AI security changes quickly. Models, APIs, agent frameworks, MCP implementations, security products, standards, vulnerabilities, and provider policies can change after an article is published.
Why we update content
We may update an article when a material product change, security advisory, standard revision, new attack technique, pricing change, feature removal, new feature, or stronger source makes the existing content incomplete or outdated.
Update priorities
Priority is generally given to content that could materially affect security decisions, implementation guidance, product selection, active vulnerabilities, or high-traffic technical guidance.
Historical context
Not every older statement becomes incorrect simply because a product changes. Where relevant, we may preserve historical context while clearly identifying the current behavior.
Verification
Readers should always verify current vendor documentation and current software behavior before deploying security-sensitive configurations in production.