#python#ai#faiss#gpt_oss#langchain#llama_index#llm#localstorage#offline_first#ollama#privacy#python#rag#retrieval_augmented_generation#vector_database#vector_search#vectors
LEANN is a tiny, powerful vector database that lets you turn your laptop into a personal AI assistant capable of searching millions of documents using 97% less storage than traditional systems without losing accuracy. It works by storing a compact graph and computing embeddings only when needed, saving huge space and keeping your data private on your device. You can search your files, emails, browser history, chat logs, live data from platforms like Slack and Twitter, and even codebases—all locally without cloud costs. This means fast, private, and efficient AI-powered search and retrieval on your own laptop.
https://github.com/yichuan-w/LEANN
#MTL/USDT analysis :
#MTL is in an uptrend, consistently making new highs while finding support above the 200 EMA. After liquidating long positions, the price has reclaimed the 200 EMA and is now moving upward. It is expected that the price will maintain its bullish momentum and test higher levels.
TF : 15min
Entry : $1.529
Target : $1.589
SL : $1.488
#MTL/USDT analysis :
#MTL is currently in a downtrend, trading below the 200EMA. The price is consolidating sideways within a correction phase. It is expected that the bearish momentum will continue soon, potentially testing newer lows. For a short entry, wait for a pullback and retest of the zone.
TF : 1D
Entry : $1.047
Target : $0.765
SL : $1.223
#MTL/USDT analysis :
#MTL is presently consolidating above the support zone and the 200 EMA. It is expected to maintain its bullish momentum and retest the previous swing high.
TF : 2H
Entry : $0.977
Target : $1.035
SL : $0.938