Wow $NBIS relative outperformance is wild. Back in 2025 I wrote my Neocloud thesis on $IREN to $CRWV. But I made the decision months later to consolidate it all into Nebius... Despite the the hate from FinX back then. Very interesting to see Nebius up 6% even during sector drop… After Oracle was reportedly seeking payment protection if Project Jupiter misses its 2028 opening. With Oracle: "seeking to protect itself from potential cost increases related to a large DC ​project in New Mexico by sending a force majeure notice" per Reuters. Lot of new people like to piggyback after it’s up a lot, but there was a lot less people bullish back in 2025. Especially during the period with a ton of institutional short sellers back in December. I still think markets might be underestimating sum of parts growth, even if its core business grows like crazy 2027+ onwards.

I'm not having a fun day since I got sick today. But the bottlenecks are having a good time: $AMD +9.13% | $INTC +14.16% | $ARM +14.33% CPUs go brrr $SIVE +10.32% | $AAOI +3.39% | AMS OSRAM +24.61% Lasers go brrr $EWY +4.08% | $DRAM +2.83% | $MU +2.23% Memory go brrr $NBIS +4.7% | $CRWV +5.03% | $IREN +1.73% Compute go brrr Probably most material developments were CPU:GPU ratio expectations + CPU demand (from new AI releases). As well as optical developments from ECOC 2026 (as seen with $MRVL PR + others) Still a lot to catch up on.

TLDRs of things I found interesting this week: - $INTC CEO says some memory prices have risen 5-7× and warns the shortage will worsen in 2027. $SNDK / $MU / Samsung bros will be happy to hear this... (from the AI Infra Summit 2026 in Santa Clara) - $GFS + $MRVL sign extended SiGe capacity agreement for pluggable/NPO/CPO. "Expected to add significant capacity to support Marvell’s growing requirements." I like to keep an eye out on Globalfoundries related updates given $SIVE is their reference laser for SCALE. - $CIEN expects roughly 30% annual revenue growth, 50% adj. gross margin, 20% FCF margin, through FY2029. The company says component availability, not demand, is limiting growth... Seems common across $NVDA to upstream suppliers that supply is the limiting factor for revenue growth. - Winbond acquires Infineon's NOR Flash and F-RAM business for $1.12 billion. Very surprised Infineon sold considering NOR Flash ASP + importance just keep going up and up and up, but good for Winbond consolidation. - Samsung reportedly expands outsourcing of DDR5-module and SSD assembly. I think some local Taiwan reports flag Transcend and Apacer as possible beneficiaries. The report specifically identifies Dreamtech, Hanyang Digitech and SFA Semicon. I've noticed other Korean firms entering new Samsung Electronics contracts for likely legacy memory modules maybe like ~1-2m ago.. So think some media commentary probably missed this too. Maybe too small for them to notice? - $NBIS raises AI cloud prices for the 2nd time in three months (~17-21%), bullish read through for other Neoclouds like $CRWV to $IREN earnings. - $AMZN signs $2.4B agreement with $GNRC for generator deliveries throughout 2027-2028... and received warrants tied to as much as $8B of aggregate purchases Good to keep an eye out on who Amazon signs these warrant agreements with (eg. Alchip, $AAOI, $QCOM, $MRVL, etc) and what type of infra procurement they want. - $TSEM and NewPhotonics begin volume shipments of laser integrated optical engines. Not familiar with newphotonics, so not going to leave much commentary here. But will do some research today. - Goldman Sachs reportedly sees the ABF deficit expanding from 14% to 51%. Forecast shortages are 14% in 2H26, 34% in 2027 and 51% in 2028... More substrate bottleneck stuff, not surprising regarding demand imbalances. - Crusoe raises $3.9B at a $30.9B valuation. Okay this valuation is better than Instinct raising at a bubble $10B valuation off 100k users... - Japan and the U.S. reportedly discuss a $12.9–19.3B $GFS run fab. That's like half of Globalfoundries marketcap lol. Not much details here. - $ARM CEO Rene Haas said he is confident that they can secure enough supply to meet $2B in customer demand (for their AGI CPU). There's probably a lot more demand, probably supply constrained growth as usual so good $ARM signaled confidence in securing allocations. - Supply chain sources said Kioxia has about 50% of its LTA capacity tied up, while SK Hynix/Samsung reserve about 70% of capacity for LTAs for 3-5 years. Not sure how people are bearish on memory.... I don't like posting updates one-by-one like a news reporter, so hope this saves some time of stuff I like looking at. On a side note was surprised markets from $AMD to $INTC rallied today after rate hikes. Think high-beta overshot the selloff the most.

