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Security Guides

WebSocket Security Guide: Origin Checks, Auth, and CSWSH

WebSockets skip the same-origin policy and don't carry your REST auth for free. Cross-site WebSocket hijacking is the flaw teams miss. Here's how to secure the handshake.

Jul 8, 20265 min read
AI Security

What Is the Model Context Protocol (MCP)? And What It Means for Security

MCP is the USB-C of AI integrations — one open standard for connecting models to tools and data. It also standardizes a fresh attack surface, so understanding both halves matters.

Jul 8, 20265 min read
Concepts

What Is Vulnerability Management? A Complete Explanation

Vulnerability management is the continuous, cyclical process of identifying, prioritizing, remediating, and verifying security weaknesses across your software and systems. Here's the full lifecycle and how to run it without drowning in findings.

Jul 8, 20267 min read
AI Security

Agents Can Now Procure Safeguard Through MCP

AI agents can browse regional pricing, compare tiers, start a Stripe checkout, and verify activation — the entire Safeguard procurement journey now runs through the MCP server.

Jul 8, 20266 min read
AI Security

Integrating AI Tools Without Expanding Your Attack Surface

Stanford researchers found developers using AI coding assistants wrote more security bugs — and felt more confident in them. Here's how to adopt AI safely.

Jul 8, 20268 min read
AI Security

AI-assisted vulnerability remediation patterns: what to verify before you merge

GitHub reports its Copilot Autofix suggestions resolve two-thirds of flagged vulnerabilities with little or no editing — but the other third is where merges go wrong.

Jul 8, 20267 min read
AI Security

How to validate AI-generated autofix suggestions before you merge them

319 LLM patches for 64 real CVEs were graded in 2026: only 24.8% were both secure and functional. Speed without validation just merges bugs faster.

Jul 8, 20266 min read
Application Security

AI code review: what it actually catches versus misses

GitClear's 211M-line study found copy-pasted code rose from 8.3% to 12.3% of changes from 2020 to 2024 — even as AI reviewers flag more comments, the defects that matter most still slip through.

Jul 8, 20266 min read
AI Security

The supply-chain and IP risk hiding inside AI coding assistants

GitHub has disclosed that Copilot suggestions match training-set code verbatim about 1% of the time — and a class action over it is still being argued in 2026.

Jul 8, 20267 min read
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