Robert Whitman retweeted
NVIDIA compute is fungible, durable and highly rentable. It is a productive, revenue-generating asset.
The H100 is a three-year-old training chip. Its rental price is up 22 percent on the month, to $3.28 an hour.
Every depreciation schedule assumes a chip this old only loses value. The market is paying up for it instead.
Robert Whitman retweeted
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.
Yes, I'm still bullish on memory like $MU / Samsung.
As I said earlier, markets tend to rotate from bottleneck to bottleneck.
This week it looks $AXTI to $LITE in the photonics sector is the focus again.
The thing is... the primary thing that changed are the stock prices, followed by some narratives + updates sprinkled in here and there.
For photonics:
> We already knew $COHR / $LITE lasers were completely sold out for the next 2 years during July's drop.
> We knew about demand imbalance from $AAOI from last quarter's earnings calls.
Nothing deteriorated fundamentally during July's crash, other than listed price after liquidations.
Yet tons of people called $AAOI a "scam" when it dropped to $75, or $AXTI a "scam" on its drop to $35...
But are bullish again at $140 or $80, when the transciver/InP substrate bottleneck hasn't changed at all, but maybe even got worse... (eg. draft for US ban on new china optical transceivers, scale up demand projections)
For Memory:
I'm witnessing a lot of retail capitulation, but the same people I'm seeing were mega bullish after $MU signed 16 SCAs and gave exceptional projections a month ago.
Or were celebrating Samsung having the highest operating profit in the world.
There's updates here and there eg. Rubin Ultra with memory optimizations (which Nvidia strives for every generation), with prices no longer being hiked way above expectations to the extreme.
But the operating income relative to MC is just absurd around current prices, especially memory becomes structural.
And the demand imbalance should be even worse next year.
People tend to capitulate and follow narratives when a sector drops (eg. Helium/LNG back in Iran war), even if the bottleneck or fundamental situation hasn't really changed much (eg. $SPCX Elon earnings call reiterating memory tightness).
I can't tell others what to to do:
But $AAOI at $140 and $AAOI at $75 are the same company.
Samsung at a $1.5T MC and Samsung at a $980B MC are the same company.
Just valuations and narratives (often noise) change, and markets rotate from sector to sector.
Robert Whitman retweeted
China reportedly halts some rare earth shipments to US.
Not a new blanket ban, or any mention of specific rare earths.
But… if I had to guess, Japan is usually a decent indicator of what’s actively important since Japan:
- “sources virtually all of its dysprosium and terbium from China.”
- gallium, dysprosium, terbium and yttrium from China to Japan all stood at “zero” in June.
- Shin-Etsu Chemical has reportedly suspended acceptance of new orders for magnets containing dysprosium.
- Global magnet producer Proterial had received no export licenses for Chinese dysprosium as of last month
The Reuters piece mentioned yttrium, gallium, terbium, indium phosphide, and tungsten as historical examples (doesn’t say what’s being targeted now).
On a side note, $LYC.AX is becoming one of the most important alternatives, as Japan has locked up 75% of Lynas’s medium/heavy rare-earth output. (8 tons of dysprosium + terbium in Q1)
Something fun I also read is that Japan’s deep sea resource is enormous (est. at 16 million tons of rare earth rich mud, but commercialization is post-2028)
But in the meantime, China seem to be choking off feedstock that would materially affect Japan.
Since you’ve already seen the WF6 Japanese industry stressed from tungsten related halts.
And indium/others earlier this year that is used to make InP substrates from Sumitomo/JX.
But still gradually allowing exports directly eg. $AXTI -> $LITE to allow US/China trade to continue, kinda disrupting that from time to time, then using that as leverage.
It’s interesting since Japan has so many different monopolies like ABF, so we’ll see if they do anything back.
But if I had to give a prediction, it does look like the US has a countdown timer until China becomes self-sufficient on semiconductors.
