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    $AMZN signs a new deal with $QCOM, giving Amazon the right to buy a ~$4B stake of Qualcomm through warrants. At this rate.. Amazon will be more of a semi ETF than $NVDA? Given their existing equity/warrants with AlChip, $MRVL, $ALAB, $AAOI, and others. This of course is linked with up to $60B in milestone revenue from Amazon/Qualcomm custom silicon partnership. Good for both companies, moreso Qualcomm.

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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.

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    This is the correct response when looking at $SIVE >100m CW DFB extraordinary capacity disclosure. To give some context, Trendforce July data cites global CW/EML capacity is roughly 608.4M/year (~50.7M monthly units annualized). With $AVGO, $LITE, and Sumitomo making up ~335m/year combined. By Q4 2027, it's likely a lot of these players will significantly expand capacity again, with broadcom citing 3x Y/Y growth. (also capacity not being 1:1 since many are allocated to EML or UHP CWs, etc). But this capacity target would place Sivers in global Tier 1 laser supplier category. With possibly low double digits global laser market share if you factor in their hybrid 2:1 manufacturing model. This new discl…展开完整原文

    This is the correct response when looking at $SIVE >100m CW DFB extraordinary capacity disclosure. To give some context, Trendforce July data cites global CW/EML capacity is roughly 608.4M/year (~50.7M monthly units annualized). With $AVGO, $LITE, and Sumitomo making up ~335m/year combined. By Q4 2027, it's likely a lot of these players will significantly expand capacity again, with broadcom citing 3x Y/Y growth. (also capacity not being 1:1 since many are allocated to EML or UHP CWs, etc). But this capacity target would place Sivers in global Tier 1 laser supplier category. With possibly low double digits global laser market share if you factor in their hybrid 2:1 manufacturing model. This new disclosure is very exciting coming from a conservative company. And sheds more light on why the $MRVL SVP cited Europe as a major geography when talking about laser supply chain sourcing.

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    $MRVL SVP and CTO of Optical Engineering Radha Nagarajan, at Semicon Taiwan: 1. Names Europe/Japan for laser supply sourcing as examples for SiPH modules. Very interesting that Marvell's SVP had Europe in mind when giving examples of laser supply sourcing for SiPH modules. I can't really name any notable public EU merchant laser suppliers other than $SIVE. Japan I can namedrop a few like Sumitomo/Furukawa etc. Maybe I'm reading too much into the geography, but a lot of US players like $LITE / $COHR / $AAOI are redirecting laser capacity internally, so it's interesting that the US wasn't mentioned. 2. Silicon photonics, high-speed drivers, amplifiers and DSPs come from other suppliers, with final integr…展开完整原文

    $MRVL SVP and CTO of Optical Engineering Radha Nagarajan, at Semicon Taiwan: 1. Names Europe/Japan for laser supply sourcing as examples for SiPH modules. Very interesting that Marvell's SVP had Europe in mind when giving examples of laser supply sourcing for SiPH modules. I can't really name any notable public EU merchant laser suppliers other than $SIVE. Japan I can namedrop a few like Sumitomo/Furukawa etc. Maybe I'm reading too much into the geography, but a lot of US players like $LITE / $COHR / $AAOI are redirecting laser capacity internally, so it's interesting that the US wasn't mentioned. 2. Silicon photonics, high-speed drivers, amplifiers and DSPs come from other suppliers, with final integration taking place in Taiwan Makes sense, with $TSM COUPE / $ASX / ShunSin, and others. 3. Nagarajan appears to say NPO could arrive first around late 2027–2028, with full CPO continuing afterward. Good to hear more about commercialization timelines. $LITE similarly sees NPO around late 2027-H1 2028, while expecting CPO laser shipments in H2 2027 ahead of CPO scale up deployments in 2028. Revenue from upstream suppliers usually hits a bit earlier. 4. $MRVL on Google's TPU program vs. $AVGO / Mediatek and others. "Hyperscalers are seeking greater supply-chain diversification. If Google selects Marvell for a particular AI-chip segment, that does not mean it will stop working with MediaTek or Broadcom". Guess he's just trying to emphasize pie keeps growing for ASIC suppliers, nothing really too new. 5. All of Marvell's advanced ICs and ASICs are manufactured at TSMC, making the foundry central to the broader architecture. $TSM backbone of AI as usual. TLDR: - Very odd Marvell's SVP highlights Europe for laser sourcing, given how small a pool for merchant suppliers there is... - NPO volume looks late 2027, CPO after that. Upstream optical suppliers should start seeing revenue earlier

