Description:
Can you build a functional science web application without being an expert in the field OR a pro coder? I put Google's MOST Intelligent AI model Gemini 2.5 Pro to the test!
In this video, I share my journey of creating a Chemistry AI Agent web app – a tool that balances chemical equations, visualizes molecules, and generates PDF reports –
starting with ZERO chemistry knowledge and relying almost entirely on Gemini for the code and debugging until it gets into fully working application
How I went from a simple idea described in natural language to a working FastAPI web application using Python. See how Gemini:
- Parsed the initial requirements.
- Generated Python code using libraries like FastAPI, Langchain, PubChemPy, ChemPy, and RDKit.
- Helped integrate complex chemical data lookups (PubChem).
- Crucially, FIXED every single bug and error we encountered along the way – without me needing to trace complex code! (NameErrors, AttributeErrors, API issues, logging problems - Gemini tackled them all!).
This video explains
- The Challenge: Building a Chemistry App with No Chemistry Knowledge!
- My Initial Prompt to Gemini
- Gemini Generates the First Code (Python Script)
- Turning it into a Web App (FastAPI)
- The BUG HUNT Begins! (NameError, AttributeError...)
- How Gemini Helped Debugging (Step-by-step fixes!)
- Tackling the Tricky PubChem Lookups
- Fixing Uvicorn Logging Issues
- The Final Working Application!
- Key Takeaways & Gemini's Superpowers
- Million Dollar Question - Can AI Replace Developers? My Thoughts.
- Demo working application with:
1. Balance the reaction between aluminum and hydrochloric acid to produce aluminum chloride and hydrogen gas
2. Balance the combustion of methane CH4
3. Reaction of Zinc metal with Copper(II) Sulfate solution to form Zinc Sulfate and Copper metal
Final Thought From My Side Fro gemini 2.5 Pro Experimental Model : This experiment demonstrates the power of modern AI like Gemini as a development partner, making complex projects accessible even outside your core expertise.
https://www.youtube.com/watch?v=WnbXti3hcNQ
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