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CS / AI

L10 · Guardrails, Cost, and Governance

3-hour governance lab: runtime guardrails, cost/scope ceilings, and HK PCPD-aware controls — with breaks.

Implement runtime guardrails: content filters, semantic routing, token/dollar/step caps
State alert ≠ hard stop for cost controls

180 min6 modules4 sources

Undergraduate introAdult

Learning objectives

Implement runtime guardrails: content filters, semantic routing, token/dollar/step caps
State alert ≠ hard stop for cost controls
Map HK PCPD / PDPO expectations to classroom GenAI policy

The lesson timeline — when students open Sources and apps. Prefer in-app viewing in class.

15 steps180 min planned

Source-of-truth files this lesson copies into a classroom.

lecture-overview.md

Reading material

class-worksheet.md

Worksheet

tutor-script.md

Tutor script

game-bank.json

Worksheet