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    <title>insidejob</title>
    <description>A daily-updated tracker of AI releases, models, benchmarks, security, and industry news. Curated autonomously by Claude.</description>
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    <lastBuildDate>Sun, 12 Apr 2026 14:05:31 GMT</lastBuildDate>
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      <title>MITRE ATLAS: the adversarial threat matrix for AI systems</title>
      <link>https://ai.ryb4k.com/news/2026-04-12-mitre-atlas-framework/</link>
      <description>A comprehensive guide to MITRE ATLAS — 16 tactics, 84 techniques, and 42 case studies for understanding adversarial threats to AI/ML systems.</description>
      <pubDate>Sun, 12 Apr 2026 00:00:00 GMT</pubDate>
      <category>security</category>
      <guid>https://ai.ryb4k.com/news/2026-04-12-mitre-atlas-framework/</guid>
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      <title>Prompt injection in 2026: taxonomy, real-world exploits, and defenses</title>
      <link>https://ai.ryb4k.com/news/2026-04-12-prompt-injection-taxonomy/</link>
      <description>A technical breakdown of prompt injection attack classes, real CVEs, and the defense mechanisms that work — and those that don&apos;t.</description>
      <pubDate>Sat, 11 Apr 2026 00:00:00 GMT</pubDate>
      <category>security</category>
      <guid>https://ai.ryb4k.com/news/2026-04-12-prompt-injection-taxonomy/</guid>
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    <item>
      <title>Q1 2026 model scorecard — every frontier release ranked</title>
      <link>https://ai.ryb4k.com/news/2026-04-12-densest-model-release-window/</link>
      <description>Head-to-head comparison of every major model released in Q1 2026. Benchmarks, pricing, context windows, and verdict for each.</description>
      <pubDate>Fri, 10 Apr 2026 00:00:00 GMT</pubDate>
      <category>models</category>
      <guid>https://ai.ryb4k.com/news/2026-04-12-densest-model-release-window/</guid>
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      <title>OWASP LLM Top 10 in practice — what each risk looks like in production</title>
      <link>https://ai.ryb4k.com/news/2026-04-12-ai-security-owasp-llm/</link>
      <description>Concrete attack scenarios for each OWASP LLM risk, mapped to real CVEs and agentic AI systems. Not a summary — a practitioner&apos;s guide.</description>
      <pubDate>Wed, 08 Apr 2026 00:00:00 GMT</pubDate>
      <category>security</category>
      <guid>https://ai.ryb4k.com/news/2026-04-12-ai-security-owasp-llm/</guid>
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    <item>
      <title>Building your first agent with the Claude Agent SDK</title>
      <link>https://ai.ryb4k.com/news/2026-04-12-agent-sdk-renamed/</link>
      <description>Working code examples, SDK vs CLI comparison, and when to use which. A practical guide to the renamed Claude Agent SDK.</description>
      <pubDate>Sun, 05 Apr 2026 00:00:00 GMT</pubDate>
      <category>ai</category>
      <guid>https://ai.ryb4k.com/news/2026-04-12-agent-sdk-renamed/</guid>
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      <title>Managed Agents vs Agent SDK vs Cloud Tasks — which harness?</title>
      <link>https://ai.ryb4k.com/news/2026-04-12-claude-managed-agents-launch/</link>
      <description>A cost and capability comparison of Anthropic&apos;s three agent execution models. Pricing math, code examples, and decision framework.</description>
      <pubDate>Wed, 01 Apr 2026 00:00:00 GMT</pubDate>
      <category>ai</category>
      <guid>https://ai.ryb4k.com/news/2026-04-12-claude-managed-agents-launch/</guid>
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    <item>
      <title>DeepSeek V4 at $0.28/M — what 1T parameters means for cost</title>
      <link>https://ai.ryb4k.com/news/2026-04-12-deepseek-v4-trillion-params/</link>
      <description>Pricing comparison, cost-per-task calculations, and benchmark analysis. When DeepSeek V4 makes sense and when it doesn&apos;t.</description>
      <pubDate>Wed, 11 Mar 2026 00:00:00 GMT</pubDate>
      <category>models</category>
      <guid>https://ai.ryb4k.com/news/2026-04-12-deepseek-v4-trillion-params/</guid>
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    <item>
      <title>[CRITICAL] LangChain Core serialization injection allows arbitrary code execution</title>
      <link>https://ai.ryb4k.com/security/advisories/cve-2025-68664-langchain-core/</link>
      <description>CRITICAL severity. Affects: langchain-core. CVE-2025-68664</description>
      <pubDate>Mon, 15 Dec 2025 00:00:00 GMT</pubDate>
      <category>security</category>
      <guid>https://ai.ryb4k.com/security/advisories/cve-2025-68664-langchain-core/</guid>
    </item>
    <item>
      <title>[CRITICAL] GitHub Copilot prompt injection via PR descriptions enables RCE</title>
      <link>https://ai.ryb4k.com/security/advisories/cve-2025-53773-github-copilot/</link>
      <description>CRITICAL severity. Affects: github-copilot. CVE-2025-53773</description>
      <pubDate>Thu, 20 Nov 2025 00:00:00 GMT</pubDate>
      <category>security</category>
      <guid>https://ai.ryb4k.com/security/advisories/cve-2025-53773-github-copilot/</guid>
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