He Who Stakes a Billion ETH Might Just Own the Moon 🌕💸
Lo! In but two sunrises and two starlit evenings, the industrious BitMine hath committed no less than 342,560 ETH to the sacred flames of staking-valued, one gasps, at nearly $1 billion. Data from the ever-observant oracle @lookonchain reveals this not as mere investment, but as a declaration: the institutions, once shy as woodland deer, now charge forth with wallets a-flutter. 🐂💼
![A diffusion-based system extracts multi-level features from traffic imagery by progressively introducing noise, then leveraging a U-Net architecture to denoise and identify optimal feature layers-a process refined through [latex]K[/latex]-means clustering for efficient fine-tuning-and ultimately fusing adjacent network layer features to represent both detailed and abstract traffic patterns.](https://arxiv.org/html/2512.21144v1/x2.png)





![A reinforcement learning system leverages an LSTM-modeled magnetic catheter-where state is defined by tip position [latex]X_{t},Y_{t}[/latex] and goal [latex]X_{g},Y_{g}[/latex]-to train an agent, employing either a Deep Q-Network or TD3, to select angular increments [latex]\Delta\theta_{1},\,\Delta\theta_{3}[/latex]-with [latex]\Delta\theta_{2}=\Delta\theta_{1}[/latex] due to coupling-and optimize a reward function balancing goal proximity with control effort, effectively establishing closed-loop control of the catheter’s tip.](https://arxiv.org/html/2512.21063v1/Overview2.png)
