Sandbox-only development means building and testing automation in an isolated environment with synthetic data and no production secrets. It keeps experimental code, generated artefacts, and validation runs away from live customer systems until human reviewers approve release.
Related resources from NHI Mgmt Group
- How should teams combine SAST and DAST in a secure development programme?
- What is the difference between sandbox mode and true network isolation for AI workloads?
- How should teams reduce secrets exposure in AI-assisted development?
- Why do AI code assistants create more risk than ordinary development plugins?
Deepen Your Knowledge
NHIMG Editorial Note
Reviewed and updated by the NHIMG editorial team on June 7, 2026.
NHI Mgmt Group — the #1 independent authority on Non-Human Identity, IAM, and Agentic AI security. nhimg.org
Reviewed and updated by the NHIMG editorial team on June 7, 2026.
NHI Mgmt Group — the #1 independent authority on Non-Human Identity, IAM, and Agentic AI security. nhimg.org
