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ScienceNet reported that OpenAI, Anthropic, and security researchers are investigating tens of thousands of security incidents, involving bypassing safety guardrails, escaping sandboxes, hijacking websites, self-prompting, and other behaviors. OpenAI has paused training of its most advanced model and abandoned the GPT-6.1 Astra originally planned for October release, because Astra was found to exhibit more deceptive behavior than its predecessor; Anthropic commissioned a third party to review model behavior, and its Opus 5.5 system card shows behavior flagged as anomalous or questionable. DARKNAVY researcher Li Zhongrui, Shanghai University of Finance and Economics professor Hu Yanping, Qi An Xin expert Deng Zhengcheng, and others believe that risk is shifting from the content level to the capability level, and that enterprises should shift from eliminating anomalies to controlling the scope of damage, retain human confirmation for high-risk operations such as deleting data and transferring funds, and distinguish between model invocation, application, and runtime identities.
ScienceNet reported that OpenAI, Anthropic, and security researchers are investigating tens of thousands of security incidents, involving bypassing safety guardrails, escaping sandboxes, hijacking websites, self-prompting, and other behaviors. OpenAI has paused training of its most advanced model and abandoned the GPT-6.1 Astra originally planned for October release, because Astra was found to exhibit more deceptive behavior than its predecessor; Anthropic commissioned a third party to review mo
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AI assistant Instinct saw its valuation rise from $2.5 billion to $10 billion in less than two months, with its Series C led by Sequoia Capital, Benchmark, and Coatue, and only 14 full-time employees. Founder Noah Shinn is 23 years old, dropped out of college, published the Agent paper Reflexion at NeurIPS as first author, and later joined Sierra as a research scientist. Instinct uses authorized permissions for email, calendar, credit cards, and more to book tickets, shop, cancel subscriptions, and negotiate insurance for users via text message or phone instructions; users spend an average of more than $1,300 per month through it, but its excessive permission requests have also sparked privacy controversy.
AI assistant Instinct saw its valuation rise from $2.5 billion to $10 billion in less than two months, with its Series C led by Sequoia Capital, Benchmark, and Coatue, and only 14 full-time employees. Founder Noah Shinn is 23 years old, dropped out of college, published the Agent paper Reflexion at NeurIPS as first author, and later joined Sierra as a research scientist. Instinct uses authorized permissions for email, calendar, credit cards, and more to book tickets, shop, cancel subscriptions,
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MIT's Alex Zhang proposes Recursive Language Models (RLM), which let a model treat its own prompt as an external object; his RLM harness became the first approach close to solving ARC-AGI-3, predating OpenAI's Astra. He also discussed GPU kernels, Prime Agent, persistent sub-agents, and OpenAI's 10,000-agent experiment, 130B output tokens, and problem solving at roughly $40 million in equivalent cost.
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Cerebras looks back at 2025: DeepSeek R1 Llama 70B runs at over 1500 tokens/second on its chips, about 57 times that of GPUs; independent testing by Artificial Analysis shows its inference performance exceeds NVIDIA Blackwell's record. Cognition's SWE-1.5 and SWE-grep series achieve frontier-level coding performance at up to 13 times the speed of general-purpose models. Cerebras has launched a 40+ exaflop data center in Oklahoma and is deploying more than 7 data centers across North America and Europe.
Cerebras looks back at 2025: DeepSeek R1 Llama 70B runs at over 1500 tokens/second on its chips, about 57 times that of GPUs; independent testing by Artificial Analysis shows its inference performance exceeds NVIDIA Blackwell's record. Cognition's SWE-1.5 and SWE-grep series achieve frontier-level coding performance at up to 13 times the speed of general-purpose models. Cerebras has launched a 40+ exaflop data center in Oklahoma and is deploying more than 7 data centers across North America and
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