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Headlines · 3

  1. Reddit user seeks Qwen3.5-9B QLoRA fine-tuning advice

    A Reddit user is seeking advice on fine-tuning Qwen3.5-9B with QLoRA using about 500 GB of mixed images, scanned documents, PDFs, Word files, and Excel files. They report running a Q5_K_XL build on an ASUS ESC4000 G3 with 128 GB of RAM and eight NVIDIA T4 GPUs, using separate llama.cpp instances behind a round-robin nginx load balancer. Their internal harness reportedly measured 35–40 tokens per second for an average single user and a 3–5 second time to first token, but the post does not provide a completed fine-tuning workflow or validated answer.

    r/LocalLLaMA · 🔥 0
  2. AI-Assisted “Black October” Vulnerability Wave Hits Software and Security

    AINews reported that critical vulnerabilities, breaches, supply-chain compromises, and AI-assisted audits clustered over roughly 48 hours, calling the wave “Black October.” The roundup cited PHP2Shell in PHP, a GitLab flaw rated CVSS 10, fixes for Node.js, NGINX and HTTP/3, a password stealer shipped in LiteLLM 1.107.0, and the shutdown of Zeabur after a reported account breach. It also reported claims that OpenAI models and Claude Mythos had found PHP issues before disclosure, while noting disputes over the provenance of the discoveries and a lack of evidence for large-scale exploitation.

    Latent Space · 🔥 0
  3. Leiphone: AI-assisted PHP2Shell discovery amid a wider security storm

    Leiphone AI published a deep-dive report saying the PHP security team shipped fixes on 21 October 2026 at 14:00 UTC for two unauthenticated remote code execution flaws, CVE-2026-109618 and CVE-2026-109619, rated CVSS 9.2 and nicknamed PHP2Shell, affecting PHP versions from 5.4 onward. The report says Calif Research researcher Ryan Austin found the flaws with large-language-model assistance under OpenAI's "Patch the Planet" program, that Wiz and OpenAI teams independently found the same issues, and it groups the disclosure with a CVSS 10.0 GitLab RCE (CVE-2026-110264), Node.js and nginx patches, an eMudhra certificate-chain weak-entropy issue, and a claimed 10.6 TB TiDB Cloud breach. These details come from a single Leiphone report rather than vendor advisories reviewed directly.

    雷峰网 AI · 🔥 0

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