Exam CCAO-F Topic 1 Question 87 Discussion

Actual exam question for Anthropic's CCAO-F exam
Question #: 87
Topic #: 1

You are a knowledge manager structuring source material in the context window for a long Claude evaluation task.
Which two practices produce a more effective use of the context window? (Select two.) Each correct answer presents a complete solution.

A. Paste every available document into context regardless of relevance to the task. B. Mark each source clearly with delimiters so the model can attribute claims correctly. C. Repeat the same instruction at the start, middle, and end to reinforce it. D. Mix sources together in a single block so the model can synthesize them freely. E. Place the most reference-critical material near the beginning or end of context.

Suggested Answer: B,E Vote an answer

Under the objective Organize and curate information for optimal outputs and select appropriate output formats , structuring reference documents effectively within the context window ensures high-fidelity retrieval and accurate source attribution.
Option B highlights the standard prompt engineering practice of using distinct structural delimiters (such as XML tags like < doc_1 > , < policy > , or Markdown code fences). Delimiters allow Claude to distinguish cleanly between different source boundaries, instructions, and inputs, minimizing attribution errors. Option E leverages positional attention dynamics (addressing the "lost in the middle" phenomenon), where LLMs tend to recall and attend most accurately to information positioned at the very beginning (primacy effect) or at the end (recency effect) of the context window. Conversely, dumping uncurated text (Option A) adds noise and consumes quota, repeating instructions excessively (Option C) wastes tokens without improving adherence, and blending documents into an unstructured blob (Option D) obscures citation provenance.

by Robert at Oct 02, 2026, 02:00 AM

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