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Module 4 lessons ~4h

Production Operations

Instrument runs without leaking sensitive data, expand autonomy per capability behind promotion gates and a kill switch, replay incidents safely, and manage the agent by workflow-level metrics.

Lessons in this module

Follow the lessons sequentially for best understanding

2

Roll Out Autonomy Gradually

Move each capability from offline scenarios through shadow runs, recommendations, and approved execution to bounded automation — with promotion criteria and a kill switch.

Start lesson
3

Handle Incidents and Replay Safely

Freeze consequential capabilities, scope affected effects from the journal, separate reasoning failures from infrastructure failures, and replay decisions without creating new effects.

Start lesson
4

Operate the Agent as a Product

Track completion, correction, escalation quality, time saved, cost, and near-misses per workflow, review tools as APIs evolve, and retire capabilities that miss their reliability threshold.

Start lesson

Key skills

What you'll master in this module

Practical knowledge

Gain practical experience you can apply immediately

Expertise

Develop deeper domain expertise

Communication

Learn to communicate your knowledge effectively

Documentation

Create your own notes and documentation

Problem analysis

Learn systematic approaches to complex problems

Optimization

Optimize for performance and efficiency

Tips for success

How to get the most out of this module

1

Proceed step by step

Don't move on until you fully understand the previous lesson

2

Practice regularly

Spend daily time on the practical lesson exercises

3

Take notes

Write down key insights and your own thoughts

4

Ask questions

If something is unclear, ask the community for help

5

Test knowledge

Validate learning with exercises and quizzes

6

Share insights

Teach concepts to others to reinforce retention