Sure... Random train of thoughts on markets now, optics like $LITE / memory + $IREN / Anthropic. On Memory: - Demand visibility on $MU / Samsung / SK Hynix extend into 2030-2031. Samsung has LTAs covering 70% of their capacity into 2031 (likely with SK Hynix type price floors)... and their operating profit is already absurd. There's a consensus that shortage in 2027 will be much more severe than 2026... Even $SNDK expends gross margins to exceed 80% entering 2030. You're going to hear Acer and other CEOs that want memory prices to go down cite bear cases like CXMT/YMTC, and Chinese players. But just looking at supply procurement that $NVDA is doing + hyperscalers, demand visibility is absurd for the next 5 years. And by that time, cumulative FCF coming in from these take/pay + pricing floor contracts might exceed some of their entire marketcaps so it feels like there's some baseline. Near-term is always volatile (IV dropped a ton across $EWY to $DRAM to $MU), so people with call options likely got nuked, along with underlying prices. But if Samsung is 3x 2027E, has 5 year LTAs with 70% of capacity committed from hyperscalers, and price floors, it's kinda hard to see these names suffer a sustained crash... For optics: - $LITE is literally sold out into 2029, starting discussions into 2030. With demand visibility lasting into 2031… with hyperscalers largely funding the capacity buildout. Their 2028 Greensboro fab expansion was ~$5B in UHP laser capacity revenue alone, yet it’s basically allocated toward $NVDA (50%+ with options for more) and co from channel checks. Existing supply chain bottlenecks are extremely severe as optical content/XPU skyrockets entering 2027-2028. So everything from DSPs/TIAs, photodiodes, lasers, InP/SOI substrates, wafers (epi, SOI, etc) are expected to go brrr. And what does that imply to anyone else with enormous amounts of capacity coming online like $AAOI + $SIVE + $MTSI capacity expansion in 2027? Or other players like Sumitomo / Furukawa? But again it's not quite the same situation as memory since the BOM % is extremely low in a cluster... If micron/samsung raised another 2000% hyperscalers would go bankrupt. But doing that for InP substrates seems possible. Or a 100% increase on CW laser content. I actually thought $LITE was overvalued at $100B+ MC, relative to capacity expansion on your smaller optical players to their respective MCs. So I chose to position accordingly (But lumentum does deserve premiums for demand visibility). For the companies leading the charge like $NVDA / $AVGO / $MRVL: - Nvidia has 70% forward revenue growth FY2028 which is supply constrained growth. - Broadcom 100% Y/Y for 2027/2028 which is also supply constrained growth. - Marvell FY2031 upgraded guidance to $70B-$90B from $46B analyst projections... They all seem to be very happy.... and read through on demand for next 2-3 years is enormous (also echoing what $INTC CEO said today on the panel with $AVGO CEO). So you have overwhelming growth on memory + photonics + from the leaders... But the nuance is not everything in the AI supply chain get the same economic benefit. HBM/Laser/CPU/MLCC and other players in the bottlenecks look to be printing money. And seem to be the largest beneficiaries of the current bottlenecks. Test players are also getting price hikes + capacity allocated by players like $NVDA, but economic impact seems a tad lower than other players since forward P/E for many I modeled were still in the 45x+ range even if you hiked prices like 10-30%. As for capex intensive players... there's some like $IREN ($25-30B for 2027) that despite a deal with Anthropic ended up dropping. I don't think markets seem to appreciate players spending a lot of money + ongoing financing (think they're like halfway through their $6B ATM). Just some hopium for $IREN investors, $NBIS also signed a deal with $META at the start of the year (but markets didn't care at all, since Nebius dropped to ~$70-80 at the lowest point?). But did 6 months later, as the time to revenue inflection gets closer and you're past the ATM/capex window, markets would likely care more. I don't think it's irrational but at the same time, the fundamentals have improved from Mirantis acquisition to others. I also think it was known for awhile it was either OpenAI/Anthropic from CEO comments earlier too? But either way to be a more risk-off environment where funds seem to be rotating to larger names as a flight to safety. $CRWD / $PLTR as just two example, but my take is that the valuations of these rotations are reaching clown levels. And that certain AI supply chain beneficiaries in comparison are undervalued now. I was thinking markets would just rotate to names that are extremely profitable like Samsung or names that have <2X P/E, so it was surprising to see $KOSPI and some legacy memory players get sold off today. Since all of this is colliding with uncertainty about sht macro environments and renewed sustainability concern of AI capex/commitments from frontier labs like OpenAI/Anthropic from due to that FT piece recently. I've always been sounding the alarm about the contractual backlog OpenAI has with $CBRS, $MSFT, $ORCL and others earlier in the year. But OpenAI did just raise $122B or so , so I don't quite think they're at risk of going down anytime soon. I also don't think overall capex can just exponentially go up, but even if it stalls / hovers around a certain point or even drops... Capex toward certain areas like optics will still explode as hyperscalers fight over allocations when CPO scale up comes about, but might drop in others where more capacity comes online like test or DRAM. So it's a lot more nuanced than capex down = everything down or vice versa. I also slightly agree with community agreements that open weight models wouldn't lessen demand on AI infrastructure (otherwise $NVDA wouldn't be funneling funds into Reflection), but all the contractual obligations that Anthropic has might get messy if their models/company get cannibalized. Either way, I'd expect some of these frontier lab valuations to likely compress but I do think Jensen knows what he's doing though to avoid contagion. But basically: - Extremely difficult market now, can't just throw money at any AI supply chain company like $GLW and expect it to go up. There's cause for concern of rate hikes mixed with financing per $AVGO CEO but not to the point you just blindly sell off everything. Also I think markets are stupid and ties baskets together so that leads to mispricing + individual buying opportunities with certain chokepoints too. If capacity + demand is visible and forward p/e compresses like $AAOI to single digits off hundreds or thousands of percent growth from hyperscalers off $471m transceiver revenues and hundreds of thousands of monthly ELSFP capacity. Or $SIVE coming online with 100M+ laser capacity + multiple foundries with ASP hikes on lasers. I wouldn't lump them into other AI supply chain names in IP like $RMBS or others. My take is that AI supply chain beneficiaries with closer inflection points, demand visibility, and forward P/E compressing due to economic leverage would likely outperform medium term despite current volatility. TLDR: - Memory strongest risk/adjusted return with LTAs + pricing floors extending to 2030's + buybacks. - My opinion is that optical supercycle for 2027-2028 with CPO/NPO is going to look absurd relative to capacity coming online of smaller suppliers. - Overwhelming fundamentals/growth colliding with sht macro + media scares - Markets are stupid and groups things in baskets and sells them all off together or buys overvalued names, creating short/long opportunities I'd give a prayer to people on short term options given underlying drop + IV decline, but there could be a reversal... who knows. Most valuable thing right now is time.

