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Transform backpressure gaps: Pull-through transforms execute on-demand. Data doesn't cascade through intermediate buffers; it flows only when the consumer pulls. Stop iterating, stop processing.
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VGA signals at these timings also use different sync polarities and timing parameters (front porch, back porch, sync pulse width) than what off-the-shelf adapters expect. Most display adapters refuse to go below 640x480. We needed something custom.
There are limitations to this study. The 2-4-6 task is abstract and carries low stakes. It remains to be seen whether the same mechanism is in play when users are discussing deep-seated beliefs in political or social domains. On the one hand, priors are stronger and perhaps harder to shift. On the other hand, it is possible that the effect is even stronger in those domains, where models are heavily fine-tuned to avoid offense. Additionally, the users’ intent matters. In creative domains, matching the user’s prior is often the correct behavior. But for the wide range of tasks between pure creativity and pure fact-finding (e.g., when seeking a second opinion or checking a social norm) sycophancy may undermine the user’s goal by denying them the independent perspective they are after.