I've seen comments from Jim Cramer today supporting hedge funds that short Leopold's "nonsense" $SNDK / $DRAM / SK Hynix type calls. As well Cramer calling $CRWD a "Must Buy". I'm not sure if Jim Cramer sees a $241B company labelled "Cybersecurity" and thinks of it as safe... while ignoring all their fundamentals. But with Crowdstrike, you have a ~145x FY2028 fwd P/E company, growing revenue 26% Y/Y. That Cramer thinks is a "must buy". And then you turn your eyes to the AI capex beneficiary theme that Leopold is long on. With names like $SKHY / Samsung in $DRAM... Both FY2027 ~2.8-3x fwd P/E off analyst projections. -> Samsung LTAs to 2031 (70% capacity) for durability... -> Minimum price floor + no price ceiling type contracts from SK Hynix. -> Memory shortage much tigher for the next year. -> DRAM/NAND % of hyperscaler capex goes higher (est. 68% per Trendforce) -> 2027 hyperscaler capex projections all hiked. Then with $SNDK, 50% FCF margins, 80% gross margin projections into 2030. Only Situational Awareness position I'm in disagreement with is $CRWV due to debt interest eating FCF, but I can make a similar bullish argument with $BE, $INTC, $AMD, and others. Not quite sure about short-term, but over the medium run: It's hard to not see Leopold's positions pulling an Inverse Cramer due to overwhelming fundamentals.

Looks like Situational Awareness is back: Sources say Leopold bought options in $AMD, $BE, $CRWV, and $DRAM. And was active in other stocks such as $SKHY, and $SNDK. Little surprising since option IV across the board is quite high. https://t.co/P2Pg5szbvO

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.

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).

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.

$NBIS outlook is pretty insane yet again. $582.3M revenue (+454% Y/Y, +46% Q/Q) off ~50% adjusted EBITDA margin (AI Cloud). $8.04B cash on hand. Reiterates financial guide (2026 revenue: $3.0–$3.4B 2026 EoY ARR: $7–$9B), I was hoping for a raise, but it's already massive growth. Not really about this quarter financials, but these signals: - "We could sell our entire 2027 capacity on these terms today." massive visibility on demand - "4 customer agreements averaging over $1B+ each in contract value" - Around 70% of Q2 deals included customer prepayments - Contracted power guidance was raised again, from more ~4+ GW to 5 GW. (this used to be a concern vs. $IREN debate, but Nebius power guidance keeps going through the roof). - Expects $9B+ of prepayments in 2026 and says it has $40B+ of commitments. - annual contract value per MW keeps going brrr (>$40M/mw for Q3 short term capacity deals) Same bear story will always be there (eg. large $5.66B of capex with current GAAP net loss), but demand is extreme with massive visibility, with increasing AI Cloud adjusted EBITDA margins ( 24% -> 45% -> 50% progression) We kinda got this read through from all your hyperscaler cloud earnings and $CRWV backlog yesterday, but glad it's showing up in Weebius's earnings.

Insane earnings today for the AI theme with $CRWV, $SMCI, and $LITE. Coreweave: Absurd ~$104B+ backlog, which doesn't include $25B+ of new customer agreements added in early Q3. Compute demand read through for Neoclouds is enormous (For Nebius, Iren and others) Supermicro: Absurd $65-72B in revenue guidance, adding $60B+ in new orders... AI DC buildout read through is just enormous. Lumentum: $808M -> $1.01B -> $1.25B revenue ramp, with operating margins growing quarter after quarter. Photonics players just keeps printing. TLDR: Every layer of the AI buildout goes brrrrr, and it's showing up in earnings.

