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Category: Cloud Infrastructure

I/O Fund Portfolio & Must-Read Theses

Posted on December 23, 2025June 30, 2026 by io-fund

Below are our current positions and corresponding theses. In most cases, we have written about the stock many times. What is listed below are the most pertinent analysis for becoming acquainted with the stocks we currently hold. If you want to read more, please use our search bar by also ticking Pro in the filters and search by stock name to pull up more archived articles.

This list will be updated and refreshed when positions are added or removed. Please check back often for updates!

Audited Returns

  • 2025 Full Year Audited Returns
  • 2024 Full Year Audited Returns 
  • 2023 Full Year Audited Returns
  • 2022 Full Year Audited Returns
  • 2021 Full Year Audited Returns
  • 1-Year and YTD Audited Returns for 2021
  • 2020 Audited Returns, LTBH Update and Site Update
  • The Harsh Truth: Retail Investors Take the Brunt of Market Losses 
  • The Importance of Verified Returns and Risk Management for Retail Investors

Quarterly Webinars and Analysis

  • The I/O Fund’s Top 15 Stocks for Q2 2026
  • The I/O Fund’s Top 15 Stocks for Q1 2026
  • The I/O Fund’s Top 15 AI Stocks for Q4 2025
  • The I/O Fund’s Top 15 Stocks for Q3 2025
  • Q2 2025 Quarterly Kickoff Webinar
  • Q1 2025 Webinar with Beth Kindig
  • Q4 2024 Earnings Kickoff Webinar Replay
  • Q3 2024 Earnings Kickoff Webinar Replay
  • Q2 2024 Earnings Kickoff Webinar Replay
  • Q1 Earnings Kickoff Webinar
  • 2023 Year in Review: I/O Fund Webinar
  • Q4 Earnings Kickoff Webinar Replay

Nvidia

  • Nvidia Q4: Stellar Report; Stock Remains Range Bound
  • Nvidia Fiscal Q1: Perfect Quarter, Imperfect Catalysts

Astera Labs

  • Astera Labs: Important QoQ Acceleration, Product Road Map is Loaded
  • Astera Labs Q3 Earnings: Blowout Report Meets UALink Uncertainty

Alphabet 

  • Alphabet Q4: Cloud Sees 14 Point Acceleration to 48% Growth, FY26 Capex to Nearly Double
  • Google’s Q1: TPUs Go Merchant and Cloud Accelerates to 63%
  • Alphabet Q4: Cloud Sees 14 Point Acceleration to 48% Growth, FY26 Capex to Nearly Double

Applied Optoelectronics

  • Applied Optoelectronics Q1: Management Guides to 141% YoY Growth; Execution Comes Next

Arm

  • Arm FQ4: AGI CPU Demand Hits $2B, Revenue Outlook Stays at $1B

AMD

  • AMD Q1: Doubled CPU TAM, Helios Incoming for Q4

Bloom Energy

  • Bloom Q4: $20B Backlog, Guides for 58% Revenue Growth
  • Bloom Energy Q1: Beat/Raise and Customer List is Growing
  • Bloom Energy Q3: Doubling Capacity in FY2026 for “4X 2025 Revenue”

Broadcom

  • Broadcom Fiscal Q1: $100 Billion+ in AI Chip Revenue in 2027
  • Broadcom Offers Strong AI Growth at Scale; Yet Enters Circular Investing

Coherent

  • Coherent FQ3: InP Capacity Doubling to Drive CY26 Inflection
  • Coherent: Indium Phosphide Capacity to Double, Data Center to Reaccelerate to 10% QoQ
  • Coherent Fiscal Q2: Strong Visibility for Back-Half of 2026 and Beyond

GE Vernova

  • GE Vernova Q1 Earnings: Backlog and Pricing Point Higher
  • GE Vernova Q4 Results: AI Demand Fuels Record Backlog and Strong Visibility
  • GE Vernova: All Roads Point to the Nat Gas Behemoth

Lumentum

  • Lumentum FQ3: Firing on All Cylinders Despite Stiff Supply Constraints Across EMLs, Pump Lasers
  • Lumentum: EMLs Driving Results, CW Lasers Ramping with Q2 Guided for 22% QoQ Growth

