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Articles

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Application Security

Griffin AI in Safeguard: from finding to fix plan

Griffin AI is the reasoning core behind Safeguard's findings and fixes. The six stages the product page lists, and what to verify before you trust a fix.

Oct 18, 20262 min read
Application Security

Safeguard Auto-Fix: fixing in source and in container images

Auto-Fix works in two places: source code and deployed container images. What the product page says each side does, and what it leaves unsaid.

Oct 18, 20262 min read
Application Security

Safeguard Guard: runtime guardrails, monitor first, then enforce

Guard checks requests, queries, shell commands and AI traffic against rules you write once. It is generally available. Here is how it deploys and why monitor mode comes first.

Oct 18, 20262 min read
Application Security

Safeguard SCA: indirect dependencies and reachability

What Safeguard's composition analysis covers: ecosystems, lockfiles, reachability verdicts, SBOM formats and CI. And one inconsistency on the page to check.

Oct 18, 20262 min read
Application Security

Safeguard Scanner Suite: eleven scanners, one deduplicated list

Scanner Suite runs several scanners in one pass and merges the results. What it covers, the feeds behind it, and the outputs it lists.

Oct 18, 20262 min read
Application Security

Safeguard DAST: authenticated scans that start from the code

Safeguard's dynamic scanner uses the static call graph and route table as input. What it supports for authentication and CI, and which claims to test.

Oct 18, 20262 min read
Application Security

File formats Safeguard supports: manifests, SBOMs, binaries, advisories

The file types Safeguard reads, from package manifests and SBOMs to Windows, Android, iOS and Java binaries and CSAF and VEX documents, as the docs list them.

Oct 18, 20263 min read
Application Security

Kestra CVE-2026-49869: A Suffix Match That Gave Away Root RCE

Kestra OSS skipped Basic Auth for any API path ending in /configs, which let anyone create and run a workflow as root. CISA added it to KEV on 2 September 2026.

Oct 18, 20265 min read
Application Security

Starlette BadHost CVE-2026-48710: A Python Library Lands in CISA KEV

A malformed Host header made Starlette's request.url.path differ from the routed path, bypassing path-based auth. Fixed in 1.0.1. CISA added it to KEV on 2 September 2026.

Oct 18, 20265 min read

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