Blogs

AI Code Review
CodeAnt AI Ranks #1 in Security Patch Detection Benchmark

In Martian’s independent AI code review benchmark, CodeAnt ranked #1 at detecting security patch issues in pull requests. See the data and what it means for secure code review.

AI Code Review
CodeAnt AI Ranks #2 in Large Pull Request Review Benchmark

See how AI code review tools perform when analyzing large pull requests in Martian’s independent benchmark

AI Code Review
CodeAnt AI Ranks #1 in Detecting Logging Issues and PII Leaks

Which AI code review tool catches sensitive data in logs? Benchmark results reveal how tools perform in this critical category.

AI Code Review
CodeAnt AI Ranks #1 in Detecting Testing Issues in Pull Requests

Martian’s AI code review benchmark analyzed how tools detect testing issues in pull requests. CodeAnt ranked first.

AI Code Review
We Submitted CodeAnt AI to an Independent Benchmark: Here Is What Happened

Martian’s independent AI code review benchmark evaluated 17 tools across 200,000+ real pull requests. See how CodeAnt ranked and what the data reveals about modern AI code review.

Code Security
The Security Research Method: Re-Examining Old CVEs to Discover New Vulnerabilities

Learn how security researchers discover new vulnerabilities by re-examining patched CVEs and using patch diff analysis to uncover hidden exploit paths.

Code Security
How CVE 2026 28292 Enabled Remote Code Execution in simple git

Understand how CVE 2026 28292 bypassed a security control in simple git and enabled arbitrary command execution through Git’s ext protocol.

Code Security
12 Security Questions CVE-2026-28292 Forces Us to Ask About Patches, Tooling, and AI Code Review

A deep analysis of CVE 2026 28292 explaining how a regex bug bypassed security filters and what it reveals about modern code review.

Code Security
Why Fixing the Exploit Is Not Fixing the Vulnerability

Learn why many security patches fix only the exploit and not the underlying vulnerability, and how attackers use patch diffing to discover new bypasses.

AI Code Review
Inside Claude Code Review: Anthropic’s AI Pull Request Reviewer Explained

Anthropic launched Claude Code Review in March 2026. Learn how the multi-agent AI PR review system works, its pricing, and how it compares to tools like CodeAnt AI.

Code Security
When an AI Code Reviewer Flags a CVSS-10 Authentication Bypass

CVE-2026-29000 reveals a critical flaw in pac4j JWT validation. See how a null check skipped signature verification and allowed full authentication bypass.

Code Security
Inside CVE-2026-29000: The pac4j JWT Authentication Bypass Explained

Learn how a subtle JWT implementation bug allowed authentication bypass in pac4j-jwt with a CVSS score of 10.