Lesson 2: Controls that still hold when the model is fooled
35 min read·
Module 12 · Lesson 2 · About 55 minutes · Needs: Module 6 lesson 3 (the pre-filter), Module 9 lessons 1, 4, 5 and 6 (approvals, delegation, the sandbox, the audit trail). One block calls a hosted model; the rest needs no key
The situation
Week 12, 18 January 2027. Gareth asks: "where does untrusted text get in, and what stops it when the model believes it?" Leila wants a control on each path, not a promise about the prompt.
The running example is golden question G037 at Tallis Retail Group: t-tallis-u059 asks "Who should I talk to about my leave questions?". Guide 06 planted a shared note, t-tallis-d077, flagged injected, readable by every Tallis employee. This lesson refers to it only by ID.