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  1. 原创
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    Is there any other industry... Where every investor is cheering for shortages and price hikes? 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" KB Securities said that the memory market next year will see "the tightest supply conditions in history" 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) "Both stocks have fallen 38% from their peaks over the past three months, pushing their price-to-earnings ratios…展开完整原文

    Is there any other industry... Where every investor is cheering for shortages and price hikes? 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" KB Securities said that the memory market next year will see "the tightest supply conditions in history" 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) "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." 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... 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. TLDR: KOSPI + read through for other names like $MU / $SNDK might be happy for 2027 given demand causing shortages + infra spend share increase.

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    Got curious and decided to track which thesis of mine were still up 100%+ YTD after the recent drawdown: 1. $AXTI - InP substrates 2. $NBIS - Neoclouds 3. $MU - Memory 4. $INTC - Foundry 5. $LITE - Photonics 6. $IQE - Epiwafers 7. $AAOI - Photonics 8. $GDRZF - Venezuela 9. $AEHR - Machines 10. $EWY (volatility + underlying) 11. $RPI - AI orchestration 12. $SOI - SIlicon Photonics Substrates 13. $SNDK - Memory 14. $SIMO - Memory 15. $MRVL - ASICs 16. Nanya - memory 17. Unimicron - substrates 18. $ARM - CPUs 19. $SIVE - Photonics From H1 2026, around 19 names across several themes up 100%+ still from the selection of winners. Since many like $TSEM / $HPS.A / $LPK / $ALRIB fell out of the range. (obviously n…展开完整原文

    Got curious and decided to track which thesis of mine were still up 100%+ YTD after the recent drawdown: 1. $AXTI - InP substrates 2. $NBIS - Neoclouds 3. $MU - Memory 4. $INTC - Foundry 5. $LITE - Photonics 6. $IQE - Epiwafers 7. $AAOI - Photonics 8. $GDRZF - Venezuela 9. $AEHR - Machines 10. $EWY (volatility + underlying) 11. $RPI - AI orchestration 12. $SOI - SIlicon Photonics Substrates 13. $SNDK - Memory 14. $SIMO - Memory 15. $MRVL - ASICs 16. Nanya - memory 17. Unimicron - substrates 18. $ARM - CPUs 19. $SIVE - Photonics From H1 2026, around 19 names across several themes up 100%+ still from the selection of winners. Since many like $TSEM / $HPS.A / $LPK / $ALRIB fell out of the range. (obviously not all are green like Shunsin / $XFAB and disappointed by performance). Regardless, glad a lot of my ideas turned out decently, rather than just being known for one like $AXTI. To the point the Chinese community gave my investing style a name "Perilla Leaf Theory". Again not too sure if my new ideas replicate this performance again in H2 2026 or 2027... For H2, my new thesis was on $CCXI for humanoids/downstream physical AI shift and ESMT for DDR2/DDR3/legacy memory. But I'll keep sharing my core ideas and thought process for free so people can poke holes or debate it until things get validated.

  3. 原创
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    Just taking a look at Leopold's Situational Awareness Q2 13F latest holdings as of June 30th: 1. $SNDK - $5.674B 2. $MU - $5.574B 3. $BE - $1.899B 4. $TSM - $1.265B 5. $NBIS - $1.232B 6. $CRWV - $744.5M 7. $CORZ - $665.6M 8. $STM - $584.3M (new) 9. $APLD - $469.0M 10. $RIOT - $468.2M 11. $SHAZ - $456.8M 12. $IREN - $433.3M Less material positions includeed $CLSK, $KEEL, sei-network:native, $WYFI, $BTDR, $TE, $HIVE, $VSH, and others. Seems like Situational Awareness concentrated around memory (Sandisk, Micron), that have low forward multiples but high visibility into 2030. As well as Anthropic/energy/power adjacent from colo/neoclouds + Bloom. Some of the bottlenecks like the MLCC trade, he couldn't…展开完整原文