TLDR:
- rare earth disruption to US
- China actively targeting Japan for upstream feedstock (which goes to Us supply chains), probably want to focus on that
- many many second/third order effects from disruptions
- we’ll see what US/Japan wants to do back, but supply chain wars are being fought upstream.
Robert Whitman retweeted
Exciting day for NVIDIA and @huggingface.
Open models strengthen safety and cybersecurity, accelerate innovation and diffusion, and enable sovereignty. They allow every developer, startup, university, industry and country to build with, customize and benefit from AI.
Thank you @ClementDelangue for coming to me.
NVIDIA is going to be a great home for Hugging Face, its community and the future of open models. 🤗
blogs.nvidia.com/blog/nvidia…
Robert Whitman retweeted
$TSM Vice President of Advanced Packaging:
"Foundries can scale up the optical engine, but the real bottlenecks to large scale deployment lie elsewhere...
Including lasers, optical fiber, fiber-optic connectors, and test" (UDN)
Just some bucket ideas:
Lasers: $LITE, $SIVE, $COHR, LandMark (3081), LuxNet, Sumitomo, Furukawa
Optical fiber / FAU: Foci, Browave, $GLW, Sumitomo
Fiber Optic / CPO Connectors: BizLink, $GLW , Fujikura, Nextronics, COXOC
CPO testing: MPI (6223), Advantest, $FORM, Msscorps, $KEYS, Chroma
(disclosure: exposure to theme above, individual names not named by TSMC)
There are others I like as well, such as ShunSin, which now has explicit TSMC COUPE exposure but probably belongs under a different category like packaging/integration.
eg. "Foxconn unit ShunSin confirms TSMC COUPE partnership"
I don't think there's anything too new vs. H1, aside from ongoing news (eg. FAU looks like there will have a demand imbalance in 2027, from a report last week).
But it's helpful to reiterate overall beneficiaries from time to time...
Robert Whitman retweeted
Imagine Celestial ($MRVL acquisition) was public.
The valuation would probably be astronomical in US markets (if I had to guess, $6-10B)
Because 2028 revenue projections were $500m (q4 annualized runrate), 2029 revenue projections were $1B.
And because Celestial is a core part of hyperscaler CPO programs.
Celestial's 2026 Q2 earnings would have been:
- Close to $0 revenue (Marvell said "revenue and earnings since the acquisition were not material")
- Losing -$12.5M/quarter ($50M/year)
Would people who knew what they were talking about looking at qualification cycle players say...
1. based on Celestial's Q2 P/S numbers and because it was losing -$12.5M a quarter... That it's a worthless meme stock?
Or
2. with CPO hyperscaler opportunities for 2028, it should be valued at $6-10B?
And I think that's a core cultural disagreement between US / EU cultures + markets.
If you knew how to evaluate qualification cycle players, which number actually matters? I'd argue overwhelmingly the latter.
Robert Whitman retweeted
If I had to be critical of $SIVE earnings:
1. Management underweighted the two disclosures that matter most.
-> 6 pluggable engagements
-> Foundry capacity (during an industry bottleneck)
That's the most important part of the call and should have been the focus to provide economic scale of them. But we got 2-3 sentences about it.
And it shouldn't take an Anime avatar on X to talk most about the implications of those.
2. CFO needs retraining or bring on a new one.
The lawyer like answers were infuriating to listen to as a shareholder. Even I got pissed off with this statement:
"we will evaluate the timing and decide whether the conditions are right to move forward at that particular time."
It should be a 100% given by now they file for dual listing to escape hostile Swedish markets.
Shareholders didn't fund a future growth type company to hear lawyer-like answers.
Again, this was probably one of the worst answers the CFO could have gave and there needs to be firm commitment along with faster timelines.
3. $70M should have gone toward M&A and dual listing.
-> Brutally honestly speaking, it's a waste of capital to focus on hybrid manufacturing at this stage and I was disappointed to hear this during this timeframe.
