I've been using LLMs in a private project for months without really understanding what I was doing. It worked, but I couldn't explain why or improve it confidently.
So I built llm-social-toolkit — a small, public Django app just to poke at the LLM layer in isolation.
Wrote up what I learned about system prompts, hard character limits, and why isolating your AI code to one file is worth it.
👉 judkins.dev https://tinyurl.com/mrxn88k7
#Django #Python #LLMIntegration #LearnInPublic #OpenSource #WebDev



Here comes my new Tic-Tac-Toe program in cpp. That too with a flow-chart that I build using 'draw.io'. Compile and play on your system. The repository link goes here: "