An engineer from Ant Group named Chen Cheng reverse-engineered Claude Code 2.1.81 and discovered that its tool invocation requires passing through a four-layer decision pipeline to ensure safety review. The classifier design prioritizes cost and latency, monitors multiple risk categories, and includes allowlist exceptions and circuit breaker mechanisms. Meanwhile, the frequency of behavioral prompt injection is finely controlled to ensure efficiency and stability.

Ant Group engineer Chen Cheng reverse-engineered Claude Code 2.1.81 source code, revealing its Auto Mode decision-making mechanism. This mechanism employs a four-layer decision pipeline to determine tool invocations, only calling an independent AI classifier for security review when the first three layers cannot make a determination. The classifier design focuses on risk monitoring, featuring a circuit breaker mechanism and behavior prompt injection frequency controls.

Gate News bot message, according to Gate official announcement on March 25, 2026 Gate will launch Perle (PRL) perpetual futures real trading on March 25, 2026 at 19:10 (UTC+8), supporting USDT settlement and 1-20x leverage. Meanwhile, Gate will add PRL unified account lending and cross-margin leverage trading pairs, and introduce PRL savings, flexible staking lending, and fixed-term collateral lending features. Within 1 hour of PRL futures launch, copy trading and trading bot services will be available. Additionally, Gate plans to launch PRL flash swap 1 hour after PRL spot goes live, supporting swaps to USDT and other supported tokens, as well as PRL auto-invest features supporting multiple investment cycles including hourly and daily options.

Anthropic Launches New Permission Mode "Auto Mode" for Claude Code, Offering Flexible Options Between Item-by-Item Approval and Completely Bypassing Permissions Through Pre-Review of Operation Safety. Safe Operations Are Automatically Approved, While Dangerous Operations Are Blocked and Require User Confirmation. This Mode Reduces Risk but Does Not Completely Eliminate It, and It Is Recommended to Use in Isolated Environments. It Is Now Available to Selected Users.

Gate News: According to the latest Gate TradFi data, LI (Li Auto) has surged by 4% in a short period. Current volatility is significantly higher than recent averages, indicating increased market activity.

Gate News: According to the latest Gate TradFi data, LI (Li Auto) has dropped by 4% in a short period. Current volatility is significantly higher than recent averages, indicating increased market activity.

Gate News, on March 18, Jupiter Wallet announced the launch of Auto Earn feature. This feature allows users to set a trigger amount (minimum $10). When the wallet balance reaches the set threshold, the system will automatically deposit tokens into the Jup Lend protocol. This process requires no gas fees from users, and idle tokens can automatically generate yields.

Sentry co-founder David Cramer stated that large language models have not improved productivity, but instead have led to the generation of complex code that slows down development speed. He questioned the approach of auto-generated code, arguing that the output quality is poor, particularly falling short in incremental development and style consistency. Based on personal experience, he pointed out that software development remains difficult, and psychological shifts have affected his contributions.

Pump.fun platform launched an automatic buyback feature for tokenized agents on March 15. Creators can customize the buyback ratio, with the system automatically executing token buybacks and burns, while distributing rewards to token holders to enhance yield sharing.

Ethereum founder Vitalik Buterin announced that the Ethereum Foundation is utilizing DVT-lite technology to stake 72,000 ETH, aiming to simplify institutional distributed staking processes. He hopes to achieve node auto-configuration with a one-click operation, breaking the traditional notion of infrastructure as complex. He plans to adopt this method as soon as possible to encourage more institutions to participate in staking.