2 myths that blow up retail portfolios (September 27, 2026) Myth 1 Small stocks look like the easy 10x–20x path to wealth, so retail investors bet too heavy. Then the drawdown comes. Panic. They sell the bottom. Most small names are lottery tickets. Nobody knows which one wins. If your portfolio is heavily-loaded with them, one bad stretch can wipe you out. For lottery tickets, I NEVER keep DCAing. That’s important. Only add if conviction is still there and you are willing to stomach more than 90% volatility. Myth 2 Only sub-$10 stocks can easily do 10x. In Jan 2023 I bought $NVDA at $152 × 10,000 shares (pre-split) and sat. 15x+ in 3 years. $MU $70 → $1,000+ in 1.5 years $AMD $76 → $630 in 1.5 years $SNDK $28 → $1,700+ in 1.5 years None were pennies. Quality can 10x. Size it right. Hold. Cheap is not the requirement.

$AAOI has finished a $500m ATM In April.. $600m ATM in June. Then filed another $600m in August. It's out of my control if management wants to abuse this trash repeated ATM structure. Instead following $AXTI like LTA prepayments and using that to fund buildout. Or taking private placements like $NVDA + Nebius for $2B and using that to fund buildout. Or convertible notes at 40% premiums. It's really hard for the stock to break out of $100 or $150 or $200 if there's $600M of selling pressure at those levels (and maybe expectations of future ATMs). I had the same criticism with $IREN with their $6B ATM, which is why it's been rangebound for half a year. And I'll say the same thing with my own thesis names too. I see $AAOI operationally very bullish for 2027, with $471m/month transceiver revenue. 400k ELSFP units/month entering 2028. The revenue ramp is absurd and can compress to single digit forward P/E. But I find it hard to get excited over funding infinite ATMs during the buildout, when you're sacrificing opportunity cost with names currently profitable like $SNDK or Samsung. I think a lot of retail investors conflate stock performance with how a company is doing operationally. $AAOI is capitalizing on a bottleneck with high demand visibility, but stock has been going nowhere near-term with repeated ATMs. I do expect AOI to strongly outperform (especially in 2027) if they stop issuing these stupid ATMs.

I guess I need to start calling $SNDK or $LITE Super Intelligence stocks. Thanks Trump. https://t.co/x7tJcKjfsc

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.

solana:7Lob7rg43kWwmreuxfSTuohun2atBHCXBUkW6KSfpump (September 12, 2026-Weekly Chart) My weekly chart for solana:7Lob7rg43kWwmreuxfSTuohun2atBHCXBUkW6KSfpump from February 2025 to September 2026 shows four bullish red candles, including this week. Most of the time, they have been spot-on signals. Let’s see whether the solana:7Lob7rg43kWwmreuxfSTuohun2atBHCXBUkW6KSfpump can continue its mid-term uptrend in the weeks to come. Validation: a weekly close above 7,171.52. Invalidation: a weekly close below 6,802.5. For those who hold memory stocks and ETF such as $DRAM, $MU, $SNDK, blockstack:native, $WDC, and $SKHY, always keep an eye on this Korean index: solana:7Lob7rg43kWwmreuxfSTuohun2atBHCXBUkW6KSfpump. @cantonmeow @Hiteshp99 @starship_ride @niker8202 @tonylee80

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

Yep, I'm personally high conviction on the AI trade (especially photonics/memory) despite macro. - $NVDA gave forecasts for $1.3T hyperscaler capex ($100B+ above BofA analyst expectations) - $SPCX Wells Fargo forecasts are ~$263B for 2027. - $127B spend in 2027 for Anthropic/OpenAI model training + inference from internal investor documents (WSJ). - Even the Pentagon (US gov) is looking to fund the AI buildout, with $5B potentially into Fluidstack. What sectors do I think capex flows hit the hardest? Photonics + Memory. Trendforce for example est. DRAM and NAND to be 68% of hyperscaler capex in 2027. So when all that memory procurement spend hits the balance sheets of $MU, $SNDK, Samsung, $SKHY with 70-80%+ margins. I don't think these companies care about short term macro scares. And when your leading memory companies are all allocating capacity for DDR5/HBM or high end memory, with little visibility on legacy memory supply coming online. What does that say about the durability of ESMT/Etron/Winbond and others? And when your optical content/GPU goes up for rubin ultra + $META / $GOOGL TPU v9, etc. Alongside TAM eg. $131.4 billion (+81% revision) for 2027 optical module forecasts. Who benefits from supplying all that lasers during a shortage other than $LITE / $SIVE / $AAOI / $COHR? I think the overwhelming fundamentals + growth of some of the AI sector companies will outperform macro.

