Solayer’s founder reveals safety risks of large language models, pointing out that LLM agents relying on third-party API routers face a risk of being attacked by malicious code. Testing shows that multiple routers have security vulnerabilities, and can even leak sensitive credentials. In addition, research demonstrates feasible attack methods and defense measures.

The U.S. Department of the Treasury announced that it will open a cybersecurity threat information sharing service to encrypted businesses, and qualifying companies can apply to receive cybersecurity intelligence for free to build a safer digital asset ecosystem.

Surf launched the Surf Skill CLI tool, enabling AI agents with the ability to query cryptocurrency data and replacing 60+ separate APIs. Users can analyze the market, DeFi TVL, and social trends in real time, and get $200k in free API credit to simplify the development process.

Robinhood CEO Vlad Tenev announced that he will partner with the U.S. Department of the Treasury to launch “Trump Accounts,” aiming to attract the next generation of investors. The account will be fee-free and has already attracted more than 4 million children to sign up. It is available to children born between 2025 and 2028, driving future growth.

The Solana Foundation has launched STRIDE and SIRN, a security framework led by Asymmetric Research. The former provides independent security assessments and proactive monitoring, while the latter is responsible for real-time response and threat sharing. The initiative aims to improve ecosystem security, and all projects are available for free use.

Polymarket’s prediction data shows that the probability of the "Claude Mythos" model released in April dropped sharply to 28%, while the probability of the model released in June rose to 53%. Related contract rules require that the model must be confirmed only after following specific naming conventions and being made publicly accessible, and Anthropic also prohibits users from "free-riding" on Claude.

Gate News message, April 3, Tencent Cloud officially launched "Lobster" Memory Service TencentDB Agent Memory, adding a layer of long-term memory capability to OpenClaw. Currently, Agent Memory is seamlessly integrated in plugin form into products such as Tencent Cloud Lighthouse and ClawPro, supporting free one-click enablement.

Noise announces the launch of a Beta version, dedicated to cultural trend analysis and value assessment, emphasizing understanding modern changes rather than merely predicting prices. Sign up for free; trading requires a $5 fee. The team will iterate the product based on user feedback; they have previously completed $7.1 million in fundraising.

The Polymarket team on Discord addressed concerns that fees were too high, acknowledged a calculation error that caused the fee curve to become unbalanced, and has now revised the calculation to be based on “share quantity,” restoring the normal fee structure. Users are advised to place limit orders to get fee-free trading, and they can also receive a maker rebate incentive of 20% to 25%.

Gate News message, March 31, according to Gate market data, as of the time of writing, RIVER (River) is trading at $17.22. In the past 24 hours, it is up 24.82%, with a highest of $17.20 and a low of $12.86. The 24-hour trading volume reached $33.3901 million. The current market cap is approximately $338 million. River is building a chain-abstract stablecoin system that connects assets, liquidity, and yields across different ecosystems. The system is supported by the full-chain CDP stablecoin satUSD, allowing users to earn, use leverage, and expand across multiple ecosystems. Through innovative PrimeVault and SmartVault products, which combine collateral flexibility with automation and liquidation-free yield strategies, it achieves seamless