Engineering
How to Add RAG-Based AI to Team Chat With Stream
AI agent chats are mostly a 1:1 experience. But that misses a clear opportunity--having an AI member of your team. If every team member was participating in a chat with AI, you could collaborate as a group, create shared knowledge bases, or solve problems together more efficiently. So, let's build that. We're going to extend
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6 min read
Moderation API Introduction
Content moderation is crucial for maintaining a safe and positive user experience. Stream's Moderation API offers a powerful solution for integrating robust moderation capabilities into your applications. Stream's Moderation Dashboard enables developers to prevent users from posting harmful content and build custom moderation workflows tailored to their specific needs. This article will explore the key
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4 min read
Build an Agentic RAG System With OpenAI, LanceDB, and Phidata
Integrating AI into enterprise applications often challenges getting accurate and efficient results from LLMs. The main reason is that LLMs are trained on large datasets rather than specifically on your enterprise's data. These challenges may usually include hallucinations, outdated information presentation, and more. This article explores the integration of AI agents, or, Agentic Retrieval Augmented
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8 min read
Tools to Debug WebRTC Video Calls
When dealing with internet video calls, many things can negatively impact call quality. Improving call quality when issues occur requires understanding how specific metrics impact your user’s experience. To help you better understand what is going on, Stream offers a comprehensive video statistics page on our dashboard. With our statistics dashboard, you can quickly inspect
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6 min read
Build an AI Assistant Using Python
In this post, we will see how to build a Python server allowing frontend chat SDKs to start and stop an AI agent for a channel in Stream Chat. Building polished AI assistants can be challenging. Features like streaming responses, table components, and code generation require complex implementation across SDKs and the backend. To ease
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15 min read
Use Pinecone, OpenAI, and Stream To Chat With Any Book
Have you ever wanted to chat with the characters in your favorite book? Talk to Heathcliff about his origins, Harry Potter about his first impressions of Hogwarts, Jane Eyre about Lowood, or Lizzie Bennet about Mr. Darcy's proposal. Or, maybe, like us, you can’t wait to interrogate WebRTC For The Curious to learn more about
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20 min read
Building an AI Chatbot for Customer Success
Earlier this year, payment service Klarna launched an AI customer service assistant. Within the first month, this AI had 2.3 million conversations, the equivalent of 700 agents, and led to a 25% drop in repeated inquiries. Klarna estimated it would “drive $40 million USD in profit improvement” in 2024. Customer success is an ideal opportunity
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21 min read
Best Practices for Composition Patterns in Jetpack Compose
Jetpack Compose is a newly introduced declarative UI framework compared to other declarative UIs, and there hasn't been much research on specific design patterns for UI component composition. However, the React ecosystem has a strong history of creating and combining UI components. The UI design patterns used in React can also be adapted in Compose
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14 min read