In this article, we discuss the DeepSeek-OCR 2 paper. We start from the DeepEncoder V2, the architecture, and finally discuss the code from Hugging Face. ...

In this article, we cover inference using DeepSeek-OCR 2. We create a simple pipeline where we can provide either to path to a PDF or an image for processing. We also create a Gradio application for for better experience with DeepSeek-OCR 2. ...

In this article, we tackle multi-turn tool call with LLM assistants with gpt-oss-chat library. We create a simple system where the assistant can call multiple tools for a single user query depending on the requirements. ...

In this article, we add RAG as a tool call to gpt-oss-chat where we let the assistant decide when to search a user provided document via Qdrant in-memory DB. ...

In this article, we add web search tool call to gpt-oss-chat CLI mode. We cover the definition of tools, how to handle streaming with tool call, and other caveats. ...