Running list of corrections, updates, and changes. The book is a living document; when a benchmark updates, a paper gets retracted, or a reader finds a mistake, it shows up here.
Changelog
2026-05-05: v1.0 ship. Title set to Working with Large Language Models. 25 chapters published: prologue, Parts I to V, epilogue. Five appendices populated. Foundry-cluster chapter dropped from this edition. Bibliography merged: 280 entries spanning T1 peer-reviewed work through T4 edu-tier individuals. First-party benchmarks in Appendix 3 run on a rented RTX A5000 in May 2026.2026-04-21: Initial scaffold. Prologue, Parts I to V, appendices. Chapters 1 to 23 drafted in first pass.
Errata
[To be populated as readers report issues. Contact: contact@synoros.io.]