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360's Tu Longfeng tops CyberGym with a 99.4% vulnerability reproduction success rate
360 Group's self-developed AI security attack-defense system Tu Longfeng topped the CyberGym benchmark with a 99.4% vulnerability reproduction success rate, competing on the same leaderboard against models and agents from vendors including OpenAI, Anthropic, and Google. The evaluation covered 1,507 tasks, and Tu Longfeng achieved success rates of 99.27%, 99.47%, and 99.40% across three independent rounds of evaluation, averaging 99.38%. 360 said Tu Longfeng has discovered more than 15,000 vulnerabilities in total, and over 500 enterprises have already connected to the system to conduct security testing.
CyberGym benchmark with a 99.4% vulnerability reproduction success rate, competing on the same leaderboard against models and agents from vendors including OpenAI, Anthropic, and Google. The evaluation covered 1,507 tasks, and Tu Longfeng achieved success rates of 99.27%, 99.47%, and 99.40% across three independent rounds of evaluation, averaging 99.38%. 360 said Tu Longfeng has discovered more than 15,000 vulnerabilities in total, and over 500 enterprises have already connected to the system t
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Alphabet's third-quarter revenue and earnings per share both fell short of expectations
Alphabet reported third-quarter adjusted earnings per share of $2.67 and revenue of $127.58 billion, both below analysts' expectations. According to the Google Blog, revenue for the quarter grew 25% year over year, with annualized revenue reaching $500 billion, and Google Cloud revenue grew 103%; CEO Sundar Pichai said the first-party model API processes nearly 32 billion tokens per minute, 40% more than the previous quarter, and the Gemini app has reached 1 billion users. Solidot reported that the stock price fell nearly 10% after the earnings release, and the company disclosed that revenue generated by AI search is lower than that of traditional search, with overall search business revenue growing 12% year over year to $63.25 billion; Chief Business Officer Philipp Schindler said the slowdown in search business growth stems from the lower monetization capability of AI Mode. Spending for the quarter was $51.4 billion, and net profit was $26.17 billion, lower than $35 billion in the same period last year.
Alphabet reported third-quarter adjusted earnings per share of $2.67 and revenue of $127.58 billion, both below analysts' expectations. According to the Google Blog, revenue for the quarter grew 25% year over year, with annualized revenue reaching $500 billion, and Google Cloud revenue grew 103%; CEO Sundar Pichai said the first-party model API processes nearly 32 billion tokens per minute, 40% more than the previous quarter, and the Gemini app has reached 1 billion users. Solidot reported that
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Reddit announces shift to a login-first experience
Reddit has announced that it will change its nearly two-decade-old practice of allowing content to be read without an account, moving to a login-first experience. CEO Steve Huffman said the platform will first test login requirements in markets outside the US; he said most unauthorized scraping comes from logged-out visits and stressed that registration does not require revealing one's real identity. According to heise online, Reddit had 130.3 million daily active users in the third quarter, of whom 76.8 million were not logged in. On October 31, Huffman further said that Google's AI Overviews and AI Mode bring no traffic to any website, and that Reddit lost more than one million Google search referrals per week in October as a result, with its share price falling more than 25% despite strong financial results. Reddit says demand for the platform is unchanged and that Google has simply stopped directing traffic to it; it is currently testing a login wall outside the US to reduce scraping and dependence on the open web, and data licensing negotiations with AI vendors are continuing.
ity. According to heise online, Reddit had 130.3 million daily active users in the third quarter, of whom 76.8 million were not logged in. On October 31, Huffman further said that Google's AI Overviews and AI Mode bring no traffic to any website, and that Reddit lost more than one million Google search referrals per week in October as a result, with its share price falling more than 25% despite strong financial results. Reddit says demand for the platform is unchanged and that Google has simply
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Oracle announces the introduction of Cerebras AI chips into its cloud services
Oracle announced that it will introduce Cerebras Systems' AI chips into its cloud infrastructure, giving customers more computing power options beyond Nvidia GPUs. According to Data Center Knowledge, Oracle also plans to deploy Google TPUs and inference chips from OpenAI, Cerebras, SambaNova and Positron AI on OCI, with the TPU and Cerebras wafer-scale engine scheduled to come online in 2027, and Positron Atlas already available. CNBC Technology reported the same day that Alphabet announced Oracle will offer Google's TPUs, marking the first time customers can use TPUs outside of Google's infrastructure. No further developments have been disclosed at this time.