It's eventually needed but with 2 foundry suppliers
-> You have a ton of new capital and large marketcap.
Use it to pull $AVGO style acquisitions of Cloud Light style IP for pluggables or optical engines.
Lumilens went from 0 -> $5.5B in 2 years and now with hyperscaler engagements.
Sivers should expand out of the laser chokepoint as fast as possible and not stay just a component vendor.
And most of all, who cares about competing with customers? If a customer says: "if you do pluggables, we'll go with other players for lasers"
who?? $LITE / $COHR / $AAOI reroutes their lasers to internal usage. Lot of your Asian players already allocated.
Abuse the current bottleneck as much as possible because there's almost no qualified choices left.
And I'm certain all the partners are trying to vertically integrate upward toward the laser level too and compete.
If there was a new OE/pluggable accusation attempted during the Q2 time frame, things would have been a lot different.
_
TLDR:
$SIVE should aim to be the next $LITE and blitzscale like a Silicon Valley company.
Use that $70m capital to move faster H2, and at the bare minimum finish readiness then. And expect NASDAQ listing to be finished H1 2027.
Not "evaluation" at that timeframe.
And use the capital + equity to expand downward into optical engines/ELS/optical transceivers using your equity valuation, and buy a Celestial/Ayar/Cloud Lite type startup.
As for the wording of the call, markets care about economic value of the foundry allocation + 6 pluggable players, not other business segments.
$SIVE has been extremely conservative to date, but
they need to speed up and communicate to forward looking US/Int shareholders.
Not geared toward local Swedish audiences who care about Q2/TTM revenue.
Otherwise they'll be treated like an Asian component supplier and eventually be valued like an EU one.
$SIVE ER transcript just dropped, TLDR:
- 6 NEW pluggable players working with Sivers now.
Probably the biggest news of the entire ER next to new foundry allocations.
"3 are in alpha sample evaluation stage" and another 3 in technical engagement / supply assessment stage."
And now it makes more sense why their $1.2B revenue pipeline ballooned (since this was a bigger leap than Jabil).
- Initial production orders with $JBL expected in the first half of 2027, with the production ramp planned second half of 2027
LFG, Jabil is a massive hyperscaler supplier and finally got clear timelines on revenue from volume ramp.
- "new foundry partner who has brought on tremendous capacity that is available now"
This is what I wanted to hear. Apparently they've been in the works for this for awhile since it's "available now", and THIS IS VERY MATERIAL.
CW lasers are in a massive shortage and $SIVE brought on new supply outside of Win Semi (also de-risks).
As you hear with other qualified CW players (anything they make gets sold), so as Sivers partners finishes their qualifications, I'm expecting the same.
- "long-term capacity model where one-third of manufacturing capacity will be internal, while two-thirds will come from our foundry partners"
Lukewarm on this, it makes sense they need to be vertically integrated like $AAOI / $LITE eventually but implies more capex (better after NASDAQ listing).
As you see with ESMT + DDR2 bottlenecks, the operating income they get from just securing wafers during shortages and doing fabless models is incredible.
And it would make more sense to fund this with cashflow down the road.
- NASDAQ listing ongoing. CFO gave a very lawyer like answer, but on track as usual.
- "We do not see production capacity as a bottleneck at this point in time"
This is very meaningful since with their new foundry partners, implies $SIVE is coming online with a very material CW laser supply to a bottlenecked market.
TLDR:
- NEW substantial FOUNDRY ALLOCATION! (very, very material during CW laser shortage)
- 6 new pluggable players outside of $JBL
- Clear revenue ramp timelines from Jabil
Heavy focus on pluggables -> NPO -> CPO seems like the progression. Only lukewarm piece was building up internal capacity but it's long term positive.
Anyway, very happy after reading the transcript aside from potential capex prioritizing laser capacity (which is fine too during an industry shortage) over IP acquisition.
The 6 new pluggable players + substantial wafer allocation "available now" is a pretty insane disclosure.
