GuidesStop Adding More Staging Environments
The conventional wisdom says you need more staging environments to handle AI-generated code. When your CI/CD pipeline slows down because AI agents are producing 10 times the code volume, the instinct
Expert perspectives on application security, compliance, and emerging threats
GuidesThe conventional wisdom says you need more staging environments to handle AI-generated code. When your CI/CD pipeline slows down because AI agents are producing 10 times the code volume, the instinct
IncidentWhat Happened A mid-market organization tracked 847 vulnerabilities across their environment. Over three months, they reduced this number to 623. The security team celebrated the progress. However, an
ResearchYour AI coding assistant increased pull requests by 40% last month, leaving your senior engineers overwhelmed with review queues. According to the 2025 DORA data, key delivery metrics like lead time,
GeneralYour container scanner found zero critical vulnerabilities. Your registry passed the security gate. Then a zero-day in a transitive dependency took down production. Surface-level container scanning ch
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GeneralYour developers are using tools like GitHub Copilot, ChatGPT, and Claude to write code. Some teams report 30-50% productivity gains. Your CISO wants to know: what s the security impact? The answer dep
IncidentThe Breach Overview A financial services organization faced a major security breach when a single stolen credential led to domain-wide access. The initial entry point seemed minor: one set of credenti
IncidentYou deployed a fix for Log4Shell in December 2021. Your scanners showed clean. Three months later, an attacker used the same vulnerability to compromise a legacy microservice you forgot was still runn
IncidentOn a Tuesday, SAP released patches for CVE-2026-58231, a remote code execution vulnerability in Commerce Cloud with a CVSS score of 10.0. By Friday, threat intelligence firm Defused confirmed active e
IncidentIn February 2024, JFrog researchers discovered a weaponized PyTorch model on Hugging Face that opened a reverse shell on any system that loaded it. The model sat in a public repository, unsigned and u
IncidentWhat Happened On December 18, 2024, a zero-day SQL injection vulnerability in GeoServer s jsonArrayContains function was publicly disclosed on social media. This flaw lets unauthenticated attackers in
IncidentWhat Happened The Axios npm package, downloaded 100 million times weekly, was compromised with a backdoor. The attack deployed WAVESHAPER.V2, a remote access trojan that exfiltrated developer secrets
StandardsYou re staring at a vulnerability backlog that s grown 40% in six months. Your scanning tools flag more issues every sprint. Security researchers are using AI to discover edge cases you ve never seen
GeneralYou ve seen the headlines and watched the demos. Maybe you re already using Copilot or Cursor daily. The discussion around AI coding assistants has split into two camps: those claiming massive product
IncidentThe Problem A security team recently completed a major remediation effort, closing 251 vulnerability tickets across their application portfolio. They achieved 98% patch compliance, and the dashboard s
GeneralScope This guide addresses the governance gap between AI coding assistant adoption and dependency security controls. If your team uses GitHub Copilot , Amazon CodeWhisperer, or similar tools, you re a
IncidentOn January 14, 2025, Rapid7 Labs disclosed a critical exploit chain targeting Microsoft SharePoint Server. The chain combines CVE-2026-55040 (CVSS 9.1, JWT authentication bypass) and CVE-2026-63520 (r