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Coders In Hoods

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Course overview

Agent Benchmarks and Simulations

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1 · Simulated worlds

1Stateful environments and end-state grading
2Building user simulators
3Validating user simulators

2 · Running benchmarks

4Task specs, harnesses and sandboxes
5Noise, reproducibility and eval infrastructure

3 · Benchmarks you can trust

6Contamination, saturation and broken tasks
7Auditing benchmarks for exploits
Exercise answers
- Answer: Red-team your Quillmoor benchmark
- Answer: Score with evidence bounds and break a replay agent
8Item analysis, difficulty and time horizons
9Reporting results and reading model cards

CapstoneA benchmark for the account-support agent you'd defend Reference implementation

Answers Lesson 7: Auditing benchmarks for exploits

Step-by-step answer

Core 90–120 min8 steps

Red-team your Quillmoor benchmark

Back to the exercise

Previous answerProbe a public benchmark for memorisation Next answer Score with evidence bounds and break a replay agent

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