{"slug": "need-your-help-in-making-the-ai-model-responses-more-effective", "title": "Need your help in making the AI Model responses more effective", "summary": "A Hugging Face forum user asked how to improve a Google Gemini-Pro LLM product-query model built with the LangChain framework's Agent and Tools, and whether to switch to a Meta Llama model with fine-tuning. A respondent, Acehs, replied that Gemini is good and that prompts are not the important factor, suggesting instead a Python script for a proactive troubleshooting bot or a modelfile with Llama 3.1 and transformers connected to the user's API.", "body_md": "Is there any specific Prompt template for LLM to understand? In my case, I used Google Gemini-Pro LLM for building an AI model to answer user queries related to my product, I used LangChain framework to invoke my product APIs using Agent and Tools. How can I improve the performance of my model in terms of answering with actionable insights?\n\nAm I using the right model for LLM? Should I replace with Meta Llama LLM model? If so, how to do fine-tuning?\n\nShow drafts\n\n \n \n[Acehs](https://discuss.huggingface.co/u/Acehs)\n2\n \nGemini is good. Prompts isn’t the important thing.\n\n \n \nAssuming its for a product chat bot you could write a simple python script for giving the bot a proactive approach. call/answer for troubleshooting and accessing your llm for customer inquiry. or simply create a modelfile with llama3.1 with transformers to your API.", "url": "https://wpnews.pro/news/need-your-help-in-making-the-ai-model-responses-more-effective", "canonical_source": "https://discuss.huggingface.co/t/need-your-help-in-making-the-ai-model-responses-more-effective/106311#post_3", "published_at": "2026-09-15 01:23:10+00:00", "updated_at": "2026-09-15 01:30:06.786245+00:00", "lang": "en", "topics": ["large-language-models", "ai-agents", "ai-tools", "ai-products"], "entities": ["Google Gemini-Pro", "LangChain", "Meta Llama", "Llama 3.1", "Hugging Face", "Acehs"], "alternates": {"html": "https://wpnews.pro/news/need-your-help-in-making-the-ai-model-responses-more-effective", "markdown": "https://wpnews.pro/news/need-your-help-in-making-the-ai-model-responses-more-effective.md", "text": "https://wpnews.pro/news/need-your-help-in-making-the-ai-model-responses-more-effective.txt", "jsonld": "https://wpnews.pro/news/need-your-help-in-making-the-ai-model-responses-more-effective.jsonld"}}