Okay I know this is US time and this is a Taiwan stock... But I really am starting to think $ESMT (3006) can cook like $SNDK. And I’m excited. So hopefully in a few months, people can something say similar... FUN FACT CHAT: Did you know.. 1 old DDR2 memory chip is.. ~$0.96? (from LCSC data) Obviously different per spec since some can be $2.5... But if you 3x ASP Hike this. That's a whole... ~$2 added to final BOM cost. So about the same cost as a $COST hot dog. It goes into things like a D-Link security camera, maybe like $33 final cost... and adds like $2. (which people won't mind) But... 3X ASP hike to ESMT? Is very, very material. That's just for one product category, and there's many others from SLC NAND (eg. +120–170% H2) to NOR Flash products for H2 ASP hike projections. And my favorite thing is, they've already shown they're willing to partake in the price hike games (seems like there's a long way to go)… Currently they make ~$111M net income a month from July earnings ($2.8B MC), which annualized is like ~2.1X P/E. *I have positions. So... I think $ESMT has room to cook like masterchef Sandisk. TLDR: - Repeated rounds of price hiking = seems absurd for the company's net income... but has potential due to starting low component cost. - Reminds me of early $SNDK but for other segments (legacy/niche memory).

When bears told me that the top is in, I keep holding $MU in my various accounts. The recent bullish signals for $MU and $SNDK have been shared with Tier 2-3 community and above all, in my regular bullish list.

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.

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.

Now that $MU to $SNDK have pulled a major recovery. Good to have a reminder that the memory bottleneck hasn’t changed! Same with CW lasers… substrates… or others. But short term sentiment (depending on prices/macro) often does. I think a lot of demand imbalances get worse than people expect: - There’s some Japanese distributors in Nikkei today saying memory demand deficit has reached 40-60% (67-150% higher than supply). With general prices going up 50% by years end. - $SPCX isn’t included in the $1.3T hyperscaler capex figures (I think Wells Fargo ets. ~$263b AI capex), so total capex figures might be surprising. - $SNDK expects 80% gross margins to continue into 2030… (welcome to S&P 100) - and once again you have long term visibility into 2031 now with companies like Samsung Memory is very really volatile… some of my positions are up 270%+, so I find it a bit easier to hold through volatile periods. But regardless, operating fundamentals doesn’t always align with short term price movements. Same concept can be applied to other sectors.

Just an update to my DDR2/DDR3 memory idea with ESMT. They reported August revenue (Taiwan sometimes does monthly reporting): June revenue: ~$153M July: ~$214M August (new): ~$249M vs. $35.3m (last year) Monthly revenue has increased ~63% in two months despite reportedly similar 2026 wafer allocations to 2025 (MoneyDJ report). The profitability is already really high as seen with July's monthly revenue (where they reported ~$109M net income). So if pricing holds, and revenue increases, that would be very nice... Now a lot of US people don't really care since it's in Taiwan, but if you're in the $MU / $SKHY, $SNDK trade. Just educational purposes, it's a second order effect where your leading memory players prioritize AI/DC higher end memory and reduce allocations to older generations (causing shortages). But... DDR4 since prices going up too much, so older gen memory products (DDR4) are getting redesigned with older gen memory (DDR3). And DDR3 products with DDR2. And so on. Causing cascading supply chain shortages. (DDR2 for example is boring/old memory used for cameras, printers, automotive back in the 2000s and not many ppl make them anymore). And even your old DDR2 suppliers like Winbond are gradually withdrawing from the market too... So ESMT is the beneficiary of DDR3/DDR2 shortages. TLDR: ESMT August revenue was ~$249M, up from ~$214M last month.

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.

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.

I've always been bullish on memory with $MU / Samsung / solana:SKHYhSjuRWHgikq8eRKbtBbpABgJSkd7ytQV14i9EQ3 for the 2026-2027 period. Same opinion, even after $NVDA call. And I've been fervently defending how high end memory demand is structural + OP for operating income (especially during Iran tensions around LNG/Helium). Nvidia earnings just reaffirms what we know about extreme demand since commitments went from $119B -> $279B largely driven by memory procurement. Nvidia's CFO also said: "We are experiencing extreme pricing conditions in memory." As for what I've done, H1 2026 I was extremely overweight in memory: With $MU, $SNDK, Phison, $SIMO, Nanya, Macronix, Winbond, and $EWY / SK Hynix (HBM/DRAM + NAND + legacy DRAM/NAND + controllers + NOR Flash). I trimmed down those positions aside from Samsung/SK Hynix longs, since I do believe many have been rerated (eg. Micron $300 -> $1000+ already). I think the largest price discovery period has played out, but just a waiting game for the operating income to catch up (esp u samsung) And I used that period to go overweight on photonics. But I do believe we're seeing a relatively newer cascade down into the "legacy legacy" memory like DDR2/DDR3 with the "legacy" players like Winbond leaving some of those segments. Where the price hikes finally hit the 40-60% Q/Q mark, which reminds me of the extreme $SNDK days, across DDR2/DDR3. Which is why I started up positions in ESMT (1.9x P/E from July annualized) and Etron. Maybe we'll see a price discovery moment further down the legacy memory stack (could be wrong), but that's the area I've focused on recently.

