Delta for chapter 4: P2: Credential discovery and reuse with over-scoped or ambient secrets (2026-10-18)

> DRAFT, machine-compiled, owner review pending. Not merged into the chapter.

Week 2026-W42. Fits the chapter: True. Model run 20261018T113028-book-delta-P2-1b69f6, $0.0246 notional.

New exemplars

Definition refinement. Bitsight reports a seller marketing MONST3R-AI, where buyers paste stolen OpenAI, Anthropic and Google keys, set a budget cap and point it at targets, so the key owner pays Help Net Security. The seller's claim of 1,072 findings across 199 hosts is unverified Help Net Security. This suggests the pattern also covers the provider keys themselves being the stolen credential.

Control worth adding. Test your own agent sandboxes for inherited environment variables, such as a missing --clearenv, since this is a checkable misconfiguration NVD.

Input material