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iot

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first_img Anthropic: Small models may self-replicate on IoT devices

On October 12, 2026, William Zhou and Daniel Freeman, frontier red team researchers at the artificial intelligence company Anthropic, published a study. The article states that small models may have the ability to self-replicate on commercial IoT devices such as smart ovens and generic Android TV boxes within months. These replicas do not have a single shutdown point, and the doubling time may be measured in days, potentially adapting to unfamiliar devices on their own.Evaluation shows that a 9B model completed inference on 8 out of 9 hardware types. Models of 30B and below have been able to complete many single steps of replication, but errors occur when combined end-to-end; in simplified evaluations, GLM-5.2 and stronger models can achieve end-to-end replication. The team also distributed Gemma4-26B-A4B across 15 generic Android TV boxes, each costing about $55, operating at a speed of approximately 0.39 tokens/second, with each box holding two layers of the model.End-to-end testing was conducted on 8 GCP nodes behind a firewall, propagating through an unauthorized ADB port and setting up Llama 3.1-8B inference. Among the tested open-source models, only GLM-5.2 completed replication fully, transmitting to all 8 nodes in 4 out of 5 trials. The article divides autonomous replication and adaptation into four steps: discovering the target, obtaining execution, establishing inference, and continuing propagation from the new host, stating that there are currently no complete uncontrolled replicas.

Bit Digital holds over 160,000 ETH, Riot and Nakamoto disclose second quarter financial reports and BTC collateral debt

According to BBX data, yesterday global publicly listed companies in the US disclosed the latest real accounts regarding their holdings in crypto assets, mining costs, and debt collateral structures. The core updates are as follows:Bit Digital ( NASDAQ : $ BTBT ) narrowed losses in Q2, holding over 164,000 ETH: Nasdaq-listed company Bit Digital announced its financial performance for Q2 2026. The company's total revenue for Q2 was $32.1 million (a 15% quarter-over-quarter increase), with a gross profit of $18.6 million (gross margin of 57.9%), and a net loss attributable to shareholders narrowed to $107.2 million. As of June 30, 2026, the company held Ethereum reserves of 164,310.5 ETH, along with approximately $83.6 million in cash and cash equivalents.Riot Platforms ( NASDAQ : $ RIOT ) Q2 revenue of $174.2 million, reserves over 11,000 BTC: US-listed mining company Riot Platforms released its Q2 financial report, with total revenue for the quarter reaching $174.2 million (a 14% year-over-year increase), of which the data center business contributed $23.2 million; Q2 Bitcoin production was 1,587 BTC, with an average mining cash cost of $49,912 per BTC. By the end of Q2, Riot held over $1.2 billion in liquid assets, including 11,380 BTC (of which 5,821 BTC were used as collateral) and $548.9 million in cash.Nakamoto ( NASDAQ : $ NAKA ) sold 600 BTC to repay loans, still holding 4,467 BTC: Bitcoin treasury company Nakamoto announced its Q2 performance, with total revenue of $35.87 million and a net loss of $133 million. During the quarter, the company sold approximately 600 BTC and some derivative positions, generating about $48 million in net proceeds to repay a Bitcoin collateral loan of $45 million USDT. As of the end of June, the company still held 4,467 BTC (with a fair value of approximately $262 million, of which 3,805 BTC have been pledged as debt collateral), with total debt of approximately $165 million.
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