DeepSeek V4.1-Flash
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- $0.88 and 22 seconds: ARTEX AI tool tied to South Korean bank breaches
Between Sept. 28 and Oct. 1, 2026, seven South Korean financial institutions were hit in the same wave of cyberattacks, with more than 68,000 customer records leaked, including 25,729 at Shinhan Bank. A CrowdStrike report dated Oct. 7 said the attacker may be an individual hacker from Guangdong, China, who mainly used the open-source AI penetration-testing agent ARTEX, invoking DeepSeek V4.1-Flash and also using GLM-5.3 and Grok 4.6 in Claude Code sessions. South Korean security firm Everspin's reproduction test said a similar attack took 22 seconds, about 44,000 tokens and roughly $0.88, with attackers targeting peripheral systems such as loan-agency and mobile-work systems rather than core online banking.
虎嗅 AI · 🔥 0 - PaperBenchX: best AI agent fully reproduces only 14% of papers
UniPat AI's PaperBenchX benchmark gives 10 frontier agent configurations a published paper and asks them to re-run the key experiments in real scientific software, across 93 tasks covering 12 research directions. According to the team's published results, 70 of the 93 tasks were not fully reproduced by any configuration, and the top performer, GPT-6 Astra, fully cleared only 14% (13 tasks), while Chinese models clustered around 7% — roughly half that. Scoring separates modeling, execution and scientific verification across 3,168 scorable criteria, with a 4–24 hour per-task budget and outputs wiped and re-run in an isolated environment before grading.
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