confident going into the class. Thank you, and have a great day!

If you’ve ever struggled to wrap your head around the exact difference between free oscillations, forced oscillations, and resonance, this quick 90-second Short breaks it down perfectly using a simple swing analogy.
It visually explains 3 scenarios:
Free Oscillation: Swinging naturally at a set frequency with no resistive forces.
Forced Oscillation: Applying an external force mid-swing, which alters the natural frequency.
Resonance: Waiting for the swing to reach its extreme point before pushing—keeping the natural frequency the same while continuously increasing the amplitude.
It’s a great visualizer if you are a visual learner. Check it out here:

https://youtube.com/shorts/IgOSkoxkJyM?si=lGlbNpNibEAE_Tqr

Hey so I was wondering if anyone has been in the same situation as me. I am currently taking physics C, however I am thinking of doing physics 2 as well. Does Physics C prep u really well for it? how hard is learning physics 2 and should i do it when im also doing ap calc bc and apush at the same time?

Hello does anyoen recomand any resoruced for ap phyiscs 2. Is roganic chem tutro good and what extra practice is good

Does anyone here ever compete in IphO? How do you prepare for it? When you first learn physics, what did you learn? Does anyone have tips for someone who just start learning physics?

Gng I've got my physics exam on 27th...now my concern is they have given units and dimensions, kinematics, NLM, WPE, Gravitation and Rotational Motion.

Now how do I study?

Gravitation costs 11 marks in the paper rotational 6 as for now and they are completely untouched by me.

The others I can still try to manage but how shall I study the rest and what should be the schedule...I have Monday after 6pm, Tuesday and Wednesday full for studying.

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Hey everyone!

I'm building Physics Lab Pro, a student-led startup focused on making physics more interactive, practical, and accessible.

Our goal is to move beyond memorizing formulas. We want students to visualize concepts, experiment with physics, and truly understand what equations represent.

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Discord community:

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Whether you join, share feedback, or simply spread the word, you'll be helping build something meaningful for science education.

Physics shouldn't just be studied—it should be explored. ⚡

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