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Part VII: Experience and Conclusions

The last part tests the argument against experience. Chapter 28 analyses eleven verified public cases and the anti-patterns they show. Chapter 29 follows Nordvik Region and Hansa Mutual through a year, from September 2028 to August 2029. Chapter 30 is the report of 2029-03-31 that the two organisations owed in month 7 of that year, and sets the plan for the twelve months that follow; Chapter 31 judges the thesis.

Chapters in this part:

• Chapter 28, Case Studies and Anti-Patterns, analyses verified cases by mechanism and catalogues anti-patterns.
• Chapter 29, A Year in Operations, follows two organisations through a year of operations.
• Chapter 30, Nordvik Region and Hansa Mutual, draws conclusions and a 12-month plan for each organisation.
• Chapter 31, Conclusions, judges the thesis and gives five things to do on Monday.

Functions in this part. Part VII concludes all five functions.

The thread from the series. The cautionary case of the OpenAI-Hugging Face incident of July 2026 (86, OpenAI, 2026) is that of AI Governance, Chapter 19; the year of the blue team and of the loop are those of AI Blue, Chapter 26 and AI Purple, Chapter 27.

What you will learn in this part:

• Which mechanisms recur in operations failures
• How a year goes in two organisations
• What each organisation should do
• Whether the thesis holds