Coders In Hoods

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Coders In Hoods Academy

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Coders In Hoods

The agency
Coaching for teams

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© Coders In Hoods · since 2019

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Coders In Hoods Academy

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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
Exercise answers
- Answer: Simulate customers against Claude Code
- Answer: Measure the cost of difficult customers
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
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 2: Building user simulators

Step-by-step answer

Stretch 60–90 min6 steps

Measure the cost of difficult customers

Back to the exercise

Previous answerSimulate customers against Claude Code Next answer Play the customer and swap the simulator

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