#python#mllm#point_clouds#scene_understanding#spatial_intelligence
SpatialLM is a powerful 3D language model that turns complex 3D point cloud data from videos, RGBD images, or LiDAR into clear, structured 3D scene layouts showing walls, doors, windows, and objects with labels. It works without needing special equipment and can detect user-specified object categories. This helps you understand and analyze indoor spaces better, useful for robotics, navigation, and 3D design. You can run it on your data, visualize results, and even customize detection tasks easily, making 3D scene understanding more accessible and flexible for many applications.
https://github.com/manycore-research/SpatialLM
💰#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