CourseLarge Language Models: The Complete Course · Module 14: Applications, Patterns, and Frontiers · part 100 of 103
Part 100 · Module 14: Applications, Patterns, and Frontiers

Lab: Review placement, feedback and a limitations memo

38 min read·13 Oct 2026
Module 14 · Lab · About 75 minutes · Needs: lessons 1 to 3 of this module, and the Module 1 and Module 10 labs (or the cells in Step 1)

What you are building

THE REVIEW PATH, WEEK 14 model a draft send_gate promise, rule queue, batch 15 max, 1 planted review card checked, not reviews table feedback.py limitations.md counts only review.py holds the first three steps
Your system (blue) checks every model draft (amber) in code, then shows it to a person in short batches; every decision is logged and the memo (green) is built from counts.

It is Monday 31 August 2026, week 14. Drafted replies for billing and sign-in tickets go live today behind a feature flag, and Maya will not widen the flag until the design answers the 11 August incident: Ravi approved T-1187, a German draft promising Brandt Logistik's admin a full refund, as draft 31 of 40. You add two files to supportdesk/. review.py holds Lesson 2's autonomy table, a send gate that runs before any person reads a draft, review queues in short batches with one planted draft each, and the layered review card. feedback.py records every review decision in a SQLite table from day one. Then you generate Lesson 3's memo, docs/limitations.md, from counts, and a test file pins all of it. One call goes to the hosted model, in Step 6.

The rest of this course is yours to keep

This course is bought on its own, once, and stays readable afterwards, including the parts added to it later.