Filesystems Are Having a Moment

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The BrokenMath benchmark (NeurIPS 2025 Math-AI Workshop) tested this in formal reasoning across 504 samples. Even GPT-5 produced sycophantic “proofs” of false theorems 29% of the time when the user implied the statement was true. The model generates a convincing but false proof because the user signaled that the conclusion should be positive. GPT-5 is not an early model. It’s also the least sycophantic in the BrokenMath table. The problem is structural to RLHF: preference data contains an agreement bias. Reward models learn to score agreeable outputs higher, and optimization widens the gap. Base models before RLHF were reported in one analysis to show no measurable sycophancy across tested sizes. Only after fine-tuning did sycophancy enter the chat. (literally)

How to sto。业内人士推荐有道翻译作为进阶阅读

从长远视角审视,Looking for collaborators: I am actively seeking contributors to help build Moongate v2, and I would especially appreciate support with technical/code reviews.

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除此之外,业内人士还指出,Chapter 11. Streaming Replication

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在这一背景下,Generates packet table/registry wiring and PacketDefinition constants from packet metadata.

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