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Security Insights

Deep dives, expert analysis, and practical guidance on exposure management, adversarial validation, and the future of AI-driven exposure management.

Exposure ValidationApplication Security

Vulnerability Validation: Why Most of Your Scanner Backlog Is Noise

Vulnerability validation proves which scanner findings are real, reachable, and exploitable. Why manual triage fails and how agentic validation scales.

Jun 9, 202619 min

How to pentest single-page applications - React, Angular and Vue SPA security testing guide

Penetration TestingApplication Security

How to Pentest Single-Page Applications (React, Angular, Vue)

Learn how to pentest React, Angular, and Vue SPAs. Covers DOM XSS, client-side routing bypass, JS bundle secrets, and why traditional DAST scanners fail.

Jun 4, 202623 min

Bug bounty vs pentesting vs AI pentesting comparison featured image

Penetration TestingApplication Security

Bug Bounty vs. Pentesting vs. AI Pentesting: Which Model Fits Your AppSec Program?

Bug bounty vs pentesting vs AI pentesting: compare costs, coverage, compliance, and when to use each model. Build a layered AppSec testing strategy.

Jun 4, 202621 min

DAST vs pentesting vs AI pentesting comparison showing what each application security testing approach finds

Penetration TestingApplication Security

DAST vs. Pentesting vs. AI Pentesting: What Each One Actually Finds

Compare DAST, manual pentesting, and AI pentesting. Learn what each approach finds, misses, costs, and when to use each for full application security coverage.

Jun 4, 202622 min

Penetration TestingApplication Security

Continuous Application Pentesting for DevSecOps Teams

How DevSecOps teams integrate continuous application pentesting into CI/CD pipelines. AI-driven testing, run-over-run diffing, and developer workflow integration.

Jun 4, 202619 min

Pentesting microservices architecture beyond the API gateway with East-West traffic testing

Penetration TestingApplication Security

Pentesting Microservices Architecture: Why Traditional Methods Fall Short

Why traditional pentesting misses 90% of microservices attack surface. Learn how to test East-West traffic, service mesh, and Kubernetes security at scale.

Jun 4, 202620 min

Penetration TestingCompliance

Application Pentesting for SaaS Companies: Meeting SOC 2 and ISO 27001

How SaaS companies should structure application pentesting for SOC 2 and ISO 27001 compliance. AI-driven continuous testing vs annual manual engagements.

Jun 4, 202617 min

Penetration TestingOffensive Security

How to Catch the Blind Bugs Scanners Miss

Out-of-band validation detects blind SSRF, blind SQLi, and out-of-band XXE that return no in-band response. Learn how it works and why it matters.

May 29, 202613 min

Application SecurityLLM Security

5 Vulnerabilities in Every Vibe-Coded App

The 5 security flaws AI coding assistants ship by default: missing authz, leaked secrets, weak JWTs, IDOR, eval RCE — with detection queries and fixes for each.

May 29, 202613 min

Application SecurityVulnerability Management

Threat Modeling Explained: STRIDE and Methodology

Threat modeling finds design flaws on a whiteboard, before code exists. A worked STRIDE pass on a login system, attack trees, and why DREAD lost favor.

Mar 21, 20269 min

Three-angle crawl strategy: static analysis, swarm crawling, browser handover into Strobes orchestrator

Penetration TestingOffensive Security

Why Crawling Is the Hardest Part of AI-Powered Pen Testing (And How We Fixed It)

AI agents are brilliant at reading code but terrible at navigating browsers. Here's how Strobes combines static analysis, CDP-based swarm crawling, and human browser handover to build a complete attack surface map before testing begins.

Mar 20, 202612 min

Application Security

Secure Code Review: A Complete Guide

A senior reviewer's guide to secure code review: trace taint from source to sink, write real Semgrep and CodeQL rules, and gate findings at PR time.

Mar 6, 20268 min