Gemini2.5 Pro Experimental AI model Review Part2 for Coding, Reasoning & Debugging Codes

 Gemini2.5 Pro Experimental AI model Built Physics Simulation Code Generator Web App Langchain AI Agent Functionality: 

  1. Equation derivation from word problems

  2. Numerical simulation code generation

  3. Visualization integration

  4. Report Generator with Complete Solution

  

 Technical High Level Workflow of Web Application that Parses real-world physics problems, extracts key parameters like initial velocity, launch angle, height, and gravity, simulates trajectories, and visualizes outputs like:

   1. Parses projectile motion word problems, 

   2. Derives symbolic kinematic equations using SymPy, 

   3. Simulates the motion based on parsed numeric values,

   4. Calculates key metrics (range, max height, time of flight), 

   5. Plots the trajectory with matplotlib visualizations and save, 

   6. Generates a PDF report with complete solution

In this video, I’ll walk you through how this AI model:

 1. Helped design and build the full web application  

 2. Parsed physics problems and generated simulations  

 3. Debugged tricky code issues with step-by-step explanations  

 4. Ran 10 detailed test cases with proper fixes and validations  

 5. Visualized projectile motion & generated detailed PDF reports  

 

 https://www.youtube.com/watch?v=wZOkDMuqJKY