#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
#CELR/USDT analysis :
#CELR is currently forming a triangle pattern. A breakout from this pattern is anticipated, with the price expected to test previous highs. A long entry is recommended upon a breakout above the $0.02130 level.
TF : 1D
Entry : $0.02130
Target : $0.03180
SL : $0.01695
#CELR/USDT analysis :
#CELR is currently in a downtrend, trading below the 200 EMA. The price is currently facing resistance in this zone. It is expected to reverse from this point and continue its bearish trend to test previous lows. Wait for a breakout below the $0.01114 level to consider going short.
TF : 4H
Entry : $0.01114
Target : $0.01014
SL : $0.01169
#CELR/USDT analysis :
#CELR is in a downtrend, trading below the 200 EMA. The price is forming LLs and LHs structure. Before continuing its bearish momentum, the price is expected to experience a pullback and test the resistance zone. Wait for the pullback for a short entry.
TF : 1H
Entry : $0.01142
Target : $0.01043
SL : $0.01177
#CELR/USDT analysis -
#CELR is in a downtrend, trading below the 200 EMA. The price is currently approaching a resistance zone. It is expected to be rejected from there and continue the bearish momentum towards the previous lows.
TF : 4h
Entry : $0.0157
Target : $0.0129
SL : $0.0164
#CELR/USDT BUY SETUP
CELR has broken out of the descending triangle and is currently testing it. A successful test will confirm a bullish move. Get ready for takeoff. 🚀