Micron

  • Micron Fiscal Q2: Record-Breaking Fundamentals
  • Micron Stock Up 120% YTD: What the HBM Memory Leader Plans for 2026

Palantir

  • Palantir Q1: Strong Headline Numbers; TCV to be Watched
  • Palantir Q4: Highest Growth As Public Company; US Commercial To Accelerate

SanDisk

  • SanDisk Fiscal Q3: Data Center Inflects 233% QoQ while New Business Models (NBMs) Weigh on the Stock
  • SanDisk Q2: Blowout On All Metrics

Last updated on 06/18/2026Last updated on 06/18/2026

Posted in Cloud Infrastructure, Pin Content, Semiconductor StocksLeave a Comment on I/O Fund Portfolio & Must-Read Theses

Big Tech companies continue to invest in AI

Posted on November 10, 2023June 30, 2026 by io-fund

Big Tech capex is a leading indicator for AI semiconductor companies and has been a secular tailwind for our holdings, such as Nvidia and AMD. The combined capex of Big Tech companies has increased from $41.4 billion in 2017 to $150.6 billion in 2022, growing at a CAGR of 29.5%. In the recent earnings calls, management teams from big tech companies are indicating they will continue to invest in AI.

On a side note, increased capex related to AI does not mean AI stocks will move in a linear fashion, rather we track data like this to help us determine what to buy during selloffs, and at the bottom of selloffs.

Semiconductor Market Update

According to the Semiconductor Industry Association (SIA), global semiconductor sales were up 1.9% MoM and down (-4.5%) YoY in September to $44.9 billion. Q3 global semiconductor sales were up 6.3% QoQ and down (-4.5%) YoY to $134.7 billion.

John Neuffer, SIA President and CEO said, “Global semiconductor sales increased on a month-to-month basis for the seventh consecutive time in September, reinforcing the positive momentum the chip market has experienced during the middle part of this year,”increased on a month-to-month basis for the seventh consecutive time in September, reinforcing the positive momentum the chip market has experienced during the middle part of this year,” he further said, “The long-term outlook for semiconductor demand remains strong, with chips enabling countless products the world depends on and giving rise to new, transformative technologies of the future.”

Meanwhile, South Korean exports rose in October as semiconductor exports reported the smallest drop since August 2022 of (-3.1%) YoY in October. Chip sales helped the rise in the country’s exports for the first time in about a year.

Management Commentary on Big Tech Capex 

Meta

Meta spent $32.04 billion in capex in 2022, up 66.5% YoY. 2023 has been a ‘Year of Efficiency’ and reducing capex was a priority for the company. Reduced spending in 2023 was possible due to cost savings, particularly in non-AI servers and the capex shift to 2024.

Susan Li, CFO of Meta, said in the recent earnings call. “Capital expenditures were below the prior year levels primarily due to lower server and data center construction spend as we prepared to shift to our new data center design, as well as payment timing.”to lower server and data center construction spend as we prepared to shift to our new data center design, as well as payment timing.”

The management during Q3 results lowered the upper range of the 2023 capex. It is expected to be $27 billion to $29 billion from the earlier reduced estimate of $27 billion to $30 billion, representing a YoY decline of (12.6%) at the mid-point. However, they expect higher capex for next year in the range of $30 billion to $35 billion, representing a YoY growth of 16.1% at the mid-point. The CFO said in the earnings call, “With growth driven by investments in servers, including both non-AI and AI hardware, and in data centers as we ramp up construction on sites with the new data center architecture we announced late last year.”With growth driven by investments in servers, including both non-AI and AI hardware, and in data centers as we ramp up construction on sites with the new data center architecture we announced late last year.”

Microsoft

Microsoft spent $28.40 billion in capex in 2022, up 3.3% YoY. YTD September 2023, the company has already spent $29.7 billion and therefore will see a significant jump in capex for the year 2023, helped by investments in cloud and AI.

