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Researchers propose a new family of learnable Koopman operators that combine linear dynamical systems theory with deep learning for time series forecasting. The approach integrates with existing transformer architectures like Patchtst and Autoformer, offering improved stability and interpretability in predictive models.
Researchers have released MalURLBench, the first benchmark to evaluate how LLM-based web agents handle malicious URLs, revealing significant vulnerabilities across 12 popular models. The study found that existing AI agents struggle to detect disguised malicious URLs and proposed URLGuard as a defensive solution.
Researchers have developed Pyramid MoA, a new framework that optimizes large language model inference costs by using a hierarchical router system that escalates queries to more expensive models only when necessary. The system achieves up to 62.7% cost savings while maintaining Oracle-level accuracy on various benchmarks including coding and mathematical reasoning tasks.
Trump discussed war objectives with G7 leaders but declined to share specific details, stating he has several objectives in mind and wants the conflict to end soon. The lack of transparency leaves both allies and adversaries uncertain about his strategic intentions regarding Iran.
Tron has become the top-performing blockchain by revenue, generating $947K in 24 hours and $24.96M monthly, exceeding the combined earnings of major competitors like Ethereum, Base, Polygon, and Solana. The strong performance is driven by consistent stablecoin transfer fees and high-volume transactions.
Bitcoin faces significant liquidation risk with $3.4 billion in leveraged long positions concentrated near the $66.5K price level. Currently trading around $71,544, Bitcoin is consolidating below $72K resistance with technical indicators showing fading momentum and potential for forced liquidations if price drops below $70K.
A CertiK report reveals that crypto ATM fraud has surged dramatically, resulting in $333 million in losses during 2025. The fraud exploits crypto ATMs' minimal verification requirements and fast transaction processing, allowing criminals to quickly convert cash into digital assets before victims can detect the fraudulent activity.
A DeFi user lost $50.4M in a single swap from aEthUSDT to aEthAAVE after confirming a 99.9% price impact warning on CoW Swap. The transaction was routed through an illiquid SushiSwap pool due to protocol failures, then exploited by MEV bots through a sandwich attack that netted $9.9M profit.
Ethereum futures volume on Binance has surged to over six times spot trading volume in March 2025, while ETH open interest dropped by 400,000 ETH since January, eliminating nearly $4 billion in exposure. Rising macroeconomic pressures including 3.1% core PCE inflation and geopolitical tensions are constraining Federal Reserve monetary policy flexibility.
Bitcoin whale activity has surged to a six-year high as measured by the Exchange Whale Ratio during recent BTC price declines, while retail participation remains at cycle lows. Historical patterns suggest similar whale activity spikes have occurred near local bottoms before significant price rallies.
MicroStrategy purchased $1.3 billion worth of Bitcoin, expanding its corporate treasury holdings. Ripple secured a major partnership with Mastercard while SBI announced XRP rewards for investors, highlighting continued institutional adoption in the crypto space.
A Gnosis co-founder warns that the CLARITY Act could favor centralized crypto players by requiring all cryptocurrency activities to pass through US government-licensed financial intermediaries. The legislation potentially threatens decentralized crypto operations and could consolidate power among traditional financial institutions.
Bittensor (TAO) experienced significant growth with active subnets increasing from 32 to 129 following the dTAO launch in early 2025. The top three compute subnets achieved a combined $20M annual recurring revenue within three months of monetization activation, while institutional players like Grayscale have filed for ETF products.
The Bank for International Settlements (BIS) warns that fully collateralized stablecoins can still lose their peg during market runs if reserves become inaccessible. The BIS compares stablecoins to Eurodollars and 19th-century wildcat banks, highlighting their lack of central bank backing and operation across fragmented regulatory jurisdictions without unified oversight.
Vitalik Buterin argues that Ethereum's Proof-of-Stake consensus mechanism is more secure than Proof-of-Work, requiring over $80 billion in ETH to successfully attack the network. The system includes automatic slashing mechanisms that burn validators' coins for malicious behavior and community governance options to counter censorship attacks.
Iran announces it's granting selective access to the Strait of Hormuz while Trump calls on multiple countries including China, France, Japan, South Korea, and Britain to deploy warships to keep the strategic waterway open and safe. The international response to Trump's call for naval support remains uncertain with no concrete commitments reported.
Polymarket and Kalshi are seeking $20 billion valuations in fundraising talks, even as Washington moves toward regulatory crackdowns triggered by $700M in Iran war-related betting and $1.2M in suspicious profits. The timing highlights tension between prediction market growth and increasing regulatory scrutiny.
Tesla is reportedly building a $25 billion semiconductor fabrication facility called Terafab, targeting 1 million monthly wafer starts by 2030 to match TSMC's current capacity. The facility will produce logic, memory, and advanced packaging at 2nm scale, with Tesla's AI5 chip allegedly offering 3x better efficiency than Nvidia's Blackwell at 10% of the cost.
The SEC and CFTC have signed a memorandum of understanding to coordinate their regulatory approaches to digital assets. This collaboration aims to establish a more unified framework for cryptocurrency regulation across both agencies.
The SEC and CFTC have signed a memorandum of understanding to coordinate their regulatory efforts in the digital asset sector. This collaboration aims to provide a more unified regulatory framework for cryptocurrency oversight between the two key U.S. financial regulators.
Venus Protocol suffered a $3.7 million exploit where an attacker manipulated Thena tokens to bypass the platform's maximum supply cap restrictions. The threat actor was able to borrow multiple digital assets by exploiting this vulnerability in the protocol's supply cap mechanism.
An OpenAI cofounder conducted a 'vibe coded' analysis revealing that higher-paying U.S. jobs face greater AI exposure risk. Professions earning over $100,000 scored worst at 6.7 for AI vulnerability, while jobs under $35,000 had the lowest exposure at 3.4.
U.S. oil companies are projected to earn $63 billion in additional cash flow in 2025 as oil prices surged from $70 to over $100 per barrel following a U.S.-Iran conflict on February 27. Major companies like Exxon and Chevron are maintaining flat capital spending while directing record profits to shareholders.
Ethereum dust attacks involving USDT have surged by 612%, with USDC transfers also experiencing significant increases. Researchers are issuing warnings to Ethereum users about this spike in malicious small-value transactions designed to compromise privacy and track wallet addresses.
MicroStrategy currently holds 738,731 BTC and is accumulating approximately 30,000 Bitcoin weekly. According to Saylor's targets, reaching 5% network ownership (linked to $1M BTC price) is 11 weeks away, while 7.5% ownership (tied to $10M price target) could occur by late September 2026.
