CCAR-F domain 4 · 20% of the exam · 13 of 65 questions
Prompt Engineering and Structured Output
Prompting and structured output, weighted at 20%. It runs from writing a system prompt that states its criteria, through examples and schema-constrained responses, to validating what comes back and deciding when a batch is the right shape for the work. One idea sits under most of it: a prompt raises the probability of a behaviour and never guarantees one, so anything a stem describes as absolute has to be moved into code, a schema or a tool. Read the wording of these stems closely, because the guarantee words are usually the giveaway.
every one of the 40 pool items in this domain · explanations as you go · free
The 6 objectives in this domain
A real score report grades each of these separately, so a weakness here is addressable at this level rather than by re-reading the whole domain. Each one has its own drill.
The other 4 domains
Drilling one domain tells you about one domain. A full-length timed mock in blueprint proportions is what produces a score you can read.
Sit a timed mock →