    Just taking a look at Leopold's Situational Awareness Q2 13F latest holdings as of June 30th: 1. $SNDK - $5.674B 2. $MU - $5.574B 3. $BE - $1.899B 4. $TSM - $1.265B 5. $NBIS - $1.232B 6. $CRWV - $744.5M 7. $CORZ - $665.6M 8. $STM - $584.3M (new) 9. $APLD - $469.0M 10. $RIOT - $468.2M 11. $SHAZ - $456.8M 12. $IREN - $433.3M Less material positions includeed $CLSK, $KEEL, sei-network:native, $WYFI, $BTDR, $TE, $HIVE, $VSH, and others. Seems like Situational Awareness concentrated around memory (Sandisk, Micron), that have low forward multiples but high visibility into 2030. As well as Anthropic/energy/power adjacent from colo/neoclouds + Bloom. Some of the bottlenecks like the MLCC trade, he couldn't see play out (Taiyo Yuden, etc). due to July's liqudation. And some are new like $STM (eg. MCU price hikes). With core winners of everything such as $TSM (but less high-beta). This looked similar to my H2 2026/early 2027 portfolio with Nebius, Micron, TSM, colo players and others as core focus. (I've heavily concentrated on upstream networking/legacy memory currently, with a lot of name overlap). But always cool to see what others are doing.

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    所以… 回到存储这边我们现在有： $SKHY CEO 表示: “我们预计[存储]短缺将持续到 2030 年底” $SNDK 表示: “我们看到直到 2030 年，NAND 都存在结构性的巨大需求”非 GAAP 毛利率将维持在约 80%. $NVDA 表示 供应承诺从 1,190 亿美元增加到 2,790 亿美元，主要由存储采购推动…与此同时, 存储定价处于“极端”水平 而且还在继续上涨. Winbond 正在与多家客户就延伸至 2029-2030 年的配额展开讨论. 我之前就说过, 存储需求看起来是结构性的, 而现在从传统 DRAM 到 HBM，需求可见度已经延伸到了未来数年.. 所以我确实认为, 整个板块的远期 p/e 倍数都有进一步上升的机会.

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    I wanted exposure to DDR2/DDR3 bottleneck ongoing and found ESMT (3006). A $2.5B MC fabless company with PSMC wafer allocation (esp. focused on DDR2). Last month's net income was: $109.5M (July month), which annualized is $1.31B net profit (1.9x runrate P/E). If we look at net profit throughout the months tracking legacy DRAM price hikes: Jan 2026: ~$16M (est) Feb 2026: ~$17M Mar 2026: ~$31M (est) April 2026: ~$58M May 2026: ~$60M (est) June 2026: ~$67M (est) Jul 2026: ~$110M (Estimated months are inferred from reported quarterly totals. July is company reported) This earnings progression reminds me of $SNDK style price hikes + earnings inflection (esp. the report released this month). And I do expect…展开完整原文

    I wanted exposure to DDR2/DDR3 bottleneck ongoing and found ESMT (3006). A $2.5B MC fabless company with PSMC wafer allocation (esp. focused on DDR2). Last month's net income was: $109.5M (July month), which annualized is $1.31B net profit (1.9x runrate P/E). If we look at net profit throughout the months tracking legacy DRAM price hikes: Jan 2026: ~$16M (est) Feb 2026: ~$17M Mar 2026: ~$31M (est) April 2026: ~$58M May 2026: ~$60M (est) June 2026: ~$67M (est) Jul 2026: ~$110M (Estimated months are inferred from reported quarterly totals. July is company reported) This earnings progression reminds me of $SNDK style price hikes + earnings inflection (esp. the report released this month). And I do expect DDR2/DDR3 capacity to remain constrained throughout 2027 (with legacy players like Winbond withdrawing from certain lines too like DDR2). It's not quite all inventory liquidation like the other peers. Sure lower cost inventory helped, but the primary driver seems to be the widening spread between wafer costs/supply and legacy dram ASPs? Their balance sheet is extremely solid as well: - Cash on hand: ~$395.9M net cash - $249.6M inventory, $146.3M receivables And the net income progression... is before further legacy DRAM hikes expected in Q3. *disclosure own positions, NFA It's always a bit daunting being early without much commentary around the idea. Wondering if anyone can stress test this thesis? Since a company that grew monthly net income from $16M -> $100m this year alone (July Annualized would be 1.9x P/E). And benefits from another projected wave of DDR2/DDR3 hikes this quarter... maybe like 35-40% for DDR2 lines per Trendforce, and DDR3 likely continuing to rise. Do markets just not know about this bottleneck/company or am I missing something from my research?

