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• Table 8-2: Practical differences among governance concepts
• Table 8-3: A simplified distribution of responsibilities
• Table 8-4: Turning responsible AI principles into decision questions

• Table 8-5: A simplified institutional classification of uses
• Table 8-6: Decision gates across the lifecycle

• Table 8-7: Types of evaluation and their use
• Table 8-8: Vendor and contract review before adoption
• Table 8-9: Selected generative risks and the institutional control

• Table 8-10: Practical controls for agentic systems
• Table 8-11: How an organization uses laws and standards without confusing them
• Table 8-12: Analyzing a task before automating or augmenting it

• Table 8-13: A graduated fluency program by role
• Table 8-14: A balanced impact scorecard
• Table 8-15: Levels of institutional maturity

• Table 8-16: Practical considerations in the Arabic context
• Table 8-17: A short policy template
• Table 8-18: Fields of the use register

• Table 8-19: A short risk register
• Table 8-20: Lab steps and outputs
• Table 8-21: Glossary of governance terms

Chapter One

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