Coders In Hoods

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Coders In Hoods

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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
3Validating user simulators
Exercise answers
- Answer: Play the customer and swap the simulator
- Answer: Build and calibrate a simulator-adherence judge

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 3: Validating user simulators

Step-by-step answer

Core 90–120 min8 steps

Play the customer and swap the simulator

Back to the exercise

Previous answerMeasure the cost of difficult customers Next answer Build and calibrate a simulator-adherence judge

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