Amy Hood, CFO of Microsoft, said in the recent earnings call. “Capital expenditures, including finance leases were $11.2 billion to support cloud demand, including investments to scale our AI infrastructure. Cash paid for PP&E was $9.9 billion.” including investments to scale our AI infrastructure. Cash paid for PP&E was $9.9 billion.” She further added, “We expect capital expenditures to increase sequentially on a dollar basis, driven by investments in our cloud and AI infrastructure. As a reminder, there can be normal quarterly spend variability in the timing of our cloud infrastructure buildout.”driven by investments in our cloud and AI infrastructure. As a reminder, there can be normal quarterly spend variability in the timing of our cloud infrastructure buildout.”

Nvidia had announced last year that they have a multi-year collaboration with Microsoft to build a giant AI supercomputer using thousands of Nvidia GPUs, Nvidia Quantum-2 InfiniBand, and full stack of Nvidia AI software to cater to the growing demand for AI.

Alphabet

The company spent $31.49 billion in capex in 2022, up 27.8% YoY. In the recent quarter, the company’s capex grew by 10.7% YoY to $8.06 billion. YTD September 2023, the capex was $21.3 billion down (-11.1%) YoY. However, the company will see an increase in Q4 and continue to grow in 2024.

Ruth Porat, CFO of Alphabet, said in the recent earnings call. “Finally, our reported CapEx in Q3 was $8 billion, driven overwhelmingly by investment in our technical infrastructure with the largest component for servers, followed by data centers, reflecting a meaningful increase in our investments in AI compute.reflecting a meaningful increase in our investments in AI compute.

The growth in reported cash CapEx in Q3 is somewhat muted due to the timing of supplier payments, which can cause variability from quarter-to-quarter. We continue to invest meaningfully in the technical infrastructure needed to support the opportunities we see in AI across Alphabet and expect elevated levels of investment, increasing in the fourth quarter of 2023 and continuing to grow in 2024.” We continue to invest meaningfully in the technical infrastructure needed to support the opportunities we see in AI across Alphabet and expect elevated levels of investment, increasing in the fourth quarter of 2023 and continuing to grow in 2024.”

She further clarified to an analyst that “2024 aggregate CapEx will be above the full year 2023.” “2024 aggregate CapEx will be above the full year 2023.”

The main takeaway is that the investment in technical infrastructure is growing and will continue to grow in 2024. There is an increasing shift in investment in technical infrastructure (i.e., AI and cloud) compared to other capex like office facilities, which is of prime importance for our portfolio. Ruth had clarified the change in shift in the Q4 2022 earnings call, “We're increasing our investments in technical infrastructure. And that's not just for AI. That's to support investments across Alphabet, in particular in Cloud as well. And at the same time, we're meaningfully decreasing our CapEx for office facilities.”we're meaningfully decreasing our CapEx for office facilities.”

Amazon

The company spent $58.62 billion in capex in 2022, down (-2%) YoY. The key takeaway is the company’s technological infrastructure spend is increasing. To understand the breakup of Amazon’s capex, we looked at some of the other previous earnings calls and understand technology infrastructure spend to be over 50% of the total capex. Brian Olsavsky, CFO of the company said in the Q2 2022 earnings call, “In 2021, we incurred approximately $60 billion in capital investments. , “In 2021, we incurred approximately $60 billion in capital investments. About 40% of that is comprised of technology infrastructure, primarily supporting AWS as well as our worldwide stores business. Another 30% of the $60 billion was fulfillment capacity and a little less than 25% was for transportation, remaining 5% was comprised of things like corporate space and physical stores, “In 2021, we incurred approximately $60 billion in capital investments. About 40% of that is comprised of technology infrastructure, primarily supporting AWS as well as our worldwide stores business. Another 30% of the $60 billion was fulfillment capacity and a little less than 25% was for transportation, remaining 5% was comprised of things like corporate space and physical stores.” He further said, “We expect infrastructure to represent a bit more than half of our total capital investments in 2022.”“We expect infrastructure to represent a bit more than half of our total capital investments in 2022.”

