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Frank Lee
Managing Director and Global Head of Technology Hardware & Semiconductor Research at HSBC, covering Nvidia, AMD, TSMC and Asia tech equities.
15
APPEARANCES
7
PODCASTS
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Under the Banyan Tree - How to build a data centre
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4:11Frank LeeGUEST
So the memory is also an important part of this whole build-out, right? So the memory chips are used initially in the training, and they're also used in inference processes.
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4:22Frank LeeGUEST
But the content of memory has continued to increase a lot more than I think people expected.
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4:28Frank LeeGUEST
But what's also happened is that because AI has taken up such a huge part of demand, it's made traditional commodity memory super tight.
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4:41Frank LeeGUEST
It's not a situation that seems like it will resolve soon because starting next year, you know, the memory makers, they primarily only raise pricing of non-AI chips so far.
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4:53Frank LeeGUEST
And now the profitability of the non-AI chip on memory is higher than it was in AI, which Sounds strange because AI was supposed to be a higher margin chip.
9 MINS LATER
How to build a data centre
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4:11Frank LeeGUEST
So the memory is also an important part of this whole build-out, right? So the memory chips are used initially in the training, and they're also used in inference processes.
F
4:22Frank LeeGUEST
But the content of memory has continued to increase a lot more than I think people expected.
F
4:28Frank LeeGUEST
But what's also happened is that because AI has taken up such a huge part of demand, it's made traditional commodity memory super tight.
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4:41Frank LeeGUEST
It's not a situation that seems like it will resolve soon because starting next year, the memory makers, they primarily only raise pricing of non-AI chips so far.
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4:53Frank LeeGUEST
And now the profitability of the non-AI chip on memory is higher than it was in AI, which Sounds strange because AI was supposed to be a higher margin chip.
9 MINS LATER
A watershed moment for Chinese chipmakers?
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5:06So does this mean that companies like Samsung and Hynix are going to be out of business by the end of the year?
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5:15Frank LeeGUEST
I think what we're seeing here is just that it's a perfect storm for CXMT's listing.
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5:21Frank LeeGUEST
You're coming off basically one of the biggest memory super cycles in recent history because of AI.
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5:28Frank LeeGUEST
And I think, you know, if you think about why are people so excited and talking about this, because...
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5:33Frank LeeGUEST
Chinese investors have been seeing global investors participate in this memory trade for the last nine months, whether it's the Korean, you know, obviously the Korean market, you know, Micron in the U.S.
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5:43Frank LeeGUEST
So finally you have, you know, their own version of a memory company that they can participate in, which was what I think drove this huge interest in the IPO.
Detectives Investigating Goon River (Improvised Roundtable)
4:25

Detective ArnoldGUEST
It was also discovered that the brakes on the bus were tampered with so then there might have been foul play.
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4:33Frank LeeGUEST
yeah that's that's not surprising because so i've been looking into gabriella santana francisco herrera so you know her whole alibi was really fucked up because like she was like this tap dancer and there there was at one point a famous tap dancing instructor in goon river um and then i guess she wanted to go to la to continue her career once her training was done But then she had all these accidents herself and then went on a serial killer rampage.
7 MINS LATER
Anthropic in Talks to Use Microsoft AI Chips, Biggest Reveals in SpaceX IPO Filing
11:33
14:13
Akash PasrichaHOST
Is that enough to move the needle here, or what do you think it actually takes for the stock to move even higher? Because it didn't really move on the results last night.
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11:42Frank LeeGUEST
Yeah, because if you look at the split right now, the data center revenue split is now almost 50-50 between the hyperscalers and the non-hyperscalers.
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11:52Frank LeeGUEST
So I think if we see the non-hyperscaler portion continue to rise and exceed 50%, That would be a pretty positive indicator.
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12:01Frank LeeGUEST
The other thing I think as a second narrative is this focus on the server CPU, especially with the attention being paid this year to Gentech AI.
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12:13Frank LeeGUEST
They talked about potentially 20 billion in revenues from the server CPU itself.
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12:19Frank LeeGUEST
Now, I think the, I guess the pushback though would be $20 billion for NVIDIA is not a huge number.
