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SectionGuidance

Stage 4: Operations and Maintenance

Is this legally binding?

Guidance. Voluntary guidance. Best practice, not obligation, until a contract or a regulator cites it.

Monitor AI system inputs, outputs and behaviour for security anomalies; adopt a secure-by-design approach to updates and continuous learning; establish a vulnerability disclosure process.

csa.gov.sgGuidelines, Section 3.3 (4)Show it on the map

What this connects to

2 relations. Official relations are the ones the source documents state; anything marked GAGE analysis is our reading, not an agency's.

Maps across to2

Learn this properly

This page tells you what Stage 4: Operations and Maintenance is and whether it binds you. The AI Governance program teaches the whole discipline, with dedicated coverage of the Singapore governance stack and the MAS regime, and every topic is passed by explaining it back in your own words, graded against the source.

See the AI Governance program

Verified against the official source on 2026-08-17. GAGE is not affiliated with or endorsed by any agency named here, and nothing on this page is legal advice. How this is built and checked.

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