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SonarQube container scanning is now in open beta
Scan the container images you build and ship for vulnerabilities and malicious packages. Included with SonarQube Advanced Security. Join the open beta.
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Blog post
How do you verify AI coding agent output from any tool, not just one?
Learn how to verify output from any AI coding agent using deterministic analysis, CI quality gates, and SonarQube MCP Server. Read the full guide.
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Blog post
How to keep your architecture intact when agents write the code
Agents write the code, you own the architecture. Hear Matt Erman on enforcing architecture rules with fitness functions and independent verification.
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Blog post
Google Gemini 4 Argon: An evaluation
See how Gemini 4 Argon scores on a Java LLM coding benchmark, with an 85.66% pass rate and 193 vulnerabilities. Explore the full results on Sonar.
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Vulnerability Reachability Now Available in SonarQube Advanced Security
Vulnerability Reachability in SonarQube Advanced Security shows which dependency risks your code can reach. Fix what matters first. See how it works.
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Blog post
Which LLM writes the best code? A 2026 comparison
There is no single best LLM for coding. Use this framework to compare AI coding models on your own tasks, and verify AI-generated code with Sonar.
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