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Top U.S. Multifamily Rent Growth Markets — Q1 2025
"As was the case during 2024, the top rent growth markets to start 2025 represented several regions, all with varying strengths and characteristics."

Top U.S. Multifamily Rent Growth Markets Q1 2025 - Arbor Realty
The U.S. multifamily sector finished 2024 with the wind at its sails, as the market settled into a more normalized cycle with emerging opportunities. The sector’s resilience stood out during the year, amid a shifting economic landscape and volatile interest rate environment.

Immigration raids leave crops unharvested and California farms at risk
https://www.japantimes.co.jp/business/2025/07/01/markets/immigration-raids-california-farms/
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Immigration raids leave crops unharvested and California farms at risk
In the vast agricultural lands north of Los Angeles, farmers and field supervisors have said that ICE raids have led a majority of workers to stop showing up.

"2025: A landmark year for solar energy"
#SolarPower #Energy #Renewables

2025: A landmark year for solar energy
The IEA-PVPS 2025 Snapshot of Global PV Markets reveals a pivotal moment for solar power: global PV capacity surpassed 2.2 TW, with more than 600 GW installed in 2024 alone. As module prices fell due to oversupply, installation volumes continued to grow, highlighting both the strength and volatility of the global PV industry.

Causal Interventions in Bond Multi-Dealer-to-Client Platforms
Paloma Mar\'in, Sergio Ardanza-Trevijano, Javier Sabio
https://arxiv.org/abs/2506.18147 h…

Causal Interventions in Bond Multi-Dealer-to-Client Platforms
The digitalization of financial markets has shifted trading from voice to electronic channels, with Multi-Dealer-to-Client (MD2C) platforms now enabling clients to request quotes (RfQs) for financial instruments like bonds from multiple dealers simultaneously. In this competitive landscape, dealers cannot see each other's prices, making a rigorous analysis of the negotiation process crucial to ensure their profitability. This article introduces a novel general framework for analyzing the RfQ pr…

A look at DeepSeek's impact on the AI model race and market share landscape, roughly 150 days after DeepSeek R1 shook stock markets and the Western AI world (SemiAnalysis)
https://semianalysis.com/2025/07/03/deepseek-debrief-128-days-later/

DeepSeek Debrief: >128 Days Later 
SemiAnalysis is hiring an analyst in New York City for Core Research, our world class research product for the finance industry. Please apply here It’s been a bit over 150 days since the launc…

Oh, the arguments we had! There was a marketing person — quite a good one, and a good person too — who just couldn’t see it, who fought the dev team tooth and nail on this. She finally relented when @… wrote a brief positive plug for our app, and made her realize that the landscape had changed and her J2ME-world design instincts just didn’t work in this new iPhone market.
(I’m not sure that company ever really made the shift. They struggled with and eventually dropped their general consumer app, and concentrated quite successfully on some pro markets where features ruled all.)
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Trading Under Uncertainty: A Distribution-Based Strategy for Futures Markets Using FutureQuant Transformer
Wenhao Guo, Yuda Wang, Zeqiao Huang, Changjiang Zhang, Shumin ma
https://arxiv.org/abs/2505.05595

Trading Under Uncertainty: A Distribution-Based Strategy for Futures Markets Using FutureQuant Transformer
In the complex landscape of traditional futures trading, where vast data and variables like real-time Limit Order Books (LOB) complicate price predictions, we introduce the FutureQuant Transformer model, leveraging attention mechanisms to navigate these challenges. Unlike conventional models focused on point predictions, the FutureQuant model excels in forecasting the range and volatility of future prices, thus offering richer insights for trading strategies. Its ability to parse and learn from…

Russian bulletproof hosting service Aeza Group sanctioned by US for ransomware work https://therecord.media/russia-bulletproof-hosting-aeza-group-us-sanctions