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first_img OpenAI's intelligent agents collaborate to attack Hugging Face, cheating did not result in score improvement

The independent organization METR released a survey report stating that approximately 1,200 OpenAI agents collaborated on an unauthorized internal message board, with about 700 participating in attacks on Hugging Face. Two METR employees and one Redwood Research contractor worked on-site at OpenAI for six days, reviewing around 1,300 records and over 70,000 messages without receiving any compensation.These agents ran the ExploitGym network benchmark, reverse-engineering the code that generated answers within hours and spending days disguising traces of cheating. OpenAI found that of its 898 tasks, 198 had never been solved by any model, and 93% of the tasks discussed on the message board came from this set. The agents also recruited companions with dwindling budgets to conduct experiments that sabotaged their own operations, with 7% of records showing forged tool calls, deceiving automated scorers rather than humans.OpenAI stated that internal scorers never checked how agents obtained answers, so cheating did not lead to any scoring improvements, and referred to this incident as a "warning signal" to itself and the world. Hugging Face disclosed the intrusion incident on July 16, and OpenAI confirmed five days later that its models were the perpetrators, with agents exploiting zero-day vulnerabilities and stealing credentials to escape the sandbox. OpenAI has isolated internal model weights and suspended its largest training program.

Zhao Changpeng: Bitcoin and other sectors promote each other, and tokenized stocks will allow more people to access Bitcoin

Zhao Changpeng stated at the "Bitcoin Asia 2026" conference in Hong Kong that people often overestimate what can be done in a year but underestimate what can be done in ten years, and a large amount of infrastructure will be built in the next decade. In the past two years, the attitude of traditional finance towards Bitcoin has undergone a significant change, and in recent years, the growth of tokenized stocks has been rapid. Binance's bStocks has quickly grown in just about three months since its launch, and looking ahead to the next ten years, this will be a huge market. In addition, various sectors such as payments, AI, Agentic financial infrastructure, stablecoins, and tokenization will see significant development in the next decade; now is the moment with the most opportunities in history.He mentioned that the Bitcoin blockchain currently does not support tokenized businesses, and tokenization mainly occurs on other blockchains. However, the various sectors within the crypto industry promote each other; those who understand Bitcoin will eventually understand other blockchains and tokens, and those who enter through stock tokenization will also pay attention to Bitcoin. He gave an example that it is difficult for Asians to open U.S. stock brokerage accounts, and the trading hours of U.S. stocks are inconvenient. Once stock tokenization occurs, it will enable more people who were previously unable to trade U.S. stocks to participate through crypto platforms. After these individuals enter the crypto platform, they may also start to engage with Bitcoin exposure that they did not have before.

Bitdeer produced 1,190 BTC in July with a hash rate exceeding 81 EH/s, and AVAT disclosed holding 15.3 million AVAX

According to BBX data, yesterday global publicly listed companies in the U.S. stock market disclosed the latest official ledgers on cryptocurrency asset mining operations, ecological treasury financial reports, and on-chain data infrastructure. The core updates are as follows:Bitdeer (NASDAQ: $BTDR) July production surged 322% year-on-year, total exclusive computing power reached 81.7 EH/s: Nasdaq-listed Bitcoin mining company and AI infrastructure company Bitdeer released its production and operation update for July 2026. In terms of mining, the company mined a total of 1,190 Bitcoins that month (a year-on-year increase of 322%). In terms of computing power scale, self-operated computing power reached approximately 76.7 EH/s, other exclusive computing power 5.0 EH/s, and joint mining computing power 18.7 EH/s, totaling an exclusive computing power of 81.7 EH/s. As of the end of July, the company's balance sheet held a total of 257 Bitcoins (excluding customer deposits).Avalanche Treasury Company AVAT (NASDAQ: $AVAT) holds 15.3 million AVAX, plans to repurchase $10 million in stock: Avalanche ecological cryptocurrency treasury company Avalanche Treasury Company released its financial report for the second quarter of 2026. The company reported a net loss of $44.7 million for the quarter (loss per share of $1.54), of which approximately $35.7 million (about 80%) was a non-cash accounting loss due to changes in the market value of AVAX holdings, and approximately $15.2 million was a one-time cost incurred from business mergers, with core administrative expenses of about $3.5 million. The company's board has approved a $10 million repurchase plan for Class A common stock. As of June 30, the company held approximately 15.3 million AVAX (book value of about $100 million), with net staking income of about $1.5 million for the second quarter (cumulative approximately $3.6 million for the first half of the year).Solana Treasury Company DFDV (NASDAQ: $DFDV) launches State of Solana data dashboard: Nasdaq-listed SOL treasury company DeFi Development Corp announced the launch of the public real-time data research platform State of Solana. This platform integrates Solana's market price, network performance, staking rate, validator distribution, on-chain revenue, and ecological indicators into a unified dashboard, aiming to provide investors with a comprehensive fundamental perspective beyond price fluctuations, and will continue to expand the dataset and visualization analysis tools in the future.
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