The extra tokens bought something measurable. +5pp on strict instruction-following. Small. Real. So: is that worth 1.3–1.45x more tokens per prompt?
这是一个令人惊讶的价值权衡案例。Anthropic用高达45%的token成本增加，只换来了5个百分点的指令遵循提升。这种不成比例的交换表明，在AI模型优化中，'微小但真实'的改进可能需要付出巨大成本，这挑战了人们对技术改进应该'物有所值'的普遍假设。
Because Deep Extract is doing more work, it takes longer than a standard extraction call. That said, measured against the real alternative of someone manually reviewing a 500-page fund statement field by field, it's faster, cheaper, and consistent at scale.
大多数人认为更复杂的处理流程必然意味着更高的成本和更慢的速度。但作者提出Deep Extract虽然执行更多工作且比标准提取调用更耗时，但在大规模应用中仍然比人工审查更快、更便宜、更一致，这一观点挑战了人们对于复杂性与效率之间关系的传统理解。
we've become a province in which the the doctrine has become look out for yourself look out for your family and um and if you can 00:21:44 socialize costs and privatize benefits and of course that's what the oil industry is doing it's what the it's what every industry has learned to do
for: meme - business - socialize costs / privatize benefits
meme: business and industry
In the interest of reducing warranty claims (which are much more expensive than that incremental manufacturing cost) carmakers are sizing the whole unit to reliably accommodate the worst case draw (driver turns everything on at the same time, at idle).
If the code review process is not planned right, it could have more cost than value.
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My question to you is, what is the benefit of your definition of dirty? What superior UX does it allow you to implement?
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If Sick-Leave Becomes More Costly, Will I Go Back to Work? Could It Be Too Soon?
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“Even if experts are saying it’s really not going to make a difference, a little [part of] people’s brains is thinking, well, it’s not going to hurt. Maybe it’ll cut my risk just a little bit, so it’s worth it to wear a mask,” she says.
Estimated economic benefit of data linkage
the potential value from linking Census data to administrative data sets is only beginning to be realised and holds immense potential.(In other work for the Population Health Research Network, Lateral Economics concluded that data linkage generated over $16 for every dollar invested).
Economic benefit of the Census.
Our estimates suggest the benefits of running the Census easily outweigh its costs in the order of$6 of economic value for each $1 it costs. On this reckoning, the cost of the Census would have to rise to six times its current cost –to around $3 billion every five years –before it startedto become cost ineffective