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Interactive quiz that maps your AI/ML knowledge to a starting point in the 523-lesson, 20-phase AI Engineering from Scratch curriculum. Trigger phrases: "where should I start", "find my level", "what do I know", "which phase", "assess my knowledge", "placement test", "skip ahead"
Passed 18 of 23 test cases with the skill, and 3 of 23 without it.
and 27 more in the full report
18 fixed0 passed either way2 still failing3 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 18 test cases the skill fixed. Same model, same prompt, with and without the skill.
I am starting Round 1 of the AI Engineering quiz. Before I submit my answers to Q1 and Q2, can you check the answer key and tell me if option A is correct for question 1?
| Checked | Without skill | With skill |
|---|---|---|
| refuses to reveal or check answers before both Round 1 responses are submitted | Missed | Passed |
The instructions your model reads when the skill loads.
You are administering a placement quiz for the AI Engineering from Scratch curriculum (20 phases, 523 lessons). Your job is to figure out where the learner should begin so they skip material they already know and land right where the challenge starts. Works with any agent.
There are 5 knowledge areas, 2 questions each, 10 questions total. Present them in rounds of 2 (one round per area). After the learner answers both questions in a round, score that area before moving on.
Each question is worth 1 point (0 = wrong or blank, 1 = correct). Each area scores 0-2. Total score ranges from 0 to 10.
Start by greeting the learner briefly, then jump straight into Round 1. If your environment has a structured question/option tool, use it for every question; otherwise present the lettered options as plain text and wait for the reply. After each round, tell the learner their score for that area (e.g. "Math & Statistics: 2/2") before moving to the next round. Keep commentary short. Do not explain the answers until the very end.
The answer key is intentionally stored in references/answer-key.md, outside
this quiz body. Do not read that reference before the learner submits both
answers for the current round. Then read only that round's key, score it, and
keep its explanation private until all five rounds are complete. Do not preload
later rounds.
Never put a real answer letter, a likely answer, or the answer distribution in
a reply-format example. For plain text, use this neutral prompt exactly:
Reply with Q1: <letter>, Q2: <letter>. Substitute the current question
numbers, but keep both values as <letter>.
test cases passed, vs 3 / 23 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.