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Articles

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Application Security

FastAPI Security Best Practices

Securing FastAPI applications with Pydantic validation, OAuth2 integration, and dependency injection patterns.

Feb 27, 20264 min read
SecOps

What Is a Vulnerability Scan? How It Works and What It Finds

A vulnerability scan automatically checks code, dependencies, and running systems against known weaknesses — here's what it actually inspects and where it stops short of a full assessment.

Feb 27, 20266 min read
Concepts

What Is Security Hardening?

Security hardening reduces a system's attack surface by removing what it does not need and configuring the rest safely. Learn the principles, benchmarks, and how to apply it.

Feb 27, 20265 min read
Best Practices

Safeguard vs Snyk: Detailed 2026 Comparison

A senior engineer's breakdown of how Safeguard and Snyk differ in 2026 across SCA depth, reachability analysis, remediation, and container security.

Feb 27, 20267 min read
Incident Analysis

ProxyNotShell Postmortem: What the Exchange CVEs Taught About Patch Triage

ProxyNotShell forced enterprises to triage Exchange Server patching under pressure with confusing vendor guidance. A look back at CVE-2022-41040 and CVE-2022-41082.

Feb 27, 20265 min read
AI Security

Fine-Tuning Poisoning Detection for Supply Chains

Fine-tuning inherits every problem of the base model and adds dataset provenance as a new one. Here is how detection actually works in practice.

Feb 27, 20267 min read
AI Security

GitHub Container Registry (ghcr.io): A Practical Security Guide

GitHub Container Registry (ghcr.io) is convenient and tightly integrated with Actions, but the defaults can leak images and tokens. Here's how to lock it down properly.

Feb 27, 20266 min read
Product

Safeguard MCP Server: Public Release Details

The Safeguard MCP Server is publicly available and works with Claude Desktop, claude.ai, Claude Code, ChatGPT, Cursor, Gemini, and Grok. Here is the tool surface.

Feb 27, 20267 min read
Infrastructure Security

Public key infrastructure (PKI)

What is PKI? A precise breakdown of public key infrastructure, the PKI certificate chain, root and intermediate CAs, and how trust hierarchies can break.

Feb 27, 20267 min read

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