Discussed in https://github.com/orgs/infiniflow/discussions/6148 Originally posted by Sos-Zachary March 17, 2025 Hello, the maintainers, contributors and deep users of the project. I hope to use Langfuse to mon
When to Use RAG Use RAG when it’s important for generative AI responses to provide up-to-date or organization-specific data that wasn’t part of the LLM’s training. For example, if a company has a large corpus of reliable information about its products or daily operations, a RAG a...
Unlike static RAG systems, DeepSeek R1 dynamically adjusts retrieval based on API response patterns. In e-commerce, it harmonizes inventory data across sources in real-time. Predictive throttling and fallback mechanisms ensure seamless operation, proving flexible API frameworks are key to scalability....
Building a RAG system withAstra DBand an open-source tool likeLangflowis a powerful, cost-effective way to create intelligent applications. While the initial setup might seem complex, the combination of Langflow's visual interface and Astra DB's managed service significantly simplifies the developme...
How satisfied are you with the current ways to tackle this job-to-be-done? Use the data you collect to score each job-to-be-done by importance and satisfaction level, looking for high opportunity scores. That is, jobs-to-be-done with high importance but low satisfaction levels. Notice th...
For the purpose of this demo, select from the dropdown under “Actions to use” select all of them. This will allow you to Create, Update, Delete, and Retrieve events! You've now set up all the components you need for your agent with Composio. It’s time to run the flow. ...
Choosing the best embedding model for your RAG application As we have seen above, embeddings are central to RAG. But with so many embedding models out there, how do we choose the best one for our use case? A good place to start when looking for the best embedding models to use is the...
As you say,i clone the deepdoc and add a volumes, like - ~/deepdoc:/ragflow/rag/res/deepdoc That works! But I still have the question how ENVHF_ENDPOINTworks, why it influence whether to download models? This show it will have a default values inhttps://huggingface.co/docs/huggingfa...
Drill 1/4-inch-wide vent holes at all of the marked points to encourage heat flow. Step 4 Clean the pole before pushing it through the pig. Tip Buy a small motor, like a gear reduction motor, from a home projects store and connect it to a metal pole that will fit snugly inside the...
Join us as we deep dive into the role of AI in architecture, understand its benefits, and explore some practical use cases and applications. We’ll also explain how you can use ClickUp to improve architectural designs and deliberate on the future of AI in architecture. With so much to unpac...