nice i enjoyed it

We can do function calling with Google's Gemma 3, just need to follow the right pattern.

I have been experimenting many LLMs in Ollama, but the opensource models are still behind paid versions like Cohere. Any model which gives onpar performance and quality of result compared to Cohere , please let me know

Aren't cohere's models pretty dated now? They don't even show up on leaderboards (synthetic or real) these days. What about GLM 4.5, Qwen 3 235b 2507 or even just Qwen 3 32b 2507 etc...

yes Chat GPT has helped me learn about actix web a framework similar to FastAPI in rust.

this is amazing strategy

I totally get what you are saying about the risk of boxing in an LLM's persona too tightly, it can end up more like a mirror of our own biases than a real reflection of history or truth. That point about LLMs leaning toward agreeability makes sense, too they are built on our messy human data, so they are bound to pick up our habit of favoring what feels good over what is strictly accurate. On the self-censorship thing, I hear you. It is like, if we keep tiptoeing around tough topics, we lose the ability to have real, rational conversations. Normalizing that kind of open talk could pull things back from the extremes, where it’s just people shouting past each other.

Claude Code is better in my experience

ALL AI Tools limit creativity, don't know about Figma. Now we are going to have a generation who never bother to think about a problem , they just write in on Chatgpt

yeah I super agree with this - the death of thinking is a very sad thing to watch. I have such a hard time imagining what it would be like to be a student in middle or high school these days-seems hard to learn anything

This Project is amazing i have checked it. Good Work. You should have included celery queue as well

Celery queue is implemented