OrdinalsPunk
1.2K posts

OrdinalsPunk
@blockapunk
Lover of Ordinals



🚨 CHINA WILL ATTACK TAIWAN IN FEW DAYS!! While America IS fighting Iran, China HAS surrounded Taiwan. The Taiwanese military recorded: - 26 Chinese aircraft - 7 Chinese warships They surrounded the island and are circling around it. This is the LARGEST MILITARY PRESENCE of China near Taiwan ever. The worst thing? It happened while THE US is busy with Iran. Once Trump announced the deployment of troops to the Middle East. The term of one of Taiwan’s weapons packages, namely 82 HIMARS systems, expires on March 26. South Korea quietly withdrew its THAAD missile defense system because of Iran. If China takes any action, North Korea will begin threatening Japan and South Korea. And now let’s just connect the dots: China paused for 16 days near Taiwan. Many thought they would soon reach an agreement and there would be peace. BUT CHINA WAS ONLY WAITING FOR THE RIGHT MOMENT: - America is fighting in the Middle East - American missile stockpiles are depleted - American marines are in the Persian Gulf - The company TSMC, which produces 90% of all modern microchips in the world, is located on this very island If China attacks TAIWAN: - AI companies - Phone manufacturing - Automotive production - Absolutely everyone will lose their microchip supplies This could look and be called the "S&P500 FALLING BY 50%". Even THE New York Times directly stated that this would be a massive blow to the US economy. And now the main question is: "What will America do, having 0 available military units and oil priced at $100 per barrel?" THIS IS THE MOST DANGEROUS GEOPOLITICAL WINDOW IN THE LAST 20 YEARS But don't worry, I have been in the market for over 10 years now. And I will keep you updated on everything before it turns into headlines. I predicted every market top and bottom and I know what to do now. These moments are when real capital is made and I will post my strategy very soon. Follow me and keep notifications on so you don't miss my next move. Many people will regret not following me earlier...







Come one, come all x.com/i/spaces/1pKkO…






Introducing 𝑨𝒕𝒕𝒆𝒏𝒕𝒊𝒐𝒏 𝑹𝒆𝒔𝒊𝒅𝒖𝒂𝒍𝒔: Rethinking depth-wise aggregation. Residual connections have long relied on fixed, uniform accumulation. Inspired by the duality of time and depth, we introduce Attention Residuals, replacing standard depth-wise recurrence with learned, input-dependent attention over preceding layers. 🔹 Enables networks to selectively retrieve past representations, naturally mitigating dilution and hidden-state growth. 🔹 Introduces Block AttnRes, partitioning layers into compressed blocks to make cross-layer attention practical at scale. 🔹 Serves as an efficient drop-in replacement, demonstrating a 1.25x compute advantage with negligible (<2%) inference latency overhead. 🔹 Validated on the Kimi Linear architecture (48B total, 3B activated parameters), delivering consistent downstream performance gains. 🔗Full report: github.com/MoonshotAI/Att…








🇺🇦🇷🇺 Zelensky says Russia is helping Iran with Shahed drones and sharing intel on U.S. troop movements in the Middle East. Kind of ironic, considering Russia has launched over 57,000 of those same Iranian drones at Ukraine since the war started. Source: yediotnews










