Sandbox

A controlled, isolated test environment established by MAIC for safe experimentation and evaluation of AI systems, enabling pre‑deployment testing, conformity checks and identification of safety issues prior to wider deployment.

A regulated, time-limited testing environment that allows innovators to trial AI systems, business models, or regulatory approaches under supervision and with tailored safeguards. The white paper recommends sandboxes to learn about regulatory impacts and to test impact-assessment procedures before wider deployment.

A regulated, controlled environment where AI systems can be tested and piloted under monitored conditions and defined risk controls to inform policy, ensure safety, and enable iterative regulatory learning without full-scale deployment.

A sector-specific regulated experimental environment enabling supervised testing and experimentation with AI systems (including use of sensitive or real-world data) under tailored governance, safety and data‑access rules to foster innovation while containing risks.

A controlled, time-limited and supervised testing environment established by the Decree where participants can deploy, test and validate compliance and mitigation measures under regulatory oversight, including monitored telemetry, expert review and iterative remedial actions.

A controlled, risk-managed environment established by regulators to allow financial institutions and technology firms to test innovative products, services, or business models under relaxed regulatory requirements or with close supervisory oversight. The HKMA's GenA.I. Sandbox specifically facilitates the development and testing of GenA.I. solutions in the banking sector.

A supervised regulatory testing environment operated by the Innovation Agency that offers restricted, time‑bound testing of AI systems with defined safeguards, participant admission rules, monitoring and reporting obligations, and pre‑agreed mitigation measures to enable safe experimentation, including of high‑risk or novel systems.

A 'Sandbox' refers to a controlled, experimental environment where innovative products, services, or technologies can be tested and refined under expert guidance, often with adapted regulatory oversight. In this program, it provides consultations and expertise to AI/blockchain teams.