The guidance for 2023 capex is $50 billion, down (14.7%) YoY. However, technology infrastructure continues to grow. Brian said in the recent earnings call. “Now, let's turn to our capital investments. We define our capital investments as a combination of CapEx plus equipment finance leases. These investments were $50 billion for the trailing 12-month period ended September 30, down from $60 billion in the comparable prior year period. For the full year 2023, we expect capital investments to be approximately $50 billion compared to $59 billion in 2022. We expect fulfillment and transportation CapEx to be down year-over-year, partially offset by increased infrastructure CapEx to support growth of our AWS business, including additional investments related to generative AI and large language model efforts.”We expect fulfillment and transportation CapEx to be down year-over-year, partially offset by increased infrastructure CapEx to support growth of our AWS business, including additional investments related to generative AI and large language model efforts.”

We will be listening closely for 2024 capex discussions next quarter.

Conclusion 

We continue to monitor Big Tech capex commentary and are encouraged by Meta’s recent guide for FY2024. Meta is the only company that has provided this level of visibility. In addition to a potential increase in capex from Big Tech, we are hearing across the board that a higher allocation of capex is going toward AI infrastructure.

With that said, it’s normal for cloud IaaS to go through periods of optimization. Given Meta’s guide, we are hopeful a period of optimization will not happen in 2024. Meanwhile, we will continue to closely monitor Big Tech capex comments closely as an important proxy for AI accelerators.  

Royston Roche, Equity Analyst at the I/O Fund, contributed to this analysis.

Recommended Readings:

 Apple Q4: iPhone Revenue Accelerates while Services Shine

Cloudflare 3Q23 Earnings Summary

Supermicro Fiscal Q1: “Conservative” Guide

AMD Q3 Earnings: $2B in GPU Revenue for 2024

  

Posted in Cloud Infrastructure, Semiconductor StocksLeave a Comment on Big Tech companies continue to invest in AI

Marvell Q2 Earnings: 7% to 14.4% Incoming AI Revenue

Posted on August 26, 2023June 30, 2026 by io-fund

Marvell reported in line with expectations. There was a miss on GAAP margin and GAAP EPS, yet the guide was in line. We had written in our pre-earnings writeup that GAAP margins were depressed due to the amortization of acquired intangible assets, and that management expected further challenges due to increased product mix of 5G and ASICs. 

What’s exciting is that Marvell doubled its AI revenue from $400 million to $800 million. This means AI is now 14.4% of revenue, up from roughly 7% (on an annual run rate). This is bullish for our CY2024 thesis, and was not expected so soon. The most important statement on the call was this: 

“Based on our latest demand outlook for our electro-optics products, we now expect revenue from AI to exit this year at over a $200 million quarterly revenue run rate or $800 million annualized. This is well above what we had outlined last quarter. Put this in perspective, this would put us at the run rate we had previously communicated for all of next year.”

Where the report is concerning is the increasing net debt to EBITDA ratio, which has increased from 1.6X to 1.8X. You can expect us to risk manage this position depending on FED actions. It was stated in the call: “we will opportunistically explore accessing the debt capital markets to refinance our upcoming debt maturities.”

Please note, we covered Marvell more in-depth yesterday heading into earnings, so this will be a brief update. Read more here.

Revenue and EPS:

  • Revenue of $1.34 billion was in line. This represents a year-over-year decline of (-11.60%).
  • Guide of $1.4 billion was in line. This represents a year-over-year decline of (-8.9%)
  • GAAP EPS missed at (-$0.24) reported versus (-$0.15) EPS expected
  • Adjusted EPS was in line at $0.40

Going into the report, we had said:

Margins:

  • GAAP Gross Margin missed, hence the miss on GAAP EPS. The company reported 38.9% versus 45.6% guided, at the midpoint for a miss of 670 basis points.
  • Adjusted gross margin was in line with guidance at 60.3%
  • GAAP operating margin missed, coming in at (-15.3%) versus (-6.6%) expected. This resulted in an operating loss of (-$205.7) million
  • Adjusted operating margin was marginally above expectations at 26.9% compared to 26.3% guided. This resulted in $360.1 million in adjusted operating profits
  • The net margin was (-15.5%) and adjusted net margin was 21.6%

Cash:

The operating cash flow was $112.5 million compared to $208.4 million in Q1 and $332 million in the same quarter last year. The operating cash flow was low primarily due to an increase in DSO (days sales outstanding) and severance-related cash restructuring charges. Management mentioned that they expect DSO to improve in the next quarter.

