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
Exercise answers
- Answer: Build the Quillmoor environment and grade Claude Code on end state
- Answer: Where action matching and state matching break
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
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 1: Stateful environments and end-state grading

Step-by-step answer

Stretch 45–60 min6 steps

Where action matching and state matching break

Back to the exercise

Previous answerBuild the Quillmoor environment and grade Claude Code on end state Next answer Simulate customers against Claude Code

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