Robert Whitman retweeted
Missed this mention earlier but IC design insiders reveal that OSAT providers have already warned clients:
"traditional packaging capacity could face a deficit exceeding 20% by 2027" (eg. $AMKR, ethereum:0x041ff0e49f6f774e7dc7bd10ee4a14c00b1d80b2, Powertech as potential beneficaries)
With: "wire bonding equipment" emerging as the primary bottleneck (ASMPT, $KLIC)
-> influx of AI server shipments has triggered a spike in demand for mature chips
-> existing mature packaging capacity at OSATs is being rapidly absorbed
-> securing early access to traditional packaging capacity is now becoming a challenge
Cascading bottleneck patterns are occurring across memory (eg. DDR2, DDR3) and now packaging capacity I guess.
Robert Whitman retweeted
Yes. I genuinely don't have a clue why $SIVE still focuses on local Swedish markets for communication/private fundraising.
Over the US.
The questions you get from Swedish heavy audiences include:
- Leading questions like how would you "stop the bleeding"
- "Why can't you disclosure your private customers"
- Why focus on transceivers (it's obvious)
- Implications for non-photonics orders
So 1/3rd of the time, the CEO needs to be defending leading/accusatory questions around what "opportunity pipeline means"
US analysts would have pressed:
- Economic implications from 2 foundry allocations during a bottleneck + ASP hike/operating leverage
- Around much capacity revenue would those allocations lead to (half of AOI calls are around those from US analysts)
- $GFS NPO/CPO/pluggable scale implications and downstream end customers opportunities
- Ayar / CPO player 2028 ramp (that happened to raise $500m+) or other products like ELS production with O-net and TAM opportunities there.
- How big those 6 new pluggable players were, rather than asking "why can't you disclosure them"
- Clarifying CFO legalposts around listing timeline and M&A TAM expansion opportunities
So investors can get a sense of future growth for 2027-2028.
Instead, the way leading questions are framed/answers, the entire calls were focused around current financials (which US investors don't care about), non-photonic implications, or skepticism of wording.
Rather than exciting US investors about economic implications from their time in a CW laser bottleneck.
The more time $SIVE spends in Swedish markets, the more they will be valued as such.
Robert Whitman retweeted
Just some random ideas from Elon’s post:
$AAON - Chillers / liquid cooling
$NVT - Cooling
$MOD - Chillers / Cooling
$IESC - Wiring
$MTRS - chillers
$JCI - chillers
$HPS.A - Transformers (disclosure I own positions in this)
$PRY.MI - networking/wiring(fiber)
$CRDO / $AAOI (same) / $LITE / $COHR - networking
Since Elon Musk cited:
- transformers
- wiring
- liquid cooling
- massive chillers + complex networking
As the point of failure for AI compute buildout.
Which is “harder than finding power”
Consensus estimate is that ~15GW of AI compute produced in 2027 cannot be turned on in 2027.
This is harder than just finding power, as you also need to build out all the transformers, wiring, liquid-cooling, (massive) chillers & complex networking. grok.com/share/bGVnYWN5_4f06…
Robert Whitman retweeted
Okay just to simplify this:
There is a guy who eats a lot called $NVDA. Nvidia only wants to buy high-priced potatos off the farmers.
A potato farmer $MU, that was selling carrots... now shifted farmland to potatos.
Nvidia caused a great potato famine cause they can eat a lot. So everyone else who farmed carrots like SK Hynix and Samsung moved their farmland capacity to grow potato.
But... people still need to eat. And carrots are a healthy part of their everyday diet..
Now there's no more carrots aside from a player like "ESMT", the legacy carrot farmer.
So now, because everyone buys carrots off ESMT, there's a shortage and the price goes up.
So ESMT needs more carrot seeds (from PSMC). But PSMC is running low on carrot seeds to grow the carrots.
So PSMC charges ESMT more for the seeds.