$CRWV (July 28, 2026-Daily Chart) The downtrend is accelerating, and $CRWV has to hold above the $67–$69 support zone this week. https://t.co/eA3KYpl14H

$IREN +19.69% after revising ARR target to $4B+ from new AI cloud contracts. Its customer base now includes Microsoft, Nvidia, Perplexity, and Figure. $HUT +10.45% off a 15Y $9.8B AI DC lease $CIFR +16.76% $CLSK +13.7% $WYFI +9.18% $NBIS and $CRWV are taking their time in the shower. But does look like Neoclouds/Colo players are sharply recovering following new catalysts, such as Kimi compute shortage news and new contracts.

RT @elliotrades: The US government is spending $7.6 trillion on AI infrastructure by 2031. Microsoft has $80 BILLION in unfulfilled Azure orders... NOT because of demand, but because they simply CANNOT get enough GPUs, power, or land. GPUs have a 36-52 week lead time. Blackwell is sold out through mid-2027. TSMC's 3nm wafers have demand exceeding capacity by 3x. The hyperscalers can't build fast enough. Enter the NEOCLOUDS. Pure-play AI cloud providers that do ONE thing, and one thing ONLY: rent GPUs. The neocloud market went from $0 to $25 billion revenue in just 3 years. It's projected to hit $400 billion by 2031. The biggest question is this: WILL THOSE PREDICTIONS ACTUALLY COME TRUE? If so, this industry is set to explode. If not, it may crumble. Three companies are leading the charge: $NBIS $IREN $CRWV Along with a slew of small and microcaps: $BRUN $WYFI $SHAZ and more... This is the biggest infrastructure buildout since the internet itself. The last time we saw spending at this scale, it created Amazon, Google, and Meta. This is the infrastructure layer of the AI revolution. Don't sleep on it. Timestamps: 0:00 Intro 0:40 The Black Swan 1:20 What is a Neocloud 3:40 Iren Overview 7:15 Nebius Overview 10:22 Corweave Overview 11:26 The Small Fish 12:47 The Black Swan That Wasn't 16:58 Final Thoughts

The US government is spending $7.6 trillion on AI infrastructure by 2031. Microsoft has $80 BILLION in unfulfilled Azure orders... NOT because of demand, but because they simply CANNOT get enough GPUs, power, or land. GPUs have a 36-52 week lead time. Blackwell is sold out through mid-2027. TSMC's 3nm wafers have demand exceeding capacity by 3x. The hyperscalers can't build fast enough. Enter the NEOCLOUDS. Pure-play AI cloud providers that do ONE thing, and one thing ONLY: rent GPUs. The neocloud market went from $0 to $25 billion revenue in just 3 years. It's projected to hit $400 billion by 2031. The biggest question is this: WILL THOSE PREDICTIONS ACTUALLY COME TRUE? If so, this industry is set to explode. If not, it may crumble. Three companies are leading the charge: $NBIS $IREN $CRWV Along with a slew of small and microcaps: $BRUN $WYFI $SHAZ and more... This is the biggest infrastructure buildout since the internet itself. The last time we saw spending at this scale, it created Amazon, Google, and Meta. This is the infrastructure layer of the AI revolution. Don't sleep on it. Timestamps: 0:00 Intro 0:40 The Black Swan 1:20 What is a Neocloud 3:40 Iren Overview 7:15 Nebius Overview 10:22 Corweave Overview 11:26 The Small Fish 12:47 The Black Swan That Wasn't 16:58 Final Thoughts

There’s a lot of disinformation going around about $META “cutting capex” because they “overbuilt”. This is an “if” they have excess capacity. And it looks like the opposite right now: Hyperscalers like $GOOGL are so compute constrained that they had to cut allocations to Meta back in March. Since Meta was using too much for internal projects. Meta was immediately constrained so it looks like they were forced to immediately sign massive $48B+ contracts with Neoclouds like $CRWV and $NBIS. Meta is selling excess capacity if there’s any, especially since their large contracts are take or pay from the Neoclouds. If anything, I’m expecting their guided capex to go up as they build out more independent capacity.

