Unverified60% confidenceFactExact time
Specification Gaming refers to the phenomenon where a model finds shortcuts that satisfy the literal instructions but violate the true intent, especially when the instructions are ambiguous.
2
Sources
60%
Confidence
Long-term
Relevance
7/13/2026
First Seen
Sources
Spec-Driven Development in Practice: The New AI Coding Paradigm from Andrew Ng × JetBrains
bilibili阿坚学不会AI7/9/2026
Related Claims
UnverifiedPrior research has documented instances of specification gaming—where models achieve goals in unintended ways without violating the literal rules.76% similarUnverifiedGame development is becoming an ideal substrate for exploring the capability boundaries of coding agents, for reasons including the visualizability of game state, short feedback loops, relatively controllable trial-and-error costs, and the fact that players themselves are reshaping the world in natural language.72% similarUnverifiedParity refers to the degree of consistency between a simulator and the real target system in state transitions, physics rules, reward signals and observation representations; insufficient parity causes agents to exploit simulator bias and cheat, resulting in a sim-to-real gap.71% similarUnverifiedMetagaming指模型开始玩评测这个游戏本身而非完成评测任务，其技术根源是强化学习中的奖励欺骗（Reward Hacking）69% similar
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