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    Just some TLDR news I found interesting: 1. $GOOGL (missed this) also invested in Mediatek alongside $NVDA for their $3.9B raise. Google/Nvidia are goats with investments you look at $SPCX to Anthropic. 2. Samsung Electro-Mechanics discloses $778.9M MLCC deal / $CAPA (new MLCC ETF) also gives exposure now for folks without Korea/Japan/Taiwan market access. But thing is more accelerators x MLCCs per accelerator might indicate a more future extreme bottleneck than people expect. 3. China channel checks state: planetary roller screws, 6D force sensors, and dexterous hands resist domestic substitution. Then planetary roller screw as the top with lowest domestic substitution rate. eg. $SHA0.DE for planetary…展开完整原文

    Just some TLDR news I found interesting: 1. $GOOGL (missed this) also invested in Mediatek alongside $NVDA for their $3.9B raise. Google/Nvidia are goats with investments you look at $SPCX to Anthropic. 2. Samsung Electro-Mechanics discloses $778.9M MLCC deal / $CAPA (new MLCC ETF) also gives exposure now for folks without Korea/Japan/Taiwan market access. But thing is more accelerators x MLCCs per accelerator might indicate a more future extreme bottleneck than people expect. 3. China channel checks state: planetary roller screws, 6D force sensors, and dexterous hands resist domestic substitution. Then planetary roller screw as the top with lowest domestic substitution rate. eg. $SHA0.DE for planetary. Just interesting to hear moats I guess. 4. Samsung reportedly has ~70% of memory production capacity committed through 2031 / commodity DRAM has also fallen into short supply - Seoul Economic Daily. TrendForce expects server DRAM contract prices to rise 13-18% QoQ in 3Q26 SK Hynix also publicly stated the memory shortage lasts through 2030. 5. $CXMT has begun producing HBM3E in small quantities and reportedly claimed mass production of LPDDR6. Implications are even more positive for legacy DRAM shortages. 6. Cisco at SEMICON Taiwan said CPO is ready for mass deployment; pluggable modules will remain the market mainstay. $MRVL also said customers are actively planning scale-up optics deployments as early as 2027 7. Wingtech -> bought Nexperia -> Netherlands effectively removed Wingtech’s control -> Wingtech is fighting back through Chinese courts. But Nexperia got $300m of their assets frozen. More geopolitical drama of course, always entertaining. $AAPl also explicitly accused OpenAI of destroying crucial evidence... (for more fun) 8. Not much description around ASP hikes regarding SOI substrates $SOI, but they now have 10+ customers involved with LTAs, $200m revenue described as a "floor", comments about customers more concerned about obtaining wafers than where they are manufactured. So basically moving into capacity reservation now stages as silicon photonics takes off in 2027. 9. Some channel checks put lead times for high power MOSFETs and large area TVS diodes as high as ~52 weeks. ($STM also reportedly implemented its 3rd 2026 price increase on August 23) 10. Traditional packaging capacity could face a deficit exceeding 20% by 2027" with "wire bonding equipment" emerging as the primary bottleneck", covered this earlier this week with beneficiaries like 11. Claims that all six major ABF suppliers are booked for 2026, with 12-14 month lead times and some suppliers auctioning remaining capacity; $NVDA, $AMD and hyperscalers locking ABF capacity through 2028 and pushing suppliers to plan 2029–30 expansions. Names like Kinsus (3189), Unimicron (3037), Nan Ya PCB (8046), Ibiden (4062), etc are all probably happy. 12. CCL leading laminated board products increased by another 10%-20%, 7th price hike this year (eg. Kingboard). Industry estimates put the HVLP4 copper-foil shortage at ~48% in 2026 / 43% in 2027, while Low-Dk/T-Glass lead times have stretched beyond 30 weeks. 13. "(GaAs) substrate materials and gallium epitaxial source materials are also facing another round of price increases in the third quarter of 2026, reportedly 5 to 6 times higher than at the early stage of the restrictions." "China has recently eased some substrate export controls" but there's a "severe InP substrate shortage" per digitimes. Just some $AXTI related updates 14. $AMD and $AVGO reportedly booked most of Powertech's planned FOPLP capacity ahead of mid-2027 mass production 15. $INTC considering $INTC foundry for HBM4E base dies. But $SKHY responded directly that "some of the content is different from the facts". 16. "OpenAI Hoarding Tens Of Thousands Of $AAPL Mac mini and Mac Studio" for reinforcement learning. Anthropic has been renting mac mini units from $AMZN as well. Kinda sad Tim Cook retired, but dude had a goated run. Just random interesting notes

