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  1. QbitAI71

    360 DragonBox tops CyberGym rankings with 99.4% vulnerability reproduction success rate

    360's self-developed AI security offense and defense system, DragonBox, tops the CyberGym rankings with a 99.4% vulnerability reproduction success rate, with independent evaluation success rates of 99.27%, 99.47%, and 99.40% over three rounds.

    Why it matters: The original text provides DragonBox's success rates in the three rounds of CyberGym evaluations and its training routes, allowing readers to judge the approach of large security models combined with intelligent swarm agents.

  2. OpenAI News75

    OpenAI releases GPT-6 Cyber security model

    OpenAI releases GPT-6 Cyber, a security model for discovering exploitable vulnerabilities and developing solutions, trained to keep its behavior within authorized limits.

    Same story · 4 outlets

    Why it matters: OpenAI releases a dedicated model for vulnerability discovery and remediation, emphasizing authorized scope constraints, observable boundaries of security agent capabilities.

  1. OpenAI News62

    OpenAI launches Images 2.6, enabling faster image generation and GIF creation support

    OpenAI has released Images 2.6, bringing faster image generation, GIF creation, more precise editing, and new API controls. This version covers three access points: ChatGPT, Codex, and API.

    Same story · 2 outlets

    Why it matters: The original text lists four changes: image generation speed improvement, GIF creation, more precise editing, and API control, which can be used to judge the boundary of image capabilities for ChatGPT, Codex, and API.

  2. ITHome · AI86

    OpenAI releases low-cost new model GPT-6.1 Terra, with a cost per task about one-ninth of Claude Opus 5.5

    OpenAI releases new model GPT-6.1 Terra, featuring lower costs for complex tasks requiring visual reasoning and desktop software operation, opening to Plus, Pro, Enterprise, and Edu users on October 27, available in ChatGPT Work and Codex, with the API model identifier as gpt-6.1-terra.

    Same story · 4 outlets

    Why it matters: The original text provides multiple benchmarks and cost per task comparisons, allowing readers to judge the trade-offs of low-cost models in desktop automation.

  3. Artificial Analysis Articles85

    OpenAI released GPT-6.1 Terra, focusing on cost efficiency.

    OpenAI released GPT-6.1 Terra, the first Terra-level model after GPT-5.6, with input/output pricing at $1/5 per million tokens, lower than the $2/12 per million tokens of GPT-5.6 Terra.

    Why it matters: The original text used the scores of the Intelligence Index and Coding Agent Index, along with the cost per task, to quantify the change in cost-effectiveness of GPT-6.1 Terra compared to GPT-5.6 Terra.

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