@aleabitoreddit Serenity, how bullish are you on memory after last nights NVDA call? Which names tradable in the US do you prefer ? Is there anything beyond $SNDK $MU $WDC

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?

$CLSK and $MARA (August 26, 2026-Daily Chart) Most miners and data centers can’t even break previous resistance levels, let alone hit all-time highs. Imagine holding most of them or betting too heavy in them while watching other stocks from this cycle go 10X—names like $NVDA, $PLTR, $NBIS, $HOOD, $MU and $SNDK. I’ve never been a fan of most data centers; they’re largely speculative and keep diluting shareholders. A small position as a lottery ticket is fine, though!

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...

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.

The $SHKY, Samsung, $SNDK, $MU memory bottleneck never changed anon https://t.co/6Xyih3pM9D

SK Hynix, $MU , and Samsung have sold out of 2027 capacity for DRAM/HBM. $SNDK, Samsung, Micron current annual NAND capacity has been sold out, with Kioxia and SK Hynix expected to finalize allocations by August 2026. - Customers are being allocated only 60–70% of the volumes they initially requested - industry insiders pointed out that 2027 will enter the most severe moment of memory shortage - Allocation amounts are mostly decided, but final shipment pricing will be determined closer to delivery Source: Digitimes, citing industry sources. Hard to see those memory "oversupply" claims in early-mid 2027 when they're all sold out of capacity already.

The media framing and X reactions around Leopold are egregious. Framing his successful multi-year thesis from $SNDK to $BE as a "collapse" or "failure". After July's surprising crash, then personally attacking him on top is just pathetic to witness. It's almost like everyone is cheering for the downfall of others. Yes, July's crash exposed problems with SA’s leverage, liquidity management, and hedging. But his current YTD performance remains +80%, ranking among the best performing hedge funds. And he still has public equities after all this (just removed leverage). I think he's doing something unique while being successful at it. And this draws the envy of others.

Did Citadel really just liquidate Situational Awareness… Then brought up entire markets the next day? $NBIS +26.25% $IREN +25.96% $SHAZ +22.82% $SNDK + 23.98% $BE +23.67% $SKHY +16.98% $INTC +12.16% Amid many others. This has gotta be one of the wildest liquidations I’ve seen.

There's a lot of stupid commentary around Leopold raising funds. After names like $BE, $SNDK, $SHAZ, and others all had very sharp drawdowns in July. Just remember... here's a man in finance that's 1. 6'5 2. Blue Eyes 3. Hedge Fund Probably better looking than you, and was up 439% through June YTD. Regarding the drawdown, Aschenbrenner acknowledged that the fund had "not been immune" to the market turmoil, particularly in Asia. FT separately reported that leverage amplified both its extraordinary gains and recent losses. He described the sell-off as potentially the best buying opportunity since early 2025 I'd agree with him and hope he succeeds with the raise. Since a lot of the current selloff looks like it overshot its mark through forced deleveraging.

I personally see it as extreme short term deleveraging that overshot many individual names. - $BE to $TER reported blowout results, with Bloom reporting 166% Y/Y rev growth + expanding margins + raised 2026 guidance... Teradyne reported 104% Y/Y revenue growth with 300%+ EPS growth. Your leading optical players over in China reported amazing preliminary earnings + extremely strong read through for the Western photonics sector. Think earnings season tend to remind markets about continued AI acceleration. I'm expecting $LITE, $SNDK / SK Hynix, and sector leader ERs to continue that trend. But it does feel like markets are rewarding existing acceleration more rather than future growth a year out over near-term revisions as seen with $AMKR. But as a TLDR, looks very positive for the themes I'm tracking. - Then you have $GOOGL capex raised to $195-$205B, which is typically the biggest AI demand signal from hyperscalers. - 77% 0bps change est. next FOMC decision from prediction markets. Trump administration on Monday called for the Fed to lower interest rates. So your 3x rate hikes fears this year seem kinda overblown. - Chinese fears from DUV to $CXMT overflooding are extremely overblown as well. We see this with every sector from time to time until people remember that lasers or HBM bottlenecks for a reason. As for personal thoughts, it was unhealthy seeing everything rise up or down together, especially with these themes. But I'm personally not worried since I have full conviction in my names, especially optical interconnects like $SIVE or $AAOI. $META compute and $GOOGL GCP margins/growth shows increasing demand for $NBIS and similar neocloud business models. $META + other hyperscaler notes around LTAs with $SNDK and Samsung/SK Hynix, $MU point to structural memory demand. Can go on and on... But when you have Jim Cramer telling every margined DC trader to "sell everything" at market open and news saying there's an AI bubble. I do hate it when others say "it's dropping so sell". My belief is that the important thing to look is accelerating revenue/EPS growth. And if that thesis stays in-tact with revenue acceleration in line with hyperscaler capex. TLDR: I see signs of AI demand / revenue acceleration, hyperscaler capex is one of the most important things to track. And my guess is that we'll see the theme recover broadly. But I can't predict what hour, day, or week that happens.

