LeverageWithdrawalInProgress

The tutorial is based on the open-source NemoClaw stack, integrating OpenShell and OpenClaw, providing a solution for long-term, secure deployment of autonomous AI assistants locally. Using the NVIDIA DGX Spark system as an example, it details environment requirements (Ubuntu 24.04, Docker 28.x, Ollama, Telegram bot token, etc.) and deployment steps, which are expected to take 20–30 minutes, with an additional 15–30 minutes to download approximately 87GB of models. The core components include NemoClaw, OpenShell, OpenClaw, Nemotron 3 Super 120B, and NIM/Ollama inference deployment. The article notes that although there is strong isolation, no sandbox can fully defend against advanced prompt injection; testing should be conducted on isolated systems.

Mars Finance News, on May 24th, Iranian President Ebrahim Raisi stated that no decisions will be made outside the framework of the Supreme National Security Council, nor without coordination and approval from the Supreme Leader. (Fars News Agency)

CryptoWorld News reports that on the 24th, the Turkish Presidential Communications Directorate issued a statement saying that Turkish President Erdogan stated during phone calls with U.S. President Trump and leaders of several Middle Eastern countries that Turkey is willing to provide various forms of support during the implementation process of potential agreements between the U.S. and Iran. Erdogan emphasized that Turkey has always advocated resolving issues through dialogue and diplomacy, and that an agreement to open the Strait of Hormuz would help stabilize the region and ease global economic pressure. The statement did not specify the exact time of the calls.

CryptoWorld News: The new strategic Bitcoin reserve bill introduced by U.S. Congressman Nick Begich currently has 21 co-sponsors.

AmericanFortress has developed a patent-pending post-quantum signature scheme, aiming to implement a defensive freeze on Inactive and Dormant wallets through backward-compatible soft forks, protecting approximately 1.1 million Bitcoins and nearly 5 million idle Bitcoins, worth about $400 billion. Post-governance funds will be protected. The company completed $8 million in seed funding and published a paper highlighting the network performance bottlenecks present in existing post-quantum experiments.

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Author: Curry, Deep Tide TechFlow
How crazy has the Korean stock market been lately?
KOSPI has risen from 4,000 points to nearly 8,000 points in half a year. According to The Korea Daily, the employees' restrooms at a department store in Gangnam, Seoul, are full every day at 3:30 p.m. when the market closes, with employees hiding inside to watch the market.
As of mid-May, the balance of retail investors borrowing money from brokerages to trade stocks in Korea reached a record high of 36.47 trillion won (about 170 billion RMB), doubling in a year.
But in this frenzy, the money came in a bit strangely.
According to Korea Herald, the three major life insurance companies in Korea canceled a total of 4.9 trillion won (about 364.7k RMB) worth of policies in the first quarter, a year-on-year increase of 16.3%. Among them, savings-type life insurance cancellations were the most aggressive, increasing by 23.2%.
Savings

Perplexity AI announces the open-source security scanning tool Bumblebee, a read-only asset collector for macOS/Linux that quickly inventories local dependencies, package management metadata, editor plugins, and AI tool configurations, using read-only parsing to ensure safety. It offers baseline, project, and deep three configurations, supporting extraction of dependency information from over ten ecosystems including npm, pypi, and go modules. It is open-sourced on GitHub under Apache 2.0, version v0.1.1, helping enterprise security teams assess risk exposure during supply chain attacks.

BlockBeats News, May 21, according to the Iranian Students' News Agency, Iran is responding to a "document" sent by the United States. (Jinshi)

The Federal Reserve Board (Fed) released a notice of proposed rulemaking and solicited public comments on Wednesday, proposing to establish restrictive "skinny master accounts" for financial technology and crypto-related banks that meet legal requirements. The proposal aims to provide non-bank financial institutions with narrower payment pathway access, but these accounts will not have the backing support typical of traditional banks, limited to clearing and settlement functions, unable to earn interest, and unable to use central bank tools such as discount window or intraday credit. (Cointelegraph)

ME News Report, May 15 (UTC+8), 0x Co-CEO Will Warren tweeted that he will step down but remains a major shareholder and will continue to serve on the board of directors. "Our industry has entered a new phase. It is highly competitive with many participants. Certain aspects of our organizational structure and operational model have slowed us down in recent years, with the co-CEO structure being a major factor." (Source: Foresight News)

According to Castle Labs report, during the period from October 2025 to May 2026, most DeFi Vault categories experienced significant pullbacks, with lending, liquidity staking, and restaking being hit the hardest; however, RWA Vaults, due to their exposure to non-crypto assets, saw a countercyclical increase in TVL of 37.8%.

Mars Finance News, on May 21, Strategy founder Michael Saylor stated that the company's goal is to maximize the growth of the credit tool STRC to further expand Bitcoin purchase scale and increase BTC holdings per share. He also emphasized that the company aims to minimize volatility and uncertainty as much as possible.

PrismML releases the Ternary Bonsai series, using 1.58-bit weights {-1, 0, +1}, with VRAM only one-ninth of a 16-bit model. The 8B/4B/1.7B sizes are open-sourced on Hugging Face and natively run on Apple devices. The 8B weights are approximately 1.75 GB, with a benchmark score of 75.5, leading among peers. On the iPhone 17 Pro Max, the 8B model runs at 27 tokens/sec, with a 3–4 times improvement in energy efficiency. The weights are distributed under Apache 2.0 and run natively on Apple devices via the MLX framework.