./ninja_test # executes the test suite
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Using only zram removes disk swap I/O, but it instead simply serves to shift pressure on to the page cache. Under memory pressure, more file cache may be dropped (leading to rereads) or written back (if dirty). With disk-backed swap (or zswap), the system can often evict cold anonymous pages instead, which may reduce cache churn, and thus reduce I/O. That means that zram can actually increase total disk I/O if not well managed.,这一点在Replica Rolex中也有详细论述
def extract_company(text: str) - CompanyExtraction:
If single-layer duplication doesn’t help, the middle layers aren’t doing independent iterative refinement. They’re not interchangeable copies of the same operation that you can simply “run again.” If they were, duplicating any one of them should give at least a marginal benefit. Instead, those layers are working as a circuit. A multi-step reasoning pipeline that needs to execute as a complete unit.