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    Just some more demand imbalance visibility for $SNDK, $SKHY, $MU, Kioxia, and your NAND players. Phison CEO: "2027 capacity constraints will be even more severe than in 2026." "Upstream suppliers need up to 4 years from plant construction and equipment investment to actual production. With demand growing explosively and supply expansion limited, the NAND shortage is likely to last for years." Don't quite think I agree with the people claiming it's all over for memory, esp. NAND bottlenecks in 2026...

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    Just some TLDRs of stuff I found interesting: - $SNDK 80% adjusted gross margins projections through 2030, ~75% operating margins and ~50% adjusted FCF margins from investor day. LTAs already 2/3rd of 2028 output. Minimum contracted revenue reaches $93B (MC is currently ~$239B)... Hard to be a cyclical stock when your revenue/targets are expected to continue 4Y later into 2030. - $CRWV signs contracts for 6Y old $NVDA A100 GPUs through 2029. For Neoclouds like Nebius/Iren, this is positive, since it's a counterargument for eg. Burry depreciation short thesis - conventional DRAM gross margins eg. Micron is estimated to reach an unprecedented 95% by 2027, surpassing HBM GMs per UBS read through for legac…展开完整原文

    Just some TLDRs of stuff I found interesting: - $SNDK 80% adjusted gross margins projections through 2030, ~75% operating margins and ~50% adjusted FCF margins from investor day. LTAs already 2/3rd of 2028 output. Minimum contracted revenue reaches $93B (MC is currently ~$239B)... Hard to be a cyclical stock when your revenue/targets are expected to continue 4Y later into 2030. - $CRWV signs contracts for 6Y old $NVDA A100 GPUs through 2029. For Neoclouds like Nebius/Iren, this is positive, since it's a counterargument for eg. Burry depreciation short thesis - conventional DRAM gross margins eg. Micron is estimated to reach an unprecedented 95% by 2027, surpassing HBM GMs per UBS read through for legacy/standard dram players like Nanya/Winbond should go brrrr if projections are correct. - Anthropic reportedly achieved 14x+ YoY growth and roughly 2.4x sequential revenue growth q2 to >$11.5B,. estimating growth to $190–200B in 2028r evenue numbers. Your frontier labs keep growing at stupidly fast paces, it would be worrisome if they didnt. - $NVDA reportedly in talks to invest $3B in SB Energy (Softbank subsidiary), creates a >$500B compute financing push with Apollo, BlackRock, Blackstone, Brookfield, Goldman, and others. $NVDA Feynman reportedly moves to TSMC A16 + SoIC + custom HBM + CPO in H2 2028 Just more nvidia news every day - $MSFT Maia 300 discussed $TSM capacity for >300k units in 2027, with expansion to 1m+. Unveils as soon as September. Likely $MRVL should be more happy from this news. For what's happening right now: - maybe GUC for Microsoft current ASIC ramp. - For the Amazon party, stuff like Alchip (I do own shares), likely is ramping now with $AMZN ASIC program H2 2026... So might be a good idea to look at hyperscaler ASIC ramp timelines + their beneficiaries. - $TSM VP of Advanced Packaging stated "the industry is likely to face not only memory shortages but also tight ABF substrate supply over the next few years"... Emphasis on few years for memory + ABF substrates for bottlenecks. Even upstream abf substrate equipment providers are happy, eg. Eternal Precision which uses vacuum lamination equipment stated orders surged, their plants have been running at full capacity, and 20%+ price hikes. - $AMAT expects advanced packaging revenue to grow >70% in 2026, versus prior >50%, and said customer discussions now extend all the way to 2030 (not too familiar with this company, but found their growth rate from 2025 Q4 $6.8B ->$7.01B -> 7.91B -> $9.12B -> $10.25B Q4 2026 projections pretty interesting) - Google said at OCP APAC said conventional 48V is running out of headroom. $NVDA detailed an 800VDC MGX-compatible rack H2 2026 (timeline, Delta / Lite-On beneficaries) - Aside from $SNDK, Nanya LTAs cover 50% of capacity. CXMT signed multi-year DRAM agreements last month, so entire memory industry seems to be following same playbook as ur big 3. - Probe cards remain a bottleneck, MPI(6223) said their probe card capacity remains fully utilized because demand exceeds supply. Already covered the CW laser bottleneck with $AAOI, $SIVE, and $LITE earlier this week, but that's another fun one. - some MLCC/component lead times have hit 36 weeks per Nichidenbo. Your Samsung Electro-Mechanics, Taiyo Yuden, Murata, players should be very happy to hear this. TLDR: AI supply chains go brrr.