Knowledge hub / Secure development

Secure development

NCSC and CISA: build security into the whole AI lifecycle.

Treat design, development, deployment, and ongoing operation as connected security responsibilities.

The system view A conceptual view to help connect the parts. It is an illustration, not a product architecture. Select the image to enlarge.

Why begin here

The jointly published secure AI development guidelines provide a lifecycle view for organizations building or integrating AI systems. They cover secure design, secure development, secure deployment, and secure operation and maintenance. That structure is useful for teams asking where security belongs in their delivery process.

Before a prototype becomes a service

Document the intended use, threat assumptions, data sources, external dependencies, and operating owner. A prototype can be deliberately limited; a shared service needs a plan for access, changes, monitoring, and recovery. Identify which expectations will change before moving real users onto it.

Make the handoffs explicit

Development can produce an application without establishing who watches alerts or revokes an unsafe integration. Ask what information passes to operations and support. Include service limits, known failure modes, investigation records, and a way to stop consequential actions. Test those handoffs in a rehearsal.

Use the guidance as a review route

Take a feature through all four lifecycle stages and ask what evidence exists at each one. A useful result is a short list of missing decisions with owners and dates. The aim is to integrate AI work with sound engineering and security practice, rather than create a separate process nobody can maintain.

The whiteboard A visual recap of the questions, decisions, and evidence on this page. Select the image to enlarge.

Try this with a familiar use case

Choose a document assistant or an AI feature your team understands. Read one of the official resources below, write down a question it raises, and identify the local evidence needed to answer it. Keep your own interpretation separate from the source’s stated requirements.

Official resources

Independent educational guide. SyruSec is not affiliated with or endorsed by the organizations discussed. Full standards and materials remain subject to their publishers’ access and licensing terms.

Illustration