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English(EN) PHP2Shell: a decade-old bug found by AI, two RCEs at CVSS 9.2, exploited in days. What still takes weeks is the patch. # php # security # patching # ai # softwa

Google Gemini 4 Carbon、AI代理交易问题及安全漏洞被突出显示 · 跟踪4个来源

作者 PulseAugur 编辑部 · [4 个来源] ·

Google于2026年10月28日发布了其迄今为止最强大的模型Gemini 4 Carbon。此外，关于AI代理的讨论突显了在Alpaca等平台上下单时可能出现的问题，代理确定的尺寸可能导致订单被拒绝。在安全新闻方面，一个由AI识别的、存在十年的PHP2Shell漏洞已被高危利用，这强调了及时修补的持续挑战。此外，Temporal正被用于AI合同中的模式优先提取和验证，展示了其在确保强大AI系统开发方面的应用。 AI

影响 强调了LLM的进步、AI代理集成中的挑战、AI在安全中的作用以及用于强大AI开发的工具。

排序理由 该集群涵盖了新模型发布、AI代理功能、一个重要的安全漏洞以及一个用于AI开发的工具。

在 Mastodon — fosstodon.org 阅读 →

AI 生成摘要 · Google Gemini · 来自 4 个来源。 我们如何撰写摘要 →

Google Gemini 4 Carbon、AI代理交易问题及安全漏洞被突出显示 · 跟踪4个来源

本文如何被排名

Signal score
0 / 100
Composite score across the factors below. Higher = stronger signal that this story matters right now.
Newsworthiness bucket
Significant
该集群涵盖了新模型发布、AI代理功能、一个重要的安全漏洞以及一个用于AI开发的工具。
Source corroboration
4 independent sources
Strong cross-source corroboration — multiple independent publishers covered this within the clustering window.
Topics
model release, product, safety
Editorial topic classification. Feeds into how the story surfaces on /topic/<slug> hub pages and into the per-entity coverage mix.
AI-industry relevance
High
Clearly on-topic for AI-industry coverage.
Story freshness
11 days old
Aged out of breaking-news scoring windows; ranking reflects the durable signal from the full source set.

完整方法见我们的编辑标准。

报道来源 [4]

  1. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] ·

    Gemini 4 Carbon 是 Google 迄今为止最强大的模型，于 2026-10-28 发布。Google 表示它构建于...

    Gemini 4 Carbon is Google's strongest model to date, announced on 2026-10-28. Google says it is built... # google # gemini # cybersecurity # ai # software # coding # development # engineering # inclusive # community Gemini 4 Carbon: Cyber Benchmarks, Pricing and Access

    链接 dev.to/…/gemini-4-carbon-cyber-benchmarks…
  2. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] ·

    如果让代理在Alpaca上下单，代理决定仓位大小。Alpaca会拒绝订单... # python # ai # agents # trading # software # coding # de

    If you let an agent place orders on Alpaca, the agent decides the size. Alpaca will reject an order... # python # ai # agents # trading # software # coding # development # engineering # inclusive # community Add a pre-trade check to an Alpaca agent in about 20 lines

    链接 dev.to/…/add-a-pre-trade-check-to-an-alpa…
  3. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] ·

    面向模式的提取、验证反馈重试以及用于LLM合约的CI安全评估工具。Temporal validation 优于随机分割。# ai # machinelearnin

    Schema-first extraction, validation feedback retries, and CI-safe eval harness for LLM contracts. Temporal validation beats random splits. # ai # machinelearning # llm # python # software # coding # development # engineering # inclusive # community How I built a CI-safe eval harn…

    链接 dev.to/…/how-i-built-a-ci-safe-eval-harne…
  4. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] ·

    PHP2Shell：AI发现十年老漏洞，两个CVSS 9.2 RCE，数日内被利用。补丁仍需数周。#php #security #patching #ai #softwa

    PHP2Shell: a decade-old bug found by AI, two RCEs at CVSS 9.2, exploited in days. What still takes weeks is the patch. # php # security # patching # ai # software # coding # development # engineering # inclusive # community AI made finding bugs cheap, not fixing them

    链接 dev.to/…/ai-made-finding-bugs-cheap-not-f…

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