$INTC and $AMD to sign CPU LTAs with Chinese customers for AI DCs (Reuters). - Prices of some CPU products have risen more than 40% in China since the start of the year from sources. - Month-on-month increases topping 10% for some products CPUs were already a bottleneck, following CPU ratios due to AI inference... But the broader trend of LTAs seems to be appearing from: - Memory, with $MU, Samsung, $SNDK, and SK Hynix signing DRAM/NAND LTAs. - Photonics, with $LITE, $COHR signing EML LTAs. And recent Trendforce reports that $AMD and hyperscalers are now pursuing CW LTAs. And I'm sure there's many more from MLCCs to all the way to substrates. +1 for the bottleneck investors... hard to be a "bubble that pops" if you have take or pay demand spanning multiple years.

Wow, a historic single day recovery. $SIVEF +30.89% $IQEF +28.6% $AEHR +26.53% $CIFR +17.82% $NBIS +17.3% $AAOI +15.6% $LPK +14.48% $AXTI +14.12% $MU +12.54% $SNDK +12.8% $SOI +11.1% $TSEM +10.39% $LITE +9.25% $INTC +8.22% $AMD +8.11% $MRVL +7.27%

$AEHR back up +36.4% today off earnings! 2027 guide: $130-$150m (160-200% growth) from 2026 revenue. Sees opportunity to guide higher (assumes no memory revenue or little to none from newly benchmarked AI customer). Q4 bookings: $60.7M, effective backlog is $100.6M. - Lead AI processor wafer-level burn-in customer is significantly ramping their products. - Engaged with additional AI processor customers who are evaluating wafer-level burn-in. - Benchmark customer, which was a “major supplier of AI accelerators, CPUs and network processors” “exceeded their expectations. From management: The potential revenue opportunity from one of these devices is "significant to Aehr". So another benchmark win for potential HVM in the future. - Wafer level burn-in benchmark with a "global leader in NAND flash completed". Now evaluating a development agreement for HBM/NAND Seems like $SNDK since there was HBF related discussions from last quarter I think. - "Our package level burn-in business for AI processors also gained momentum over the year … from our lead hyperscale customer for Sonoma systems" - Silicon photonics customer already ramping, newer networking customers has forecast additional systems Basically the amount of global semi companies that map to $AEHR is pretty ridiculous across silicon photonics, memory, AI processors, and others. I don’t quite think that $130-$150m guidance is representative of actualized revenue for 2027 if these hyperscalers/semi companies convert to HVM. Typically with these types of qualification into HVM players, markets don’t really judge it by current quarter, but what’s to come. And it looks very positive so far in terms of reactions... $116 -> $60 -> $94 all in the span of a month is pretty insane volatility tho, so good to know what you're holding.

Nothing like an internal $META memo getting published. Showing AI ramping as usual: - LTAs signed with Samsung and $SNDK for memory - LTAs signed with Sumitomo Electric for fiber optics - Expected to deploy 7GW compute infra this year, and doubling in 2027. - as much as $145B capex spend this year “It plans to launch a chip about every six months through 2027”

Just putting it out there: If everything crashes together from $NBIS, $MRVL, $INTC, $SNDK, $AMD, $SIVE, $MU, $LITE, and others... Which are all down -4% to -10%+ today so far. Probably doesn't have anything to do with individual fundamentals. Indiscriminate selloffs from things like cascading margin liquidations, usually provide compelling opportunities if the underlying improves.

Nomura’s report cites $AXTI and $IQE as the leading players. Then regarding ASP updates: - 2in InP substrate price hike 42-76% - 3in InP substrates price hike 78% - 2in EML Epiwafer price hike 50-75% - 3in CW Epiwafer price hike ~40%+ - Prices lower domestically in China as expected. Hyperscalers bottlenecking upstream photonics confirmation validation… on all fronts from pricing, demand, to supply shortages. My personal expectation was that price hikes would keep going up like $SNDK given ramping optical demand. We’ll see if this turns out right given another 2 years of the demand curve.

Just some consolidated updates on memory: - $MU leads new 1.5T Yen investment in Hiroshima ~$9.3B. (bullish read through for Disco, Advantest, Resonac, Towa) since capex is localized. - Morgan Stanley pointed out NAND will continue to be in short supply into 2027 so $SNDK / Kioxia type players are happy alongisde $SIMO and upstream. - MS remains especially positive on Macronix/Winbond - UBS expects the average price of DDR contracts in the Q3 2026 to increase 32% | 18% Q4, vs. 17% and 12% est. - UBS expects NAND flash to be raised 30% from prev quarter. - Samsung reportedly plans 20% DRAM hike Q3. TrendForce recently forecast DRAM contract prices to rise 13 to 18 percent in the third quarter from the previous quarter, so this hike beats expectations. Something to note: Lot people see 20%... and don't think it's a lot compared to the 70-80% from previous quarters. But if you hike something by 100%, then hike something by 100%, then hike something by 30%, it's a lot more than people estimate since it's compounded. Similar to tracking inflation. I've already made projections going into 2028 from the start of the year on my memory names... I'm just sitting back and watching things play out through all the "memory optimization" and "they can't keep price hiking like this!" noise.

Why I Focus on Big Stocks, Not Small-Cap Lottery Tickets (July 3, 2026) Most investors love betting big on small stocks, dreaming they’ll catch the next $PLTR, $MU, or $SNDK. Some even go all-in. After two decades working with clients at various banks, I’ve seen how rarely those bets actually pay off. The truly wealthy clients I’ve worked with didn’t build their fortunes chasing tiny companies. They got rich by taking large positions in strong, established businesses — and then consistently adding to them during pullbacks and bear markets. Sure, some small companies eventually become giants. But the real test is whether you can handle 90%+ drawdowns and keep dollar-cost averaging through years of pain without selling. Very few people can. That’s why, across the six portfolios I manage, I focus almost entirely on large, high-quality names instead of small caps or meme stocks. To this day, my top four holdings — $PLTR, $AMD, $NVDA, and $HOOD — still account for over 93% of my total portfolio. Another key rule I follow is straightforward: position sizing ultimately determines your results. Even if you pick the right stock, a tiny allocation won’t move the needle in any meaningful way.

