Copyright

Scale Without Surprise
Volume I: Understanding Cost, Capacity, and Capability
by Timothy O’Brien

Copyright © 2026 Timothy O’Brien. All rights reserved.
First edition, 2026. Volume I of the two-volume edition.
Published by Discursive.

Authorship and AI disclosure: Timothy O’Brien supplied the book’s thesis, positions, personal accounts, and writing sources. AI assistants produced substantial draft prose, research synthesis, revisions, companion code, and publishing materials under his direction.

The recurring portfolio and its numerical scenarios are constructed teaching examples. Personal recollections are the author’s. Hypothetical cases are identified in the text.

Products and organizations are discussed for their relevance to the subject. Their names and trademarks belong to their respective owners; inclusion does not imply endorsement. Capabilities and availability can change. References identify the evidence reviewed for this edition.

Code and calculations support inspection and adaptation. Synthetic examples do not establish safe production configurations, investment returns, or service guarantees. The companion runs locally without cloud credentials; provider-specific collection examples are identified separately.

The companion is published at https://github.com/withoutsurprise/scale-without-surprise-companion under the Apache License, Version 2.0. That license covers only the code, data, and generated figures in that repository. It does not apply to this book, whose text and illustrations are all rights reserved.

Build: 2026-11-09T08:09:46-08:00 (c7a487e).