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    Yep, with $NVDA investing $3.5B into Mediatek. It does feel like Nvidia is playing kingmaker with the next generation of ASIC winners like $MRVL / Mediatek, with a second order effect of eroding $AVGO position. Playbook feels similar to what they did with Neoclouds like $NBIS and $CRWV (vs. hyperscaler cloud programs) Help create the next leaders, then make them both financially and strategically aligned with Nvidia. I do think it’s brilliant, but moves like this might push $AMD, $AVGO, and certain hyperscalers closer together. Regardless this move cements Nvidia’s strategic position in inference (where hyperscaler ASICs were a former long-term bear case).

  7. 原创
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    Today, $NVDA has announced a $3.5B investment into Mediatek. It appears Nvidia is "networking" itself into the broader ASIC ecosystem, from $MRVL to MediaTek. And have future ecosystems aligned with Nvidia standards. (maybe to fend off $AVGO as well) https://t.co/okdGKS51U3

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    Imagine Celestial ($MRVL acquisition) was public. The valuation would probably be astronomical in US markets (if I had to guess, $6-10B) Because 2028 revenue projections were $500m (q4 annualized runrate), 2029 revenue projections were $1B. And because Celestial is a core part of hyperscaler CPO programs. Celestial's 2026 Q2 earnings would have been: - Close to $0 revenue (Marvell said "revenue and earnings since the acquisition were not material") - Losing -$12.5M/quarter ($50M/year) Would people who knew what they were talking about looking at qualification cycle players say... 1. based on Celestial's Q2 P/S numbers and because it was losing -$12.5M a quarter... That it's a worthless meme stock? O…展开完整原文

    Imagine Celestial ($MRVL acquisition) was public. The valuation would probably be astronomical in US markets (if I had to guess, $6-10B) Because 2028 revenue projections were $500m (q4 annualized runrate), 2029 revenue projections were $1B. And because Celestial is a core part of hyperscaler CPO programs. Celestial's 2026 Q2 earnings would have been: - Close to $0 revenue (Marvell said "revenue and earnings since the acquisition were not material") - Losing -$12.5M/quarter ($50M/year) Would people who knew what they were talking about looking at qualification cycle players say... 1. based on Celestial's Q2 P/S numbers and because it was losing -$12.5M a quarter... That it's a worthless meme stock? Or 2. with CPO hyperscaler opportunities for 2028, it should be valued at $6-10B? And I think that's a core cultural disagreement between US / EU cultures + markets. If you knew how to evaluate qualification cycle players, which number actually matters? I'd argue overwhelmingly the latter.

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    Just my final recap on thoughts + fundamentals of $SIVE from ER: Pluggables (1.6T Ramp) for 2027: - $JBL (1.6T LRO, confirmed) Orders H1 2027, Ramp H2 2027 -> -> Likely multiple hyperscaler customers - 3 pluggable makers (evaluation) - 3 pluggable makers (supply assessment) Reference Design for likely H2 2027–28+: - $GFS (Globalfoundries) SCALE (confirmed)) -> -> Likely $AMD and other hyperscalers as CPO customers External Light Sources / Optical Engines for 2027: - $POET (confirmed) -> -> Lumilens / hyperscaler end users - O-Net (confirmed) -> -> Massive ODM/OEM for Hyperscalers + Asia - Likely $AEVA (mapping) -> -> supplying to OE -> hyperscalers / lidar - SemiNex (confirmed) Optical I/O for 2028:…展开完整原文

