CCAO-F · Study Guide

Domain 710%

Quick Reference: Domain 7 — Troubleshooting and Optimization

Symptom to Cause to First Fix

SymptomLikely causeFirst fix
Generic outputMissing context, audience, or purposeAdd specific context and constraints
Wrong formatFormat not statedState the format, give a small example
Wrong or outdated factsMissing or stale source materialProvide or update the source
Inconsistent between runsAmbiguous instructionTighten the instruction and add criteria
Used to be good, now weakSomething changedFind what changed before rewriting
Forgets earlier detailsContext too longSummarize and restart, or persist in a Project

Decision Table

If the question says...The answer is likely...
Results are weak and you have several ideasChange one variable at a time and retest on the same input
Reader feedback says "too technical"Turn it into one specific change and test it
Workflow is slow and repetitiveShared Project and removal of unused steps
Cost is high on simple stepsTry a smaller sufficient model and check quality
Optimization saved timeConfirm quality still meets the rubric

Traps

TrapCorrect Answer
Rewrite the whole prompt immediatelyDiagnose what changed first
Change several things at onceOne variable at a time
Use the strongest model to fix every problemFix the cause; the model is rarely the first lever
Optimize for speed aloneEqual quality is the condition

If You Remember Nothing Else

  • Diagnose what changed before rewriting.
  • One variable at a time, same input each time.
  • Smaller sufficient model, shared Projects, fewer wasted steps.
  • Check quality before and after any optimization.

Lessons in this domain