Systems' AI chips into its cloud infrastructure, giving customers more computing power options beyond Nvidia GPUs. According to Data Center Knowledge, Oracle also plans to deploy Google TPUs and inference chips from OpenAI, Cerebras, SambaNova and Positron AI on OCI, with the TPU and Cerebras wafer-scale engine scheduled to come online in 2027, and Positron Atlas already available. CNBC Technology reported the same day that Alphabet announced Oracle will offer Google's TPUs, marking the first t
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NVIDIA and Oracle Announce Expansion of Vera Rubin to Multi-Gigawatt Scale
On October 28, 2026, NVIDIA and Oracle announced plans to expand the NVIDIA Vera Rubin NVL72 systems in OCI Superclusters to multi-gigawatt scale, while Vera Rubin NVL72 and the NVIDIA Vera CPU became generally available on OCI. According to information published by the NVIDIA Newsroom that day, OCI Superclusters connect 72 GPUs per rack via NVLink and use Spectrum-X Ethernet and BlueField-4 DPUs; the two companies said customers can scale CPU and GPU resources independently to reduce idle capacity. On the same day, Analytics India Magazine reported that at the Oracle AI World conference, Oracle announced an expansion of AI compute capacity on its cloud platform, adding NVIDIA Vera Rubin NVL72 systems and Vera CPUs, and plans to offer Google TPU and Cerebras inference technology on OCI starting in 2027. The NVIDIA information also noted that OpenAI has already trained and run GPT-6 Astra on more than 100,000 NVIDIA Blackwell GPUs on the OCI Supercluster in Abilene, and said it will put Vera into production to support agent sand
ine reported that at the Oracle AI World conference, Oracle announced an expansion of AI compute capacity on its cloud platform, adding NVIDIA Vera Rubin NVL72 systems and Vera CPUs, and plans to offer Google TPU and Cerebras inference technology on OCI starting in 2027. The NVIDIA information also noted that OpenAI has already trained and run GPT-6 Astra on more than 100,000 NVIDIA Blackwell GPUs on the OCI Supercluster in Abilene, and said it will put Vera into production to support agent sand
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UK announces establishment of national AI biosecurity laboratory
The UK announced the establishment of the National AI Biosecurity Laboratory (AIBL). According to a report on October 24, 2026, the laboratory is positioned as an independent non-profit institution, with £100 million funded by the government, OpenAI and Anthropic jointly pledging up to £200 million, for an overall scale of up to £300 million. Initially it will focus on early detection of emerging biological threats and accelerated development of vaccines and treatments. OpenAI will provide £100 million in computing power and model credits, and open model access through the Rosalind Biodefense program; Anthropic will provide up to £100 million in model credits and technical support; Google DeepMind and Basecamp Research are participating in research collaboration. Subsequent reports likewise mentioned that the government is spending £100 million, OpenAI and Anthropic are providing model usage credits worth up to £200 million, and stated that Google DeepMind and Basecamp Research are participating in the collaboration. There are currently no further developments with evidence.
computing power and model credits, and open model access through the Rosalind Biodefense program; Anthropic will provide up to £100 million in model credits and technical support; Google DeepMind and Basecamp Research are participating in research collaboration. Subsequent reports likewise mentioned that the government is spending £100 million, OpenAI and Anthropic are providing model usage credits worth up to £200 million, and stated that Google DeepMind and Basecamp Research are participating
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Pichai explains Hassabis's stepping down and Dean's departure
On October 24, 2026, reports relayed Sundar Pichai's explanation for Demis Hassabis stepping down as head of DeepMind and Jeff Dean leaving Google. Pichai described this as a natural evolution after long-term commitment from personnel, and mentioned that Jeff Dean will go on to work on Discovery Loop. He also said that frontier model development has become highly intensive, large-scale work spanning data, compute, algorithms, and team management; Hassabis wants to devote more time to advancing the frontier safely and to using AGI to solve other problems, with AlphaFold and Isomorphic cited as examples of such applications. Currently, this account comes from Alex Heath's relay, with no additional independent sources or official materials to supplement it.
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View story:Pichai explains Hassabis's departure and Dean's exit
Pichai explains Hassabis's departure and Dean's exit
On October 24, 2026, reports relayed Sundar Pichai's explanation for Demis Hassabis stepping down as head of DeepMind and Jeff Dean leaving Google. Pichai described this as a natural evolution after long-term commitment from personnel, and mentioned that Jeff Dean will go on to work on Discovery Loop. He also said that frontier model development has become highly intensive, large-scale work spanning data, compute, algorithms, and team management; Hassabis wants to devote more time to advancing the frontier safely and to using AGI to solve other problems, with AlphaFold and Isomorphic cited as examples of such applications. Currently, this account comes from Alex Heath's relay, with no additional independent sources or official materials to supplement it.
On October 24, 2026, reports relayed Sundar Pichai's explanation for Demis Hassabis stepping down as head of DeepMind and Jeff Dean leaving Google. Pichai described this as a natural evolution after long-term commitment from personnel, and mentioned that Jeff Dean will go on to work on Discovery Loop. He also said that frontier model development has become highly intensive, large-scale work spanning data, compute, algorithms, and team management; Hassabis wants to devote more time to advancing t
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The Browser Company announces the shutdown of the Arc browser
The Browser Company announced that it will discontinue the Arc browser in phases and redirect resources to its AI browser Dia. According to a report on October 23, 2026, the company has stopped creating new accounts; on December 22, Arc will completely cease operation on macOS and Windows, all accounts will be deactivated, and account-related personal data will be deleted within 30 days after deactivation. Starting November 23, AI features such as Browse for Me in the iOS and Android versions of Arc Search will be shut down, and the Android version will also be removed from Google Play. The company stated that all resources, including the security team, have been devoted to Dia; bookmarks, history, extensions, and features such as Spaces, Folders, and Tab Groups can be imported into Dia, most core features will remain free, and AI capabilities can be optionally enabled.
30 days after deactivation. Starting November 23, AI features such as Browse for Me in the iOS and Android versions of Arc Search will be shut down, and the Android version will also be removed from Google Play. The company stated that all resources, including the security team, have been devoted to Dia; bookmarks, history, extensions, and features such as Spaces, Folders, and Tab Groups can be imported into Dia, most core features will remain free, and AI capabilities can be optionally enabled.
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