#jupyter_notebook
Retrieval Augmented Generation (RAG) helps large language models (LLMs) answer questions using up-to-date or private information by connecting them to external data sources, unlike fine-tuning which retrains the model on specific data. RAG is useful when you need current, dynamic information without costly retraining, making it ideal for tasks like customer support or knowledge management. Fine-tuning is better for deep expertise in a specialized field but requires more data and effort. Using RAG lets you get accurate, relevant answers quickly by combining the model’s language skills with fresh, specific data, improving usefulness and reliability.
https://github.com/langchain-ai/rag-from-scratch
#go#docker#golang#media_streaming#remote_control#remote_desktop#self_hosted#virtual_browser#vue#webrtc
Neko is a self-hosted virtual browser that runs inside a Docker container and streams via WebRTC, letting you securely and privately access a full browser or desktop environment from anywhere. It supports multiple users at once, making it great for team collaboration, shared browsing, watch parties, and interactive presentations. You can run various browsers like Firefox, Chrome, or Tor, and even other Linux apps. Neko keeps your data safe by isolating the browser environment, avoids leaving traces on your device, and supports smooth video and audio streaming. This gives you flexible, secure, and private web access with easy sharing and real-time interaction.
https://github.com/m1k1o/neko
#cplusplus#c_plus_plus#cpp#datachannel#libdatachannel#libnice#p2p#peer_to_peer#peerconnection#rfc_8831#rfc_8834#rtcdatachannel#rtcpeerconnection#sctp#webrtc#webrtc_datachannel#webrtc_video#websocket
libdatachannel is a lightweight, easy-to-use C/C++ library that lets you add real-time peer-to-peer data, media, and WebSocket communication to your apps across many platforms like Linux, Windows, macOS, Android, and iOS. It simplifies WebRTC by providing a smaller, simpler alternative to Google's library, with compatibility for browsers like Firefox and Chrome. You can use it to connect native apps directly to web browsers with minimal dependencies, supporting secure connections via GnuTLS, Mbed TLS, or OpenSSL. It also supports compiling to WebAssembly for browser use, making it flexible for cross-platform real-time communication development[1][4]. This helps you build fast, efficient apps for video, audio, or data sharing without heavy libraries.
https://github.com/paullouisageneau/libdatachannel