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Home/Coding Tools
Coding Tools

CodeQL 2.26.0 Enhances Security with AI Detection

GitHub Changelog·July 10, 2026·high confidence

Why it matters

  • →CodeQL 2.26.0 enhances security by detecting AI prompt injection vulnerabilities.
  • →The update supports Kotlin 2.4.0, expanding its language coverage.
  • →Improved accuracy in security queries reduces false positives, aiding developers.
CodeQL 2.26.0 Enhances Security with AI Detection
©GitHub Changelog

GitHub has released CodeQL 2.26.0, enhancing its static analysis capabilities with new features and improved accuracy. This update includes support for Kotlin 2.4.0 and introduces a query to detect AI prompt injection vulnerabilities in JavaScript and TypeScript. Additionally, it refines security queries across various languages, such as C#, Go, and Python, to reduce false positives and enhance detection. These improvements aim to bolster security for developers using GitHub code scanning, particularly in AI-related applications.

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The story around this

Earlier coverage that leads up to this article, and what followed. Lines connect each piece to the closest one after it, converging here.

Claude Code v2.1.129 Release — Claude Code Releases1Together AI's Inference Engine Outperforms Competitors — Together AI Blog2Google Expands CodeMender for Cybersecurity — The Verge AI3CodeQL 2.26.0 Enhances Security with AI DetectionCodeQL 2.26.1 Enhances Analysis Accuracy — GitHub Changelog4AI Tools Boost TypeScript's Dominance on GitHub — AI News5CodeQL 2.26.4 Enhances Security Detection — GitHub Changelog6OpenAPPA tackles agent prompt injection — Fireship

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7Claude Code v2.1.290: Plugin hooks and agent stability fixes — Claude Code Releases8May 6You are hereOct 6

How we got here

  1. 1
    Claude Code v2.1.129 Release

    Claude Code Releases · May 6, 2026 · Background

  2. 2
    Together AI's Inference Engine Outperforms Competitors

    Together AI Blog · May 19, 2026 · Background

  3. 3
    Google Expands CodeMender for Cybersecurity

    The Verge AI · May 19, 2026 · Background

What happened next

  1. 4
    CodeQL 2.26.1 Enhances Analysis Accuracy

    GitHub Changelog · July 29, 2026 · Same story

  2. 5
    AI Tools Boost TypeScript's Dominance on GitHub

    AI News · August 21, 2026 · Background

  3. 6
    CodeQL 2.26.4 Enhances Security Detection

    GitHub Changelog · September 3, 2026 · Same story

  4. 7
    OpenAPPA tackles agent prompt injection

    Fireship · September 30, 2026 · Background

  5. 8
    Claude Code v2.1.290: Plugin hooks and agent stability fixes

    Claude Code Releases · October 6, 2026 · Background

Follow this story

Open the full story →

CodeQL 2.26.0 Enhances Security with AI Detection

3 developments

  1. Jul 10 · GitHub Changelog
    CodeQL 2.26.0 Enhances Security with AI Detection (This article)
  2. Jul 14 · GitHub Changelog
    GitHub Adds AI Security Detections to Pull Requests↳ GitHub adds AI security detections to pull requests for broader language support, requiring a Copilot license.
  3. Jul 20 · GitHub Changelog
    GitHub Code Quality Now Generally Available↳ GitHub Code Quality is now generally available as a standalone paid product for Enterprise Cloud and Team.
llama.cpp Releases·Nov 1, 2026
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llama.cpp b12023 fixes shared prefix bug

This release addresses a specific inference artifact where decision prefixes were incorrectly bleeding into output embeddings. By capping shared prefixes at the first output position, llama.cpp ensures that option tokens remain distinct for parent and child tasks. This is a targeted fix for multi-step reasoning or voting workflows rather than a performance boost. It stabilizes complex generation patterns without changing the underlying model architecture.

llama.cpp Releases·Nov 1, 2026