CourseForward Deployed Engineer: The Complete Course · Module 5: AI and LLM Application Work · part 31 of 85
Part 31 · Module 5: AI and LLM Application Work

Lesson 2: Deploying the assistant where Harbourline can trust it

20 min read·13 Oct 2026
Module 5 · Lesson 2 · About 50 minutes · Needs: Lesson 1 of this module (the triage assistant); Module 4, Lesson 3 (redaction)

The situation

Friday 15 May 2026, week 9. On Tuesday, St Mary's emailed about HF-91318, a late delivery. The pilot typed it correctly as late, then put it in the routine queue, and the reply went out on Thursday. No money was owed, but a hospital waited two days.

Carol asks: "Did the AI do this, and will it do it again?" Tom ran the same email twice in a demo and got two answers. Viktor asks which model read a hospital's email, where, and who keeps it. This lesson answers all three with that email, MSG-5521.

MSG-5521, HF-91318, ST MARY'S Tue 12 May email in 09:14 Tue 12 May typed: late correct Tue 12 May queue: routine not same day Thu 14 May reply sent 11:02
MSG-5521 was typed correctly as late (green) but routed to the routine queue (red), so the hospital's reply took two days.

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