But the price ESMT sells the carrots at are much higher than what PSMC hikes the carrod seed price.
now... ESMT is making enough from selling carrots that it traded 1.9x P/E off July's earnings.
Can ESMT keep selling these carrots through 2027?
All the other farmers thinks so since it's both hard + low incentive to migrate their valuable potato farms back to carrot farms.
Yep, ESMT (3006) has exposure to multiple legacy memory segments.
Has a portfolio of: SLC/SPI NAND, NOR Flash, DDR2/DDR3, MCP/eMCP, so all the fun legacy stuff.
If you want to look at broader industry price hikes coming up that ESMT has exposure to:
1. SLC NAND: ~120-170% for H2 2026.
2. DDR2: ~35-40% for Q3 2026.
3. DDR4: +30–40% Q3 (with DDR3 tightening)
4. NOR +60–65%+ for H2 (high density)
5. MCP/eMCP: maybe ~+15–25% QoQ for ESMT from my own estimate
For official breakdown:
DDR2 + DDR3: ~45% of revenue
DDR4/other DRAM ~ 10% of revenue
eMCP/MCP ≈30%
Analog + other ≈15%
Regardless, duration/hikes is the key:
-> "none of the major global SLC NAND suppliers plan to add new production capacity in the near term."
-> TrendForce specifically expects depleted inventories to make SLC NAND even tighter in Q4.
-> Winbond withdrawing DDR2, would make inventory even tighter (and they're doing allocations into 2029-2030)
-> ESMT management said the market's main problem was supply, not demand; the company's foundry allocations covered only roughly 60–70% of customer orders
-> Nanya: "memory shortages could last through the end of 2027, with supply and demand still tight in 2028"
->Nanya explicitly said capacity constraints could cause shortages across DDR5, LPDDR5, DDR4, LPDDR4 and DDR3.
-> ESMT included eMCP among the products receiving order-transfer benefits as mature node resources were being pulled elsewhere
______
If I had to state my thoughts again:
I think ESMT's ~1.9x July annualized run-rate P/E could compress further, despite factoring in PSMC's 45% wafer hike due to further legacy memory price hikes.
Industry commentary supports durability throughout 2027.
Cherry on top is if we start seeing LTAs and visibility into 2029-2030 (but not factored in).
I think markets either don't know about this, are mispricing duration, or overestimating PSMC's wafer hike effects.
Maybe playing duoQ with Rank 1 Challenger "ESMT" in LoL classic... Is more fun than playing with hardstuck "Micron" in League?
Robert Whitman retweeted
1 year ago $SNDK was $35 → ripped 6625.71% to $2354.
Here are 13 stocks still under $20 with the exact same Al setup:
1. $POET $8.08 - Optical interposers for Al data centers
2. $LAES $2.54 - Post-quantum security chips
3. $TE $4.65 - Only US owned solar cell fab
4. $KEEL $3.51 - Bitcoin miner turning Al power landlord
5. $SATL $5.36- Owns the satellites, defense demand exploding
6. $ONDS $8.22 - Counter-drone defense
7. $ACHR $5.96 - Bought Boeing's drone unit
8. $SMR $9.81 - Only NRC-approved SMR, Al needs baseload
9. $GILT $10.12 - Ground terminals for every constellation
10. $SPIR $13.73 - NOAA privatizing weather data
11. $GLXY $24.79 - Crypto funding gigawatt Al data center
12. $BKSY $25.21 - Gen 3 satellites live
13. $AEVA $16.16 - Lidar pivoting to Al co-packaged optics
Bookmark this. Which one are you watching?
Next alert dropping soon!
If you are not following us with notifications turned on, you might miss our next alerts.
Robert Whitman retweeted
Replying to @jusmentrades
uhh, pretty sure $GFS is a 2027-2028 type optical rerating story...
fyi they're like 11.5 fwd p/e ending 2028 and 7.5x longer term, so idk about betting on a 1 1/2 month timeframe in 2026.






