Just some random thoughts, I do think AI is the most disruptive technology in human history. To the level of agricultural or industrial revolution. Since Anthropic, OpenAi, XAI, and others are racing to build superintelligence. The amount of economic impact can't be measured if AI helps find cures for cancer or accelerates discovery for Quantum Computing. Or if AI end up displacing the workforce, which increases profitability for companies. The US Gov has every incentive to keep the buildout going too, as the implications from Warfare, Cybersecurity, is also immeasurable if China takes the lead. So there's likely to be incentives and subsidies to win, even if there's not enough profit derived LLM training/inference. As for sustainability, when you look upstream, $GOOGL is able to fund it majorly with their own cashflow, same with $AMZN, $MSFT. More lukewarm on $META. Very iffy about $ORCL. But I do see some bubbles forming around debt interest like $CRWV. Maybe circular valuations that's happening with OpenAI backlog agreements or $NVDA / $AMD agreements with Neoclouds to buy their GPUs. But as seen with $MSFT and having OpenAI be a major part of the backlog, it did correct off the information, so "bubbles" like that do pop despite the overall markets increasing. Definitely don't see a bubble in upstream semiconductors from $LITE to Sk Hynix though since the amount of profit they get from the buildout would likely be insane to make up for capex decreasing. OpenAI was actually my biggest fear from contagion, eg. $CRWV, $CBRS and others, but they just raised a lot. So think it will be fine for another 1 1/2 years of capex, especially if they IPO this year. I also don't think we'll get massive Fed tightening despite "predictions" since this will trigger a contagion since many of these players rely heavily on debt. And although the Fed is independent, don't think Trump would have supported someone who is against his administration goals. As for semiconductor valuations going up every day like $AMD or $MU, there's probably going to be some corrections here and there. Everything going up together is kinda unhealthy. Can't time the capex peak but just from $AVGO and other projections, it just keeps accelerating exponentially into 2028. Especially as everyone is starting to sign multi year agreements as well. OpenAI contagion / hyperscaler capex decreasing / fed tightening was what I'm looking out for, and no blaring signs of any of those yet. So I think the music will keep playing for this year at the bare minimum.

Sure, #1 thing is toxic financing structure/float dynamics. Best example is current Neoclouds landscape: - $IREN is basically trash, since they have $6,000,000,000 ATMs and virtually infinite dilution, likely selling into every rally (structural overhang) - While $NBIS is now YTD 153%+, from optimal structures (eg. $NVDA direct funding, mix of convertibles, etc.). - On the other hand, $CRWV has endless debt interest given they took out high interest rate loans to finance GPUs. It's extremely nuanced, but you need to take a look at the float dynamics. If they're legitimately a good company, then it might be a good idea to go long after all the existing holders get diluted to oblivion. But if you care about your equity appreciation, it's a good idea to stay far away from toxic financing structures or toxic overhang (eg. debt interest, that eats away at a company FCF long term) With smaller companies, they have this all the time, like $SLNH, where there's new $500m ATMs on a $250m MC. Or like $BKKT where there's endless dilution to fund executive pay. With these companies you're basically transferring your money over to the company while influencers talk about them. So those are red flags. With many software names like $SNAP, they mask stock-based compensation with profitability. So while the company optically looks profitable, you'll likely see the value of your equity decrease due to dilution. There's endless types of these share structures you need to look when screening ideas.

Fun to see my highest conviction Neocloud pick in $NBIS age well. I wrote a thesis last year on the Neocloud sector becoming a major theme. And then picked the King. -> Nebius is #1 out of the entire sector from $IREN to $CRWV. $84 -> $260. Thesis validated by markets. https://t.co/RGOt3GSNjW

$CRWV (May 29, 2026-daily) The critical momentum bar is sitting at $114.78. A consistent close above it is where more price momentum kicks in. https://t.co/In7BGRAUjs

$CRWV (May 15, 2026-daily chart update) $CRWV must close above the longest momentum bar at $114.78 for continued price momentum. Failure to do so (close below) would indicate weakening momentum. https://t.co/u3cw2e4oOI