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Super Important AI News 🔥 🔥 🔥
Featured AI Update 🛡️🛡️🛡️
CoCoMix integrates token prediction with the modeling of continuous concepts derived from hidden states of a pretrained model. The method employs a Sparse Autoencoder (SAE) to extract high-level semantic representations, which are then incorporated into the training process by interleaving them with token embeddings. This design allows the model to maintain the benefits of token-based learning while enhancing its ability to recognize and process broader conceptual structures. By enriching the token-based paradigm with concept-level information, CoCoMix aims to improve reasoning efficiency and model interpretability…..
Coding Tutorial 👩🏼💻👩🏼💻
In this tutorial, we will build an advanced AI-powered news agent that can search the web for the latest news on a given topic and summarize the results.
This agent follows a structured workflow: Browsing: Generate relevant search queries and collect information from the web. Writing: Extracts and compiles news summaries from the collected information. Reflection: Critiques the summaries by checking for factual correctness and suggests improvements. Refinement: Improves the summaries based on the critique. Headline Generation: Generates appropriate headlines for each news summary.
To enhance usability, we will also create a simple GUI using Streamlit. Similar to previous tutorials, we will use Groq for LLM-based processing and Tavily for web browsing. You can generate free API keys from their respective websites.....
pip install langgraph==0.2.53 langgraph-checkpoint==2.0.6 langgraph-sdk==0.1.36 langchain-groq langchain-community langgraph-checkpoint-sqlite==2.0.1 tavily-python streamlit