The Information Machine

Milk Road AI 'Save This' Series: Micron, Corning, and Qualcomm as Overlooked AI Infrastructure Winners · history

Version 6

2026-06-24 02:28 UTC · 88 items

What

Milk Road AI's 'Save This' series has continued building its AI infrastructure bull case through a growing stack of institutional and named voices on Micron and memory: Perplexity CEO Aravind Srinivas says Micron could surpass Meta's ~$1.52T market cap and called that prediction conservative [9], a Jefferies expert call came in materially more bullish than the Q3 consensus of 15–20% quarterly memory price gains [7], and Jensen Huang frames AI memory demand as structural rather than cyclical [8]. The series has also expanded to AAOI, an optical component maker, following a 14% single-day selloff [18]. A new contrarian voice has entered: Jim Chanos argues the bull case for AI-adjacent energy stocks rests on a power constraint he considers temporary, predicting valuations collapse when it resolves [15]. The core supply-side risk — SK Hynix's ~62% HBM market share [10] and CXMT's domestic HBM3 production push targeting end of 2026 [12][13] — remains unaddressed by any bullish account.

Why it matters

The series is assembling a narrative of institutional validation for the Micron/memory thesis (Deutsche Bank, Gartner, Jefferies, Jensen Huang, Perplexity CEO), but none of these voices engage with HBM market share data or the Chinese supply expansion timeline — the two most direct risks to the demand-exceeds-supply story. The Chanos energy thesis introduces a distinct challenge: if AI power scarcity is temporary rather than structural, several infrastructure investment theses lose their durable-constraint argument.

Open questions

  • Jefferies' expert call was materially more bullish than the Q3 consensus of 15–20% memory price gains [7], but neither this nor the Deutsche Bank/Gartner forecasts [6] address CXMT's HBM3 timeline targeting end of 2026 [12][13] — do these institutional forecasts model Chinese supply expansion?

  • Aravind Srinivas predicts Micron surpassing Meta's ~$1.52T market cap [9], and Milk Road AI has posted Micron price targets of $4,000 [4] and $3,000 [8] in different posts — neither with a published valuation methodology; what is the underlying basis for either figure?

  • Jim Chanos argues AI power scarcity is a temporary bottleneck [15] — if he is right, which infrastructure theses are most exposed: energy stocks, neoclouds, or the data center buildout story?

  • Does Micron's US domicile constitute genuine strategic value even at lower global HBM share [4], or does SK Hynix's ~62% market position [10] limit the geopolitical premium argument?

Narrative

Milk Road AI's 'Save This' series, launched in June 2026, builds a retail investor thesis around physical AI infrastructure scarcity rather than model or platform leadership. The original three picks — Corning (fiber supply deals with Amazon, Meta, and Nvidia [1][2]), Qualcomm (on-device inference, tied to Jensen Huang's remark that Qualcomm is 'doing a great job' [3]), and Micron (high-bandwidth memory, framed as 'America's monopoly' with a $4,000 price target [4]) — treat physical-layer constraints as the durable investment story. Corning's stock was up 115% year to date at the time of reporting [5].

The memory and Micron leg of the series has acquired several layers of institutional and high-profile support. Milk Road AI cited Deutsche Bank and Gartner forecasts showing DRAM demand outrunning supply, arguing the memory stock run-up is in early stages [6]. A Jefferies expert call with a memory consultant produced an outlook materially more bullish than the Q3 market consensus of 15–20% quarterly price gains, with Milk Road AI arguing current equity pricing does not reflect that picture [7]. Jensen Huang frames AI memory demand as structural rather than a traditional cyclical boom-bust, a view Milk Road AI presents as the primary reason for Micron's durability — accompanied by a revised $3,000 price target [8]. Aravind Srinivas, CEO of Perplexity, publicly stated Micron could surpass Meta in market value and called that prediction conservative; Micron sits at roughly $1.28T against Meta's $1.52T [9]. Milk Road AI's own Micron price targets have appeared as both $4,000 [4] and $3,000 [8] in different posts, with no published valuation methodology in either case.

The bullish accounts accumulate voices but none engage with the supply-side evidence against the thesis. Industry data places SK Hynix at approximately 62% of the HBM market, with Micron competing against Samsung for second position [10][11] — directly contradicting the 'monopoly' framing. CXMT is aligning with Huawei on domestic HBM3 production targeting end of 2026, with Chinese industry organizing supporting tooling [12][13]; Convequity argued that Chinese memory capacity expansion, not demand