    Just my final recap on thoughts + fundamentals of $SIVE from ER: Pluggables (1.6T Ramp) for 2027: - $JBL (1.6T LRO, confirmed) Orders H1 2027, Ramp H2 2027 -> -> Likely multiple hyperscaler customers - 3 pluggable makers (evaluation) - 3 pluggable makers (supply assessment) Reference Design for likely H2 2027–28+: - $GFS (Globalfoundries) SCALE (confirmed)) -> -> Likely $AMD and other hyperscalers as CPO customers External Light Sources / Optical Engines for 2027: - $POET (confirmed) -> -> Lumilens / hyperscaler end users - O-Net (confirmed) -> -> Massive ODM/OEM for Hyperscalers + Asia - Likely $AEVA (mapping) -> -> supplying to OE -> hyperscalers / lidar - SemiNex (confirmed) Optical I/O for 2028: - Ayar Labs (confirmed) -> -> Likely $AMD, ALchip, and hyperscaler ASIC program end users + $NVDA NVLink - $MRVL Celestial (potential customer from 2023-2024 disclosures) - Lightmatter (potential customer from 2023-2024 disclosures) - Lightelligence (potential customer from 2023-2024 disclosures) Then potentially $AAPL for 2028 for next-generation wearable updates and other programs from TFLN with Lightium. In terms of capacity allocations: - Win Semi - 1 other foundry (with tremendous allocations) during an InP CW DFB laser shortage. These are all on-going developments/qualifications since Sivers is targeting next-generation SiPH + CW with 1.6T and CPO for 2027-2028. Especially as Goldman Sachs models the CPO opportunity going from effectively near-zero today to ~$91B TAM by 2028. However my criticisms were: => Main focus was not on communicating economic scale of 2027-2028 optical ramps to Western audiences. => Legal vagueposts around NASDAQ listing should be dropped, and clear direction should be set + executed faster on. =>Too much focus was put on defending smaller current revenue/TTM revenue/pipeline conversion (allspace, Tachyon.) relative to future qualifications/partner size/capacity/potential. $SIVE needs to position themselves as a forward looking, global hypergrowth optical company supplying lasers to hyperscaler programs. And not let the narrative get dominated by backward looking metrics. And as Morgan Stanley put it... "Key [CPO] participants include … $LITE, $COHR, and Sivers laser supply". I'm personally a happy $SIVE shareholder for high-beta exposure to the next 2027-2028 optical shift with 1.6T/CPO.

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    It’s been a little disappointing to see a pattern with some people I've interacted with on X: - try to engage with the same audience, then quickly move toward aggressively monetizing it - get upset when I choose not to participate in or amplify paid groups - throw out personal or illogical attacks and try to reframe that as simply disagreeing over fundamentals When I first joined X, a lot of finance content revolved around watches/private jets + options, paywalled communities promising the "secrets of Wall Street," and squiggly-line charts. One of the things I've wanted to do differently is publish my research and reasoning openly, for everyone. I think this definitely resonated with folks given my fol…展开完整原文

