In Depth: China Taiping Insurance has begun a three-year plan to rotate overseas-based employees back to the mainland, as Beijing places greater emphasis on tenure management, financial security and national security.

π in depth: a visual guide to its many mathematical forms. The decimal expansion truncated to 50 places, the Leibniz series, the Wallis product, the geometry of the unit circle (circumference 2π, area π), three classic integral definitions, a nested radical expression, and continued-fraction representations - all presented together.

$BTC The order book depth has been significantly red around this price region, which isn’t particularly bullish. That’s why it’s perfectly reasonable to remain cautious near the highs. The only real time to bid is when delta flips strongly positive and prints green which would signal accumulation. Until that happens... risky being a buyer up here. Mainly leverage driven hunts.

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:

When you're in the depths of emotional suffering, the last thing you need is false promises. Yet the mental health industry has sold millions one story: that emotional pain is a chemical imbalance to be fixed with safe, effective drugs you’ll likely need for life. Nearly 50,000 Americans died by suicide in 2023—the highest number ever—while 65 million people, including four million children, take psychiatric drugs. We saw through the pain industry’s false promises. It’s time we see through these false promises, too. (Video: our founder, Laura Delano, at the MAHA Mental Health & Overmedicalization Summit, May 4, 2026)

“I wanted to make an album of depth, not just dopamine.” 💯 @yungblud reflects on his Grammy nominations, leaning all the way in to making a classic rock album & more in the latest episode of Takes Us Out. Watch the full conversation: