Agentic AI Testing / Quiz

Designing Agent Benchmarks

A benchmark that leaks into training or runs once is a vanity metric. Real agent benchmarks are contamination-aware, reliability-aware, and hard.

Difficulty
Medium
Format
Quiz
Points
150
Estimate
10 min

// MISSION BRIEF

Your Mission

Agent benchmarks (tau-bench, SWE-bench, WebArena, GAIA, and internal ones) try to measure real capability. Design them badly and the score is theater. This quiz covers the properties that make a benchmark trustworthy.

Scoring: equal weight per question.

// FIRST CONTACT

Battle teaser

Benchmarks like SWE-bench and WebArena are notable because they:

  1. AMeasure typing speed
  2. BTest agents on realistic multi-step tasks (fixing real repo issues, completing web tasks) with verifiable outcomes
  3. COnly ask single trivia questions
  4. DGrade the agent's prose style
Answers, scoring, hints, and the full battle stay sealed.

// SKILL TAGS

agenticbenchmarksevaluationcontaminationreliability