Migrated the llm api i was using. I was initially using groq console for the llm qwen, now i am using google ai studio for the llm gemini-3.5-flash-lite.
this was the main reason my code wasn’t working last time. fixed a few errors too which came during migrating.
since everything is ok now, shipping the project.