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CCAF Preparation

Domain 5 · 15% of exam · 9 of 60 items

Context Management & Reliability practice questions

60 questions drawn from this domain’s 6 task statements, untimed and in order. Every option carries its own explanation, so a question you get right for the wrong reason still tells you something.

Domain 5 drill

Question 1 of 60

Scenario · Customer Support Resolution Agent

By turn nine of a multi-issue session your agent tells the customer "I'll get that recent refund moving" instead of naming the $247.83 refund for order #8891 placed on 3 March. Your pipeline condenses every turn older than four into a running summary. What change would most effectively address this?

Getting value out of these

Read every explanation, including on the questions you answered correctly. The exam is a judgement test: the distractors are all things a working engineer has actually tried, and the reason each one fails is the material. A right answer picked for the wrong reason will not survive a differently worded question.

When you get one wrong, the useful question is not what the right answer was but whether you reached for a workaround over a mechanism — a bigger context window instead of less context, an instruction in the prompt instead of a constraint in the orchestration layer. That pattern repeats across the whole exam, and noticing it is worth more than memorising any single item.

These are untimed on purpose. Pace is a separate skill and belongs in the timed mock exam, where 60 items in 120 minutes gives you roughly two minutes each on questions that take real reading.

Where these questions come from

Each task statement’s lesson explains the material the questions test.

  1. 5.1Context Window Management10 questions
  2. 5.2Escalation & Ambiguity Resolution10 questions
  3. 5.3Error Propagation in Multi-Agent Systems10 questions
  4. 5.4Codebase Exploration & Context Degradation10 questions
  5. 5.5Human Review & Confidence Calibration10 questions
  6. 5.6Information Provenance & Multi-Source Synthesis10 questions