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Docs: add guided walkthrough for benchmark report review #525

Description

@cschanhniem

Why

Benchmark reports are easy to overread. A guided walkthrough can teach readers how to evaluate them carefully.

Scope

Create a walkthrough using a toy benchmark report.

Acceptance criteria

  • Walks through metric, baseline, slice, caveat, sample size, and limitation sections.
  • Includes interpretation traps.
  • States what the report cannot prove.

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