Akash PasrichaHOST
What do you think is driving the increase in those rental prices? Is it just the GPU increase? crunch broadly? Is it customers saying that, hey, maybe we don't need the latest and greatest we can make do with the Hopper family or the A100s? What do you think was behind that?
Just a Game | Playful Creation with Frank Lee & Erin Truesdell
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15:00Frank LeeGUEST
The stereotype that people have games might be some young person alone in the basement or in their room with their controllers who are playing, right? It feels like a very antisocial, very solitary thing.
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15:13Frank LeeGUEST
But if you actually go back to the history of games, especially I kind of grew up with the game industry, the arcade where the big tall Pac-Man machines and the old arcade machines were, you would play the game, but there would be 15, 20 people around you, surrounding you, going up and down with your emotions as you are playing and so on, or possibly dissing you [laughs] between.
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15:40Frank LeeGUEST
I wanted to basically showcase how social game can be, and that really was in one sense the motivation of a lot of work that I do.
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17:26What Frank Lee and Erin Truesdell are building sits right at that intersection where play becomes practice, where technology becomes connection, where games become care.
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17:45Frank LeeGUEST
People might not realize this, but my career and Erin's career just starting is a very unusual path, a hard path for academic.
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17:53Frank LeeGUEST
Academic disciplines are very disciplinary, right? CS people doing CS stuff, digital media people doing digital media stuff.
Capital One’s $5B Brex Buy, Intel’s Sales Slump & OpenAI’s Greg Brockman Goes MAGA | Jan 23, 2026
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5:21Frank LeeGUEST
I mean, I think the thing with Intel is that it's not a simple story now because you have, besides the core chip business, you have this geopolitical aspect of trying to be an independent foundry and trying to compete with TSMC at some point.
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5:39Frank LeeGUEST
And I think one of the reasons, you know, shares have reacted as negatively as it has been is that beyond just the fact that they're not able to, they still have capacity constraints, It's the foundry outlook, the independent foundry outlook.
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5:53Frank LeeGUEST
I think the market's gotten a little bit bullish about more customer engagements, which we acknowledge.
Worldwide Exchange 12/12/25
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34:30Frank LeeGUEST
I think the reason people start to see some concern is that if you look at the TPU project, next year, MediaTek in Taiwan will have a TPU project with Google as well.
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34:42Frank LeeGUEST
But I think if you look at the scale, MediaTek's project is probably only going to be a couple hundred thousand units, whereas Broadcom's going to ship well over 3 million next year.
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34:54Frank LeeGUEST
But I think what's interesting to take note is that If you look at Amazon, Amazon has been doing a lot of the front-end portion of the chip themselves.
Bloomberg Surveillance TV: August 6th, 2025
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18:35Lisa AbramowiczHOST
How frustrating is it to get the fundamental story right and the price action wrong?
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18:43Frank LeeGUEST
I, I think when you think about this though, it was just really about the conviction that the management needed to give people.
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18:49Frank LeeGUEST
Uh, we had a really strong run-up into results, so I think going into these results, people were looking not only for a good number, but something tangible for analysts to be able to raise their numbers significantly after these results, and w- I don't think we got that.
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23:16Lisa AbramowiczHOST
Do you have a sense of how this is coming together, of what this proposal looks like?
Single Best Idea with Tom Keene: Frank Lee & Lori Calvasina
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3:00Frank LeeGUEST
the importance of AI right now, uh, and, and why it's so important to invest it in.
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3:04Frank LeeGUEST
You know, for example, if you look at sovereign AI right now, um, you know, the announcements earlier in the year-
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3:10Frank LeeGUEST
... about, uh, you know, Saudi Arabia are going to invest this huge amount of this.
Uncertainty Surrounds Jay Powell & US Trade
27:59

Tom KeeneHOST
Would that change at all within the geopolitics? Do we just still see a dominance of international investment in Pacific Rim semiconductor and technology?
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28:08Frank LeeGUEST
Yeah, I mean, and, I mean TSMC is 75% owned by foreigners, uh, foreign investors.
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28:14Frank LeeGUEST
But also, and I think this past year, there's a lot of changes, because they're now spending more money and production in the US.
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28:21Frank LeeGUEST
So they've talked about 30% of their most advanced 2-nanometer production will be in the US over the next few years.
