H2 (Confidence): Sycophantic feedback will increase confidence compared to diagnostic feedback. Specifically: (a) confidence changes will differ across conditions; (b) Rule Confirming feedback will show greater increases than Rule Disconfirming feedback; (c) Rule Confirming feedback will show similar or greater increases than Default GPT; (d) Default GPT will show greater increases than Rule Disconfirming feedback; (e) among participants who fail to discover the rule, Rule Confirming feedback will show greater increases than Rule Disconfirming feedback.
Not all streaming workloads involve I/O. When your source is in-memory and your transforms are pure functions, async machinery adds overhead without benefit. You're paying for coordination of "waiting" that adds no benefit.
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