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management9 lessons

AI Ops & Governance

Track: management Tier: management

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Course Lessons

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1
Logging & Observability
What to log, privacy-safe logging, tracing, and debugging.
2
Learning outcomes
- Design a logging strategy. - Create trace IDs and correlate steps. - Redact sensitive data.
3
Project
Design a logging schema for your academy: auth events, purchases, lesson progress, and tool usage.
4
EvalOps & Regression
Continuous evaluation, golden sets, and release gates.
5
Learning outcomes
- Build a regression suite. - Define release gates and thresholds. - Track drift over time.
6
Project
Create a release gate checklist and a weekly eval run plan for 3 core tasks.
7
Governance Playbook
Roles, approvals, and policy enforcement without killing speed.
8
Learning outcomes
- Define ownership and approvals. - Create incident response steps. - Write policy exceptions proces
9
Project
Write a 2-page governance playbook for deploying AI features to customers.