    It’s been a little disappointing to see a pattern with some people I've interacted with on X: - try to engage with the same audience, then quickly move toward aggressively monetizing it - get upset when I choose not to participate in or amplify paid groups - throw out personal or illogical attacks and try to reframe that as simply disagreeing over fundamentals When I first joined X, a lot of finance content revolved around watches/private jets + options, paywalled communities promising the "secrets of Wall Street," and squiggly-line charts. One of the things I've wanted to do differently is publish my research and reasoning openly, for everyone. I think this definitely resonated with folks given my follower growth. But of course, this growth can also create friction with people whose business models rely on using X to funnel audiences into paid services or expensive paywalls. My subscription has been $1 for months and will stay at the minimum, despite claims at the beginning I would raise it to $100. All of my core theses are published on the main timeline for free. I could put substantially more behind a paywall. I just don't want to. I just prefer sharing the ideas openly and letting everyone decide for themselves. Many ideas have worked out well: $AXTI, $NBIS, $AEHR, $MU, $INTC, $EWY, $MRVL, $LITE, $RPI, $IQE, $SOI, $TSEM, $ARM, $COHR, and a lot more. Others ran into unexpected industry delays, like $LPKF with glass substrates and Auros with hybrid bonding. Some are still playing out into 2027/2028, including $SIVE, Foci, Shunsin, $CCXI, $XFAB and the broader CPO/humanoid themes. Some are brand new like Etron/ESMT for DDR2/DDR3. And many like $JBL to Murata to $MXL, I just share for fun to see if the idea is right. Not every idea will be right. That's part of research. But I'd much rather have an X where people openly publish the thesis and reasoning so everyone can learn from it. Than one where information increasingly disappears behind $100 paywalls or becomes diluted with engagement-bait noise. Hopefully I can help create a new culture on X rather than amplify the old one.

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    Here's the angle I'm looking at $SIVE at: Companies/CSPs have been going out of their way way to lock up any qualified CW laser capacity for optical transceivers. So now, Sivers is coming into the industry with: - Large capacity from Win Semi - "tremendous capacity that is available now" from a new foundry (likely qualifications since 2024) since it's engaged "for a while" And what excited me from this earnings was the "6 pluggable/module" engagements (which is an enormous amount). The nuance I'm reading is: - $COHR said it sees no near term ability to sell InP lasers externally because internal transceiver demand consumes all available - $AAOI said the same about consuming laser capacity internally (w…展开完整原文

    Here's the angle I'm looking at $SIVE at: Companies/CSPs have been going out of their way way to lock up any qualified CW laser capacity for optical transceivers. So now, Sivers is coming into the industry with: - Large capacity from Win Semi - "tremendous capacity that is available now" from a new foundry (likely qualifications since 2024) since it's engaged "for a while" And what excited me from this earnings was the "6 pluggable/module" engagements (which is an enormous amount). The nuance I'm reading is: - $COHR said it sees no near term ability to sell InP lasers externally because internal transceiver demand consumes all available - $AAOI said the same about consuming laser capacity internally (wasn't a major merchant supplier before though). - $LITE has been bottlenecked and been buying lasers off the open market Your previous merchant players rerouted laser capacity internally. So a lot of the bigger names (eg. Eoptolink/Innolight as just a random example) are probably looking to source more lasers. And that kinda matches the quote "capable of very rapid qualification and ramp" (which would not match Series B startup)... Lot of people are asking why aren't there LTAs to 2030 then? -> You can't just randomly escape the qualification process that established players have already completed. Why aren't the customers disclosed? And as seen with the $MRVL + $POET engagement, you can't just disclose the vendors you're working with. But the "$1.2B opportunity pipeline" almost doubled relative to the jump of $JBL + $GFS. So it's signals that the new pluggable engagements might be pretty substantial relative to Jabil. So if $SIVE comes along with enormous amounts of CW DFB laser capacity during a supply shortage... The industry conditions have changed in a major way that increases conversion rates of engagements. And with the sheer size from all your ~est. customers jabil, globalfoundries, poet, aeva, lightium, ayar, (maybe lightmatter, celestial, lightelligence), 6 other pluggable players, and others. I think Sivers is going to cook after connecting the dots.

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    Apparently, $RDDT thinks $MRVL had two major catalysts recently: The $12.2B Google TPU ecosystem agreement. And… Spider-Man: “Brand New Day” https://t.co/qmUvJqjcpo

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    $MRVL gives $GOOGL options to buy $12.2B of the company. "The Marvell-Google deal covers a broad range of technologies used ​with TPUs, including processors that run AI models, manage data storage ​and move information ⁠across networks." Which could translate into ~$120 billion ​in revenue through 2033. Marvell also has separate warrants with $AMZN after their Celestial acquisition (for purchases of photonic fabric). Remember the good times when Jensen said Marvell would be the next $1T+ company? Seems Nvidia knew Marvell was "networking" its way into all the hyperscalers with warrants.

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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.