Always a fun time seeing semi markets crash from Bloomberg report framing once again… UBS analyst on $META report: “this is not new news”. Regardless: $AEHR down -18.3% $AAOI down -17.13% $SIVEF down -15.4% $SNDK down -14.8% $TER down -13.8% $GLW down -11.4% $MRVL down -11.2% $LITE down -10.2% $NBIS down -7.8% Getting PTSD from Bloombert’s previous misleading report on AMD/Nvidia global export controls earlier this year that crashed semi stocks. FYI: Meta doesn’t randomly buy $48B+ worth of neocoud contracts if they overbuilt capacity and can cut capex… Markets are stupid sometimes.

Nah, gonna fill out the job application for $WEN and set up camp behind the dumpsters. Even $MU and $SNDK ridiculous performance today couldn't save my port. Cheering on Japan though, hoping Sweden gets mogged with a 2-0 to represent the 20% drop.

Curious if anyone's portfolio is green after today's fun day. $KORU: -32.06% $SOXL: -22.98% $IQE: -13.58% $DRAM: -12.6% $AXTI: -12.57% $FLNC: -12.5% $AAOI: -11.2% $SIVE: -11.7% $TSEM: -10.24% $SNDK: -12.5% $MU: -11.8% Sk Hynix: -12.35% Samsung: -9.6% $MRVL: -8.3% $LITE: -7.6% $SOI -7.15% $TSM: -6.1% $AMD: -6.04% Feels like anything high-beta or semis had a steep drop.

Apparently gym bros are the new hyperscalers. They’ve created a new bottleneck with whey protein? Now there’s $SNDK style price hikes. Maybe creatine is next with shortages. https://t.co/YY5waMXzKH

Just a reminder: 99% of X was bearish on memory 3 months ago... Since then: $MU $380 -> $1122 (+195.26%) $SNDK $565 -> $2155 (+281.42%) $EWY $132 -> $219 (+65.91%) SK Hynix 849K -> 2.685M KRW (+215.5%) Samsung 172K -> 362K KRW (+110.7%) If you see a bunch of projections on memory names like Samsung becoming the most profitable company in the world in 2028. Might be a good idea to think independently outside of the narratives at the time like "Oil, LNG, Helium, Iran, etc." Probably same thing now with optical names and their projections into 2027, 2028. I do think photonics and memory are the 2 top themes though, with optics being very early into the supercycle.

I did say $MU looked like the next $NVDA. Now we're at a $1.23T MC. Started talking more about Samsung Electronics/Sk Hynix back in 2025. Put more concentration into the memory theme like $SNDK and others, Jan of this year. And I'm glad my prediction with Micron + memory is playing out well! Hope people had fun with $EWY longs too, those are up a lot.

$MU and $SNDK (June 16, 2026-monthly charts) As I often share with my community, the monthly chart is the true domain of serious long-term investors — those who are ready to buy, accumulate, and hold high-quality stocks for at least 3–5 years. The most recent bullish signals on monthly timeframes have been remarkably accurate. 1. $MU — Last major monthly buy signal came near $90. The stock has since gone parabolic. 2. $SNDK — Last monthly buy signal appeared around $50. It too delivered massive gains afterward. If you missed the monthly signals, no problem — simply shift your focus to the daily and weekly charts for the next high-probability bullish setups.

this Anthropic news is so bullish for $SNDK

All the $SNDK short sellers went extinct. Can’t believe it’s almost $2000 now? That aside feels like everyone is just waiting for the $SPCX IPO in a few hours. https://t.co/EahzuEy1KE

Just in case you’re wondering why indexes + individual names like $SNDK to $MRVL to $LITE are green now. Trump just cancelled attacks on Iran. This market is so volatile… https://t.co/mYzzYeU5rL

Just in case you weren’t aware… The broader index is down a significant -3-4%. Stocks don’t move in a straight lineup unless you’re $SNDK. And are largely affected by wider selloffs. Curious what my follower portfolios look like you’re green this week + long only? https://t.co/XRlXdeHbm1

