#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
🔎Telegram May Be Quietly Testing a Feed like Feature
Telegram has recently introduced a new ‘Posts’ tab in Search, allowing users to easily discover content from public channels. This update comes roughly a year after the launch of #hashtagsearch, signaling Telegram’s continued focus on improving content discoverability.
This appears to be a soft launch of a potential future ‘Feed’ feature — offering users a scrollable stream of relevant #posts, possibly influenced by engagement metrics such as stars.
If fully implemented, this feature could significantly boost post visibility for channels, increase ad exposure for advertisers, and enhance ad revenue opportunities for creators. All indications suggest that Telegram is gearing up to roll out a #feed-based content experience, a move that could reshape how users browse and interact on the platform.
When the chat reaches 4,000 members or the channel 90,000, 10 group members will be allowed to create a post each, about a sfw topic of their own chosing. You must give @googlefactss permission to use your post and add it to the channel, with or without your username.
More details will come after we hit these numbers. Invite friends, family, and coworkers to join.
Do not spam/send links without permission of the place you send them in!!
Our group links are:
Main channel https://t.me/googlefactss
Group:
https://t.me/googlefactssgroup
@googlefactss📢👥
#Community#Permission#Posts#Growth#KeepTrackOfThisPost
@channely_bot
Qué puede hacer este bot?
Este bot es el mejor asistente para la gestión de canales en Telegram. Conecto los canales al servicio principal. ¡Incluyendo un rico entorno webUI de edición!
https://app.channely.co/
Idioma: Inglés
(visto en @BotsGram.cu)
#canales, #canal, #gestión, # administración, #richeditor, #posts, #schedule, #polls, #comment, #commenting, #reactions, #editor, #share, #buttons, #webui, #subscribe, #stats, #users, #trial, #limited, #proaccount