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Artificial Analysis tests GitHub Copilot Fusion: $5.59 cost per task…
In Coding Agent Index v2.0, Artificial Analysis benchmarked GitHub Copilot's Copilot Fusion, which costs $5.59 per task, compared with $11.42 for Claude Code with Opus 5.5 (max), while performing only 2 points lower. Copilot Fusion is a runtime orchestration system that selects and coordinates among Anthropic and OpenAI models such as Claude Opus 5.5, Claude Sonnet 5.5, GPT-6 Astra, and GPT-6 Sol. It leads on Terminal-Bench 4.0 with a score of 71, ranks third on FrontierCode with 51 points, and uses 7.2M tokens per task, about half that of Opus 5.5 in Claude Code.
ilot's Copilot Fusion, which costs $5.59 per task, compared with $11.42 for Claude Code with Opus 5.5 (max), while performing only 2 points lower. Copilot Fusion is a runtime orchestration system that selects and coordinates among Anthropic and OpenAI models such as Claude Opus 5.5, Claude Sonnet 5.5, GPT-6 Astra, and GPT-6 Sol. It leads on Terminal-Bench 4.0 with a score of 71, ranks third on FrontierCode with 51 points, and uses 7.2M tokens per task, about half that of Opus 5.5 in Claude Code.
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Fix and Troubleshooting for the Linux IPv4 TCP Handshake Use-After-Free Vulnerability CVE-2026-98432
The Linux stable kernel fixed a use-after-free vulnerability, CVE-2026-98432, in the IPv4 TCP handshake path on October 11 and 15. The kernel CNA rated it CVSS 3.1 9.8 Critical, affecting versions 4.4 and later. As of October 29, kernels for all Ubuntu versions are still marked as affected, and the default kernels of RHEL 8, 9, and 10 and Amazon Linux 2 have no fix yet. Anthropic said its Claude model wrote, in a lab setting, remote root exploit code targeting servers with a multipath TCP listener, but did not disclose it.
d a use-after-free vulnerability, CVE-2026-98432, in the IPv4 TCP handshake path on October 11 and 15. The kernel CNA rated it CVSS 3.1 9.8 Critical, affecting versions 4.4 and later. As of October 29, kernels for all Ubuntu versions are still marked as affected, and the default kernels of RHEL 8, 9, and 10 and Amazon Linux 2 have no fix yet. Anthropic said its Claude model wrote, in a lab setting, remote root exploit code targeting servers with a multipath TCP listener, but did not disclose it.
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Claude Sonnet 5.5's results on the ARC-AGI benchmark announced
ARC Prize announces Anthropic's Claude Sonnet 5.5's results on each generation of the ARC-AGI benchmark: ARC-AGI-3 is 72.4% under the provider adapter harness at a cost of 8.2K USD, and 24.3% under the standard harness at a cost of 7.4K USD; ARC-AGI-2 is 83.9% at 0.55 USD per task; ARC-AGI-1 is 96.5% at 0.14 USD per task. ARC Prize says Sonnet 5.5's 72.4% on ARC-AGI-3 is noteworthy.
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AI Personal Website Tutorial: Feishu Doc Draft Plus a List of Nearly 70 UI Design Sites
A hands-on tutorial on building a personal website with AI presents a two-step workflow: first create a Feishu document as the content draft and let AI read it through the Feishu command-line tool, so that editing the document syncs the page; then pull components, animations, and layouts from existing design sites and feed them to AI for assembly. The author organizes nearly 70 sites by 8 tasks, including component libraries such as shadcn/ui, Aceternity UI, and Magic UI; animation tools such as Motion, GSAP, Three.js, and Spline; whole-site inspiration sites such as Godly, Land-book, and Awwwards; AI website-building tools such as v0, Lovable, and Google Stitch; and 4 design Skills including Anthropic's frontend-design. The article notes that referencing interaction styles and using open-source components is fine, but do not copy entire sites' visual assets and copy; check the license agreements before commercial use, and Tailwind Plus and the full version of Mobbin are paid subscriptions.
on, GSAP, Three.js, and Spline; whole-site inspiration sites such as Godly, Land-book, and Awwwards; AI website-building tools such as v0, Lovable, and Google Stitch; and 4 design Skills including Anthropic's frontend-design. The article notes that referencing interaction styles and using open-source components is fine, but do not copy entire sites' visual assets and copy; check the license agreements before commercial use, and Tailwind Plus and the full version of Mobbin are paid subscriptions.
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