$SIVE looks like both a chokepoint and a bottleneck for CPO next year. Keep seeing information published from nontechnical people who miss any nuances. Here’s the reason why: 1. CW lasers are bottlenecked signaled by $LITE earnings. Laser fabs are heavily allocated to EML likely from former $NVDA contracts. -> Sumitomo/Furukawa = bottleneck -> Win Semi = bottleneck $SIVE does fab-lite, so are they a bottleneck? Yes, $SIVE sits in the laser bottleneck since control output supply of CW lasers from Win Semi and other fabs from allocation way early on (CEO stated they working with more capacity from other players as well). Perfect example is Kioxia/Sandisk. $SNDK controls NAND output, so they’re a bottleneck because they control final pricing. Demand exceeding supply from Ayar, Jabil, other pluggable vendors + Nvidia NVLink CPO ecosystem… final laser supply owned by $SIVE makes Sivers a bottleneck. $SIVE is also likely primary/sole source for Jabil, Gen-1 Ayar, $MRVL Celestial, and other hyperscaler asic/merchant CPO routes. So no way to get around it (can’t hot-swap single channel cw lasers with Sivers) 2. $SIVE is a chokepoint over CPO. $NVDA use $COHR, $LITE (which likely sources external cw capacity from Japanese competitors) $AVGO is likely vertically integrated as well. However: the entire ecosystem around it from ASIC programs (Marvell, AlChip, etc) and merchant programs (Ayar, Lightmatter, Lightelligence) Are all likely designed around $SIVE. Ayar for example, likely tried to multi-source with $MTSI / $LITE back in 2022 but their lasers probably couldn’t match the level of Sivers specification with arrays (removed Lumentum / Macom from their supply chain site recently) If there’s no alternative at least for the initial generations (obviously they’re working to multi-source). That makes $SIVE a structural chokepoint to go through for lasers. Even if you look at the 1.6T LRO $JBL designed, they achieved a “drastic moat” with performance built around $SIVE likely sole source. $SIVE is also the foundry level reference laser design for $GFS, which your hyperscalers use like $AMD (likely using Sivers + maybe Ayar for gen1): If every major player, who hasn’t achieved vertical integration (Nvidia/Broadcom) is using Sivers for CPO… That makes them a chokepoint. Just look at the entire CPO $NVDA NVLink ecosystem partners: every single one are all likely using Sivers. And they all use $GFS as well (where Sivers is default reference). So $SIVE is both a chokepoint and bottleneck when CPO really scales up H2 2027, over one of the biggest architectural shifts of all time (near $0 -> $81B or $91B TAM in the next 1 1/2 years from GS research note) This is why I say $SIVE looks like it could be the next $75B $LITE over the next couple years. All of this should play out next year. And it’s still trading less than a company with $50M in purchase agreements that buys Sivers lasers to repackage them.

I did say $AAOI was my favorite US optical long... +20.1% today. If you want the next $SNDK, you're looking at it. I think H1 entering H2 2027 will likely be that massive inflection point for photonics players. We're just a tad early entering H2 2026 while everyone is building up capacity. Just a general rule of thumb in general if your name isnt space or quantum, markets are forward looking round 8 months. That revenue ramp inflection point is coming, more of a matter of when, waiting for it, and embracing volatility in the meantime.

I still find it funny how all the software bros are happy about a 10-15% recovery with $CRM to $FIG. After getting wiped 25-60% of their portfolio. Meanwhile all the AI names from $SNDK to $AAOI are casually up 200-1000%.

RT @dannycheng2022: Never underestimate the power of simple charts and the beautify of genuine long term investment—these parabolic stocks are likely to go even higher. $ARM $INTC $AAOI $MRVL $AEHR $SNDK $MU blockstack:native $AMD $AXTI $AVGO I've been charting these outperformers almost daily for months now, whenever I can, to keep my community informed. I’d rather not spend time on laggards — it’s not the best use of either of our time.

RT @dannycheng2022: Forward P/E of the 4 Memory Stocks (as of early May 2026) 1. $MU (Micron Technology): ~6.4x Lowest in the group — looks the most attractively valued on expected earnings. 2. $SNDK (SanDisk): ~11.7x Moderate valuation, sitting in the middle. 3. $STX (Seagate Technology): ~29–32x Significantly higher multiple. 4. $WDC (Western Digital): ~31–33x Also trades at a premium valuation. Quick Takeaway: $MU and $SNDK stand out as the cheapest on forward earnings, while $STX and $WDC appear more expensive. These are volatile memory stocks, so valuations can change quickly with market sentiment and earnings updates. I’ve been charting these stocks daily with the patreon community for months and will keep doing so until we see a clear trend reversal.

$RPI, close to ~3x returns. Off the media branded "Meme Stock". I think after retail saw institutions bear post my thesis posts. Then ended up paper handing $AXTI, then $RPI, then $IQE, then $EWY, then $SNDK, then $AAOI, then $SOI. And them watch them all go up 3x-15x+ after institutions bought up the float. Retail finally learned not to trust them with anymore with names like $SIVE?

AI capex spend is expected to go to "$3 to $4 trillion annually" by 2030 from $NVDA Jensen Huang projections. You're not bullish enough. And it might be a good idea to stay exposed + own the keys of the AI Kingdom: -> $AXTI controls the materials buildout with photonics. -> $SOI controls the AI buildout with silicon photonics. -> $SIVE controls laser chokepoints for CPO. -> $IQE controls Western epiwafer supply chains for photonics. All these started off as tiny companies, yet the trillions of projected capex gradually upward to them.  There's many more in other industries as well. -> AI Capex flows to Neoclouds like $NBIS. -> AI Capex flows to memory like $MU and $SNDK. And many of the "commodity" materials or "science projects" for the past 20 years now a sudden shift in exponential TAM expansion. We're witnessing the next industrial revolution with Artificial Intelligence + Physical AI.

