三星内存库存告急，明年AI算力成本占比将大幅上升
Is there any other industry... Where every investor is cheering for shortages an…
内存短缺直接冲击AI算力基建成本结构，这份来自券商与原厂的一手数据对判断明年资本开支方向极具参考价值，建议关注供应链上下游动态。
Is there any other industry... Where every investor is cheering for shortages and price hikes?
还有哪个行业……能让每一位投资者都为短缺和涨价而欢呼？
SED reported today that: Samsung / $SKHY "stockpiles have fallen to less than 10 days of supply, and a severe shortage could emerge next year, according to a new forecast"
SED 今日报道：三星 / $SKHY “库存已降至不足 10 天的供应量，据最新预测，明年可能出现严重短缺”
KB Securities said that the memory market next year will see "the tightest supply conditions in history"
KB 证券表示，明年的内存市场将迎来“史上最紧张的供应状况”
KB Securities projects memory's share of AI infrastructure costs to expand from 40% this year to 57% next year, with others like TrendForce placing next year's figure at 68% (total hyperscaler capex, pretty wild forecast attached)
KB 证券预计，内存占 AI 基础设施成本的比例将从今年的 40% 扩大到明年的 57%，而 TrendForce 等其他机构将明年的这一比例定为 68%（附上了超大规模资本支出的惊人预测）
"Both stocks have fallen 38% from their peaks over the past three months, pushing their price-to-earnings ratios based on next year's expected results down to about three times."
"这两只股票在过去三个月内从高点下跌了 38%，使其基于明年预期结果的市盈率降至约三倍。"
Likewise, commentary around Phison stated they expect extremely tight NAND supply in 2027, so hard to see memory flooding the market or prices collapsing next year...
同样，关于群联电子（Phison）的评论指出，他们预计 2027 年 NAND 供应将极其紧张，因此很难看到明年内存涌入市场或价格崩盘……
They gave some color that "soaring NAND prices have forced some Chinese consumer module makers to liquidate inventory, giving Phison opportunities to buy lower-priced stock", so it does show some price declines can coexist with broader shortages.
他们透露了一些情况：“飙升的 NAND 价格迫使一些中国消费级模组制造商清算库存，为群联电子提供了以更低价格采购股票的机会”，这表明某些价格下跌确实可以与更广泛的短缺并存。
TLDR: KOSPI + read through for other names like $MU / $SNDK might be happy for 2027 given demand causing shortages + infra spend share increase.
TLDR：KOSPI + 阅读其他类似 $MU / $SNDK 的股票可能会在 2027 年受益，因为需求导致短缺 + 基础设施支出份额增加。
更进一步：量化金融体系
看懂新闻只是起点——沿量化金融路径，把它变成能交付的工程能力