Step 4: Chat with your data Finally, once the data has been ingested into the app, chat with your data. Here we are asking it to summarize the pdf file.
LLMS
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Setting Up RAG System with Clarifai and Gemini-1.5 Flash
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Step 2: Next, import the RAG class and set up the RAG system by passing your Clarifai user ID and the Gemini-1.5 Flash model URL from the Clarifai community. You can find it here: http://
clarifai.com/gcp/generate/m
odels/gemini-1_5-flash
… Once you sign up, you can find your user ID here: -

Build RAG System in Four Lines with Clarifai SDK
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You can build a RAG system with just 4 lines of code using @clarifai Python SDK. Below is the entire code. Let's look at it step by step:
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Build RAG LLM App Chat PDF Files Gemini Flash Python
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Build a LLM app with RAG to chat with PDF files using Gemini Flash in just 4 lines of Python code (step-by-step instructions):
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Do Transformers Win in Every AI Modality?
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do you think Transformers win every modality though? i realize this sounds like a stupid question bc they -have- been winning nonstop…. but stuff like diffusion (stability, mj) and ssm’s ( @cartesia ) seem sota for specific modalities because of specific known weaknesses in
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Critical assessment of open-source AI model performance
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It may have some use in case they will make browsing available. Currently, it is purely targeting privacy concerned userbase I am also still not confident in the performance of OS models in terms of quality. Their responses are often way too off.
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Codestral Excels as Web Agent Action Model
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Codestral seems to to be really good as Action Model for Web Agents! Beating all other open models and even closed ones
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MLCEngine unifies cloud and local LLM deployment across devices
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MLCEngine The cool MLC project now supports both cloud and local deployment in a unified engine. It can deploy LLMs on servers with multi-GPU support or local devices like laptops, browsers (WebGPU), and phones Quick start: https://
llm.mlc.ai/docs/get_start
ed/quick_start.html
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DuckDuckGo launches privacy-focused AI chat with multiple LLM options
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BREAKING: DuckDuckGO released its privacy-focused AI Chat solution. Available models:
– GPT-3.5 Turbo
– Claude Haiku
– LLAMA 3 70B
– Mixtral 8x7B

