- 0:00–0:06
Outdated price answer • Collect real failures • Real wrong answers • Expected answer beside each
The Outdated price answer badge stays fixed in its lane. Three real wrong answers arrive one after another, each a blank answer card with one row struck through. A blank expected-answer card with a small source page arrives beside each one, and a short line joins each pair. Then one more blank expected-answer card slides in and settles, joined to the badge by a line; the badge never moves.
- 0:06–0:12
Outdated price answer • Ask three questions in order • Instruction first • Labelled failures • Instruction clear? • Facts available? • Same miss again?
The article's three-questions figure appears whole: a stack of Labelled failures above a ladder of three question cards, Instruction clear?, Facts available? and Same miss again?, each with an empty ring beside it. A marker leaves the stack, steps down the first arrow to Instruction clear? and pauses there; that card is outlined and Instruction first points to it. The rings stay empty.
- 0:12–0:18
Outdated price answer • An outdated price is a knowledge sign • Knowledge failure • No prompt creates missing facts • Instruction clear? • Facts available? • Same miss again?
The ladder of three question cards appears; Instruction clear? and Same miss again? dim. The marker steps down to Facts available?, which is outlined. A Knowledge failure tag leaves that step's ring, travels up and attaches to the Outdated price answer badge by a line, and the note No prompt creates missing facts slides in under the tag.
- 0:18–0:24
Outdated price answer • Change what the model sees • One change at a time • Prompt: what you ask • RAG: what it sees • Fine-tuning: its weights
The article's where-each-change-acts figure appears whole: the request card under Prompt: what you ask, the stacked passages above RAG: what it sees and the model block with its lattice of weights above Fine-tuning: its weights, joined by one merging arrow. A highlight travels back from the arrow head along the passages' branch and stops at the passages, which are outlined with their label; the request and the weights stay unlit, and One change at a time appears.
- 0:24–0:30
Outdated price answer • Re-test on the same set • Same test set • Compare with the last version • Result pending
A line from the Outdated price answer badge leads to a dashed loop, and a Same test set card slides into it while the loop's dashes keep circling. Two blank result columns rise, and a bracket draws between them above Compare with the last version. A dashed arrow stops at an empty slot with an open ring, labelled Result pending. No result is shown.
An illustrative answer quoting an outdated price is labelled, walked through the three questions in order, matched to a knowledge failure as the article describes, fixed at what the model sees and re-tested on the same set. No result is shown.
Read the article: Fine-Tuning vs RAG vs Prompt Engineering: Diagnose the Failure First