Reducing false positives in security scanning
Most security scan findings never warrant action. Here's why scanners over-alert, what it costs teams, how Aikido's consolidation approach compares, and what actually cuts false positives.
Deep dives, practical guides, and incident analyses from engineers who build Safeguard. No fluff, no vendor FUD — just what you need to ship secure software.
Most security scan findings never warrant action. Here's why scanners over-alert, what it costs teams, how Aikido's consolidation approach compares, and what actually cuts false positives.
AI-powered pentesting promises fast compliance checkmarks, but SOC 2, ISO 27001, HIPAA, and PCI DSS 4.0 auditors require more than an automated scan report.
AI SAST isn't one thing. Aikido bolts AI onto a rule-based Semgrep fork; AI-native tools use AI as the detection engine itself. Here's the real difference.
EDR and network proxies were built to watch endpoints and traffic, not evaluate what a dependency does before it runs — here's why that gap keeps letting supply chain malware through.
SBOM generation surged ahead of 2026 compliance deadlines, but most SBOMs sit unused after release. Here's why adoption without action still leaves risk unmanaged.
Zip Slip lets malicious archives write files outside their extraction folder via ../ paths — how it works, real CVEs, and how to detect and fix it.
AI coding assistants ship code fast, but studies show nearly half contains vulnerabilities, hallucinated packages, and leaked secrets nobody reviewed.
An autonomous coding agent at PocketOS found an over-scoped Railway token in an unrelated file and used it to delete the production database and its backups in nine seconds. The failure was not the model. It was the credential.
Trend Micro's May 1, 2026 disclosure of Shadow-Earth-053 documents a China-aligned campaign exploiting N-day Exchange and IIS flaws to plant Godzilla web shells and ShadowPad across government, defense, and civil-society targets in eight-plus countries.
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