#python#ai#context#embedded#faiss#knowledge_base#knowledge_graph#llm#machine_learning#memory#nlp#offline_first#opencv#python#rag#retrieval_augmented_generation#semantic_search#vector_database#video_processing
Memvid lets you store millions of text pieces inside a single MP4 video file using QR codes, making your data 50-100 times smaller than usual databases. You can search this video instantly in under 100 milliseconds without needing servers or internet after setup. It works offline, is easy to use with simple Python code, and supports PDFs and chat with your data. The upcoming version 2 will add features like continuous memory updates, shareable capsules, fast local caching, and better video compression, making your AI memory smarter, faster, and more flexible. This means you get a powerful, portable, and efficient way to manage and search huge knowledge bases quickly and easily.
https://github.com/Olow304/memvid
#php
You can easily set up a WordPress development environment using GitHub Codespaces or locally with Docker. Codespaces lets you start coding in a ready-made cloud environment directly from your browser, saving setup time and letting you work anywhere. For local setup, you need Node.js, npm, and Docker installed. After cloning the WordPress development repository, you run simple commands to install dependencies, build the project, and start the environment. You can access your WordPress site at http8889, run tests, and manage the environment with commands. This setup helps you develop, test, and contribute to WordPress efficiently without complex manual configuration.
https://github.com/WordPress/wordpress-develop
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#php