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28:28Frank LeeGUEST
So I think this investment process has been surprising, uh, frankly to most of us, in terms of how quickly it's moving and the pace.
Uncertainty Surrounds Jay Powell & US Trade
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28:52Frank LeeGUEST
I think like most industries, everyone's dealing with the uncertainty around tariffs.
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28:56Frank LeeGUEST
But I think what's different is the importance of semiconductors right now in the global economy, especially with AI.
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29:08Frank LeeGUEST
so i think there is going to be you know there there will be ongoing uncertainty when it comes to tariffs but i think the market has started to shrug this off right and i think you know especially you know if you talk about ai infrastructure you know a lot of it is uh you know it's been driven by enterprise so this the tariff impact is not going to be as significant because i think if you talked about consumer they'll become a bigger impact because you're going to consumers are going to feel that immediate impact of tariffs
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33:09Frank LeeGUEST
Yeah, it's a very... complex one because you do see with the latest change for the Nvidia chip, they were banned earlier in the year and now they're actually allowed to sell in.
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33:20Frank LeeGUEST
So it shows you, I think there's a lot of, there's still a lot of unknowns and I think both sides are still working on in terms of trying to figure out what's the right balance.
New Trade Threats, Rubio's China Meeting, Pulling Back From Records. 7/11/25
30:25
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29:36Frank LeeGUEST
sure i i think the main thing is that you know compared to where we were at the beginning of the year where we got a lot more conservative um in terms of the outlook of amd's ai revenue we see some changes in the last couple months that's definitely much more constructive and i think at the beginning of the year there was very little visibility the mi325 chip that they launched in the uh in in the first quarter wasn't getting quite the feedback we were expecting but now as we see the mi355 the feedback's been a lot more positive And also, we see a big uplift in pricing, much more than we previously expected.
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30:08Frank LeeGUEST
So hence, we think there could be a big reversal in terms of the AI revenue for this year.
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30:14Frank LeeGUEST
So we now have more than $8 billion in revenues, which is considerably higher than the consensus around $6 billion.

Frank HollandHOST
This reversal of fortunes when it comes to AMD, if you will, is it a read to the broader chip sector? Are there other stocks that you think also are going to be beneficiaries of this increased demand for AI outside of NVIDIA, of course?
Bloomberg Surveillance TV: May 28, 2025
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20:50Jonathan FerroHOST
I just want to build on some of the conversation we've already had so far this morning and understand from your perspective why this won't be the beat and raise quarter that maybe some people got used to in years gone by.
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21:01Frank LeeGUEST
Yeah, I think if you look at the beaten race, we haven't really seen that for the last couple of quarters, NVIDIA, since the second half last year.
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21:09Frank LeeGUEST
So I think what you're seeing is that, and one of the reasons I think we see is that there's still some ongoing challenges they're facing this year, which they didn't face last year.
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21:17Frank LeeGUEST
You know, number one, you had, you know, the supply chain is still having some ongoing issues, especially on the downstream side and the way they ramp their NVR rack architecture up.
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21:30Frank LeeGUEST
Also, I think the GTC roadmap that was launched, it wasn't as exciting as people had hoped.
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21:36Frank LeeGUEST
We're not seeing a huge spec migration that will drive this incredible pricing power going forward.
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22:20Lisa AbramowiczHOST
Which side of the equation do you think is going to be the more important one this earnings season?
Countdown to Earnings, Momentum Meltdown, Party-line Vote. 2/26/25
33:30
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32:19Frank LeeGUEST
Yeah, so I think if you look at the initial fear of DeepSeq was that it would change the AI CapEx trajectory because of significantly lower costs.
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32:27Frank LeeGUEST
But within a few weeks, what you've seen is the hyperscalers have not only kept their CapEx, they've actually raised it.
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32:38Frank LeeGUEST
So I think that settled some of the initial fears that people had about DeepSeq having an immediate impact to earnings or demand, at least through this year.
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32:45Frank LeeGUEST
Now, in terms of why we think it might be a near-term tailwind is that We've seen in the last month or so a big change in body language, especially coming out of China.

Frank HollandHOST
What channel checks are you seeing that are giving you the indication that everything seems to be on track?