The CFO, Willem Meintjes, replied to an analyst’s question.

“Yes, so this quarter certainly DSO was impacted somewhat by linearity. We do expect a nice back — bounce-back in Q3 and some normalization.”

It is crucial the company to improves its cash flows in the coming quarter. The free cash flow dropped to $1.2 million compared to $105.8 million in Q1 and $256.3 million in the same period last year. The lower operating cash flows and higher capex of $111 million led to the drop in the free cash flow.

Debt:

The company has cash of $423.4 million compared to $1.03 billion at the end of Q1. Debt is $4.15 billion, which includes short-term debt of $1.02 billion.

The company used $572 million to repay debt in the recent quarter. Due to the lower cash flows, the company had to repay its debt from the cash balance. This was in contrary to what management had indicated in the Q1 earnings call when they stated they would repay debt from free cash flow and cash balance.

They have resumed buybacks as indicated in the last earnings call and it doesn’t seem ideal the company would take this route when the net debt to EBITDA ratio has increased from 1.6x in Q1 to 1.83 in Q2.

Per the earnings call, “we will opportunistically explore accessing the debt capital markets to refinance our upcoming debt maturities.”we will opportunistically explore accessing the debt capital markets to refinance our upcoming debt maturities.”

We had highlighted this risk in our pre-earnings coverage that this is a stock we will be cautious with depending on the FED’s actions due to higher interest rate environment.highlighted this risk in our pre-earnings coverage that this is a stock we will be cautious with depending on the FED’s actions due to higher interest rate environment. If we close the position, it will be due to this as we foresee AI revenue becoming meaningful in the second half of calendar year 2024, and the FED becoming more meaningful than AI much sooner.

Also note, we were on high alert for comments around this per our pre-ER writeup, and the report did not satisfy the criteria of being able to pay the debt from cash flow.

Key Metrics:

Data center revenue was down (-29%) and was up 6% QoQ, which should be marking a bottom, as long as the storage recovery doesn’t get pushed out further. This compares to being down (-32%) YoY last quarter and (-12%) QoQ decline. This exceeded guidance of 0% QoQ growth. The beat was due to the AI networking products.

On a QoQ basis, data center is expected to accelerate to “mid-teens” growth. Per management: “Demand for our AI products continues to grow at an extraordinary rate and we are working very closely with our customers to meet the rapidly evolving needs. On the other hand, enterprise on-premise is expected to continue to trend down. As a result, we are projecting overall data center revenue in the third quarter to grow in the mid-teens sequentially on a percentage basis.”

This additional color was also shared: “Our overall revenue from cloud grew over 20% sequentially. Notably, revenue from both cloud AI and standard cloud infrastructure grew sequentially, with AI growing faster. As expected, revenue from the enterprise on-premise portion of our data center end market declined significantly on a sequential basis in the second quarter, reflecting a weakening enterprise market.”

Carrier infrastructure segment was down (-3%) YoY and down (-5%) QoQ due to wired networks whereas 5G was strong at 25% QoQ growth. 

Enterprise networking declined (-4%) YoY and (-10%) QoQ. This is expected to decline further into the low teens QoQ next quarter. Per management, enterprise networking will take a few quarters to normalize: “We expect this inventory re-normalization to take a few quarters to resolve as customer balance sheets get worked down over time.”

Automotive was up 32% YoY and 23% QoQ driven by increased adoption of Ethernet in cars. This segment is expected to be up 30% YoY and flat sequentially.

Consumer end market is up 2% YoY and up 18% QoQ. Revenue is expected to grow sequentially next in the low teens next quarter.

Notes on AI Revenue:

Per our pre-earnings notes regarding AI revenue: “However, up until FY2023 ending in January, the revenue was $200 million. This revenue is expected to double in the current fiscal year 2024 to $400 million.”

Notably, the company is at a $800 million run rate now with this earnings report. So, this means AI revenue has already doubled from the last call. Yes, it’s doubling on small numbers but it looks like we will be crossing $1 billion soon, and where can we then reasonably assume Marvell will end next fiscal year 2025 (calendar year 2024)? 