Photonics is nuanced and using ChatGPT/Gemini makes you miss all of it: 1. $SIVE is actually a chokepoint and partially a bottleneck. The reason it's a chokepoint is leading CPO/optical hyperscaler players go through Sivers, likely: Ayar. Celestial. Lightmatter. Lightelligence. Poet. If you take out Sivers, you literally can't make some of their products + delay their roadmap by years. As many are sole/primary source but are heading the direction on multi-source. As for the bottleneck argument: Win Semi is the bottleneck for scaling laser production. But... the nuance is when you have capacity allocated for the next few years. You become part of the bottleneck itself if players fight you for allocation of finished lasers. That's the nuance people miss with capacity allocation dynamics. It's like saying $SNDK is not part of the NAND bottleneck when Kioxia makes all of it. But when Sandisk has the ultimate control of output supply, they become the bottleneck + have all the pricing power. Sivers controls output supply of CW lasers given allocations, and as seen with $LITE earnings, CW laser is currently bottlenecked as everyone seems to be stuck producing EMLs. 2. Like how LLMs always uses em-dashes. You can tell when people use AI when they always use the same "CW is a dumb interchangeable laser" argument or compare "power" specs after conflating different architectures. That's why your "analysts" using AI will get this wrong over and over. There's CW lasers... and then there's a specific architectural design that Sivers achieves with DFB lasers. If you compare power specs with $LITE vs. Sivers, Lumentum wins in isolation. But they're completely different laser architectures. All the leading CPO players like Ayar, chose $SIVE for an architectural reason for high power, low thermal, laser arrays. $JBL 1.6T LRO also made one of the most dramatic moats cited by their fireside chat, using Sivers lasers. If you think CW lasers are interchangeable with Sumitomo/Furukawa, and others. And can be plug-and-play... i don't know what to tell you? Again: $SIVE makes architecturally unique CW lasers for leading CPO players. 3. I'm not sure how many times I need to say this: $SIVE for 2024-2025 has been going through development contracts. People using TTM revenue or former P/S metrics are using completely the wrong metrics, when there's volume ramp in 2027. It's the same with $AAOI which volume ramps in H1 2027. $AEHR which volume ramps after qualification. $LPK that volume ramps after qualification. This is just missing qualification cycles in semiconductors and how to model financials currently. As for the $LITE comparisons (which was also my long last year): $LITE literally started off selling laser dies before acquisition of Cloud Lite and other downstream optical engine components. This is where $SIVE is at today with starting off in the laser chokepoint for CPO: People are modeling laser revenue off very isolated TAM projections. Meanwhile Sivers is targeting M&A to expand revenue for TAM projections. This is not a simple component FAU + ramp valuation modeling over with a Taiwanese company. Since Laser companies like $LITE, $COHR are known to downstream expand to make their lasers more valuable, then vertically integrate (fabs, assembly) afterward. Again, Sivers worked with Ayar and these types of companies before they all became billion dollar companies. I have high conviction knowing they know what to acquire down the ELS/optical engine stack + pluggable transceiver for TAM expansion. It's just annoying when I get people who don't understand the nuances backseat commenting wrong things about my longs. I got the same thing about $AXTI is not a bottleneck! InP isn't needed! China! back at $14. Now it's $140 I got the same thing about $AAOI "is going down 50%!" back at $65. or "AOI management is shady at $30". Now it's $170 I got the "there's nothing new with $SOI" back at $45. Now it's $170. I think I'm one of the few who actually understands the nuances with photonics, since I did call out $LITE, $TSEM, Innolight, $AXTI, $AAOI, $SOI, that outperformed both photonics markets and overall markets over the past year. And now I'm long on $SIVE.

I don't post dollar amounts because they don't matter. What matters is return %. Speaking of that... YTD: 3840.39%. I'm probably the only one in the world. Who called out multiple names that 10x'd in a short timeframe. Do you remember these thesis anon? 1. $AXTI 2. $SIVE 3. $AAOI 4. $LITE 5. $IQE 6. $AEHR 7. $CRCL 8. $EWY 9. Unimicron 10. Nitto Boseki 11. $OSS 12. $GDRZF 13. $RPI 14. $SOI 15. $ALRIB 16. $SNDK 17. $SIMO 18. $VPG 19. $TSEM 20. $ARM 21. $MRVL 22. $INTC 23. $LPK 24. $NBIS 25. $MU They're all up 100-1000%+, because... 1. I post a thesis. 2. People can see how the stock performs months later. 3. They turn out right (thesis validation) because they're up hundreds of percent + hold their returns. I really dislike the traditional X influencer who shows large dollar amounts or fancy watches/cars/private jets. Then use that to get more by selling expensive subscriptions rather than through market returns. So trying to set a new trend off pure information discovery/synthesis from free thesis posts and the results that follow in terms of return percentages. TLDR: Market returns in terms of percentages matter the most to validate a thesis. Not the dollar amount made.

I'm not sure why people look at 13F filings so deeply when all the hedge funds are super behind on names like $JBL, $LITE and others. The most returns come from frontrunning institutions before they figure out the next $SNDK. Not following them 3 months after they file.

Leopold Aschenbrenner is a legend, but I'm not quite sure he can beat 3152.77% YTD in the Serenity Awareness fund. That being said, I've hit 23 different longs this year with 100-1000%+ YTD. 1. $AXTI 2. $AAOI 3. $SIVE 4. $LITE 5. $IQE 6. $AEHR 7. $CRCL 8. $EWY 9. Unimicron 10. Nitto Boseki 11. $OSS 12. $GDRZF 13. $RPI 14. $SOI 15. $ALRIB 16. $SNDK 17. $SIMO 18. $VPG 19. $TSEM 20. $ARM 21. $MRVL 22. $INTC 23. $LPK Do you remember all of these anon?

What an insane day for photonics. $SIVE up 31.3% $TSEM up 23.1% $AAOI 20.01%. It feels like a lot… but this just means you’re early to the next supercycle and there’s a lot of room to go. Lot of people on X ask what’s next after $SNDK? Here they are. https://t.co/jTeHpYtf0n