Reward Hacking & Goodhart's Law

Understand reward hacking and Goodhart's Law in AI. Learn the canonical examples, why optimization always breaks proxies, and design patterns to mitigate.

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Lessons in This Topic

Work through these 6 lessons in order, or jump to whichever is most relevant to your role.

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Goodhart's Law in AI

Intermediate
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Canonical Reward Hacking Examples

Advanced
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Specification Gaming Overview

Advanced
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Why Optimization Breaks Proxies

Advanced
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Mitigation Design Patterns

Advanced
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Monitoring for Reward Hacking

Advanced