This is why AI is tricky – it moves very rapidly – so we went from 7% of revenue exiting the year at $400M in the last call to 14.4% of revenue exiting the year within three months. If Marvell adds $400 million again next one or two quarters, we will be at 18.3% of revenue based on the FY guide for FY2025.

What will the market do once we reach 30% or even 50% and how quickly will this happen. If we double between FY2024 to FY2025 (ending in calendar January 2025) then we will be at 25% of revenue by end of next year, or 18 quick months. This is based off adding another $800 million by end of year next year, which is a reasonable assumption since Marvell added $400 million annual run rate in a quarter. I’m sure you know where I’m going with this. Due to the rapid move in AI revenue this quarter, 25% in AI revenue exiting next year is probably too low.  

Earnings Call:

Marvell said something on the call that has been my contention for some time, which is that there are “scarce few” companies that will enable AI. I believe this is a winner-takes-most market. This is why I like Marvell very much as a stock, it’s showing us in the very early innings that it can be one of the few contenders to enable AI.

“As you heard in detail last quarter, AI infrastructure requires a staggering amount of high-bandwidth connectivity, best provided by an optically connected infrastructure operating at the highest available speeds. Marvell is enabling AI with a broad range of solutions, which include: PAM4-based optical DSPs and AECs for connecting accelerator clusters inside AI data centers; DCI products for connectivity between regional data centers; low-latency high-capacity Ethernet switches for fabric connectivity inside data centers; and custom silicon for compute acceleration. We are confident that the breadth of Marvell's technology positions us as one of a scarce few semiconductor companies that can enable the industry to capitalize on the rapid growth in AI.”.

Also, per the call, the following was stated on the margins: “We're targeting to get back to that 64% exiting this year and then to maintain that through next year. But clearly, it's sort of early to decide exactly how big the ASIC ramp is next year. Now if we do show outsized growth there, that would negatively impact our gross margin, but certainly our view is that, that would be very accretive to operating income and to EPS.”

Of course, my focus is on the “how big the ASIC ramp is next year” — the market will likely be forgiving on margins if we get a nice surprise in this regard.

Conclusion:

As a gentle reminder, covering semis is not easy. It was one year ago to the month that Nvidia missed $2.5B in revenue and it was expected to take years for the company to overcome the crypto mining selloff from Ethereum’s merge to PoS. 

Nvidia looks easy now that the company is reporting triple digit data center revenue growth, yet its gaming segment was a cyclical, black eye to the company in prior quarters. Thus, if you’re looking at this report and wondering if it’s worth sorting through all these moving pars, the answer (for me) is absolutely yes. The edge in investing is not found in regurgitating what everyone else already knows. Even if the Street is aware that Marvell has AI revenue, the company is greatly underestimated due to the rising importance of custom silicon.

In fact, the intense focus on Nvidia is perhaps to our favor as we will continue to dig up lesser-known stocks and AI angles. Marvell is a stock we’ve owned and covered for many years (about 3-4 years now), and it’ll take just a touch more patience before this research pays off on a company that is quite complex.

However, I don’t want to overlook the debt issue that Marvell faces. This simply doesn’t match our investing criteria and so in that regard we want to emphasize risk management around any FED decisions.  If we were to close/trim, we will add back at appropriate technical levels. We are ignoring this discipline for now and remaining invested, but want to give our Members a heads up that this is a risk we are tracking.

& p.s. sorry for any typos – we are closing out a long week and a long earnings season at the I/O Fund! See you Monday.

 Recommended Readings:

  • Marvell’s AI Opportunity Plus Q2 Earnings Notes
  • Lam Research: Wafer Fab Equipment Leader & HBM/DRAM Memory
  • Nvidia Q2 FY24 Earnings: 226% Q3 Data Center Growth is Bonkers
  • AMD Pre-Earnings Q2: Management Confidence is High for H2
Posted in Cloud Infrastructure, Semiconductor StocksLeave a Comment on Marvell Q2 Earnings: 7% to 14.4% Incoming AI Revenue

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