#python#deepseek#demo#easy#embedding#flask#gpt#huggingface_transformers#llm#mcp#multimodal#openai#qwen#rag#sentence_transformers#ui#vllm#vlm
UltraRAG is a lightweight framework that makes building retrieval-augmented generation (RAG) systems simple and fast. It uses a low-code approach where you write just dozens of lines of YAML configuration instead of complex code to create sophisticated AI workflows with conditional logic and loops. The framework includes a visual development environment where you can drag-and-drop to build pipelines, adjust parameters in real-time, and instantly convert your logic into interactive chat applications. This means you can deploy powerful AI systems that ground answers in your own data—reducing hallucinations and improving accuracy—without needing extensive coding expertise or lengthy development cycles.
https://github.com/OpenBMB/UltraRAG
#MKR/USDT analysis :
#MKR is currently in a downtrend. It is advisable to wait for the price to retrace and test the resistance zone for a short entry. The price is expected to resume its bearish momentum and test lower levels.
TF : 4H
Entry : $1,074
Target : $778
SL : $1,209
#MKR/USDT analysis :
#MKR is in a downtrend, forming lower lows (LLs) and lower highs (LHs). The price is anticipated to continue its bearish momentum and test lower levels. It is recommended to wait for a pullback for a short entry.
TF : 2h
Entry : $1,283
Target : $1,006
SL : $1,426
#MKR/USDT analysis :
#MKR is currently consolidating in a channel. The higher timeframe direction shows bearish sentiment, hinting at a possible breakout from the channel to keep moving downwards to lower levels. Waiting for a channel break and the $1,884 level before considering a short entry is recommended.
TF : 2H
Entry : $1,884
Target : $1,576
SL : $2,045
#MKR | Failure Swing detected by CoinLegs Algorithm 😎
A quick and risky position can be opened from the neck area.
Personally, I would be a bit more cautious and wait for the price to come down and rise from there.
Dyor, NFA.
www.coinlegs.com
💰#MKR pullback done,now we are waiting for a bullish momentum from the Green zone,pump it to the moon 🚀
❄️@signals_bitcoin_crypto❄️
❄️@Shadow_support0o❄️