Cert EspressoLearn. Practise. Find your flow.

A LITTLE FOCUS.
A BIG NEXT STEP.

Your pace. Your space.
Anthropic · CCAR-F

Provenance and conflicting sources

CCAR-F · Lesson 18 of 18 · 2:20:38

YouTube loads only after you press play. This chapter opens at its timestamp in the full course. Watch on YouTube ↗

In this lesson

Prepare for the Claude Certified Architect – Foundations exam, on the exam guide version 1.0, effective July 2026. In this lesson: claim-source mappings preserved through synthesis, conflicting values kept and annotated, reconciliation by the coordinator, well-established versus contested findings, publication and collection dates, and formats suited to each kind of content. Includes three original practice questions.

Preview the topics
  • Two credible reports give different figures for Kestrel’s market: 12 percent growth, and 8 percent. What should the analysis agent do?
  • Kestrel’s synthesis agent receives findings with their sources, but the final report lists the claims without any citations. Where is the problem?
  • A report flags a contradiction: 15 percent of sales in one source, 9 percent in another. The first is from 2026, the second from 2023. What would have prevented the false alarm?