#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
💰#APT Aptos announces about a major update to tokenomics.
The APY from staking has been reduced to 2.6%, the gas fee has been increased by 10 times, and a hard cap of 2.1 billion APT has been established.
The Fund will permanently block 210 million APT. The team is also exploring the possibility of a buyback program and expects the new decentralized exchange (DEX) to burn more than 32 million APT annually once it launches.
#APT/USDT analysis :
#APT is currently in a bearish trend, trading below the 200 EMA and consistently creating new lows. The price has rejected from both the 200 EMA and the resistance zone. It is expected to continue its bearish momentum and test lower levels.
TF : 4h
Entry : $6.00
Target : $4.32
SL : $7.14
⚙️#APT Aptos меняет токеномику.
Команда проекта объявила о переходе к новой модели – теперь эмиссия APT будет зависеть от реальной активности сети, а не раздаваться как субсидия.
Ключевые изменения:
➤ Награда за стейкинг снижается с 5,19% до 2,6%.
➤ Комиссии за газ увеличат в 10 раз (но все еще ~$0,00014 за перевод).
➤ Все комиссии сжигаются → чем больше активности, тем меньше APT в обращении.
➤ Появится жесткий лимит предложения – 2,1b APT.
➤ 210m APT навсегда заблокируют (фактически как сжигание).
➤ Гранты теперь только за результат (через KPI).
➤ Рассматривается запуск программы обратного выкупа токена APT с открытого рынка.
Ранее: голосование
Crypto Headlines
#APT/USDT analysis :
#APT is in an uptrend, currently experiencing an impulsive phase. It is anticipated that a correction phase will soon occur, leading the price to retrace and test the support zone. Following this test, a bounce back is expected, allowing the price to continue its impulsive move.
TF : 4H
Entry : $13.17
Target : $15.75
SL : $11.93