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ai-security

6 posts on this topic. For the full archive, see the security blog. Comparison writes-ups live on Why Puaro and the methodology page.

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Comparison8 min readAug 12, 2026

Regex Finds Candidates. AI Decides What's Noise.

We ran Gitleaks, TruffleHog, GitGuardian, and Puaro on four open-source repos. Puaro's AI suppressed 334 candidate findings and left 33 real alerts for humans.

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Security Insights4 min readJun 08, 2026

Innovation or Negligence? The Dark Side of the "Vibe Coding" Wave

Security researchers at RedAccess scanned hundreds of thousands of apps built on vibe coding platforms like Lovable, Replit, and Base44. What they found should worry anyone shipping software without a security review.

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Comparison15 min readApr 08, 2026

We Tested 4 Secret Scanners on 8 Real Repos. The Results Were Eye-Opening.

We scanned 2.2 million lines of code across 8 popular open-source repositories using Gitleaks, TruffleHog, GitGuardian, and Puaro. Here are the raw numbers and what they actually mean.

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Supply Chain Security8 min readNov 01, 2025

How AI-Powered Scanning Prevents the Next 'GlassWorm' Supply Chain Attack

The recent GlassWorm incident exposed critical vulnerabilities in the software supply chain when developers accidentally leaked VS Code extension tokens. Learn how AI-powered scanning provides proactive prevention beyond simple pattern matching.

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Security Insights5 min readOct 08, 2025

Secret Scanning Is Becoming a $12 Billion Market by 2033

The source code secret scanning market is projected to reach up to $12 billion by 2033, and AI-powered detection tools are already hitting 97% accuracy in identifying real threats.

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Technology Insights6 min readJul 14, 2024

How AI and ML Improve Secret Detection Accuracy and Reduce False Positives

AI and machine learning models can adapt to new secret patterns and read surrounding code for context, cutting false positive rates from around 25-30% with traditional regex scanning to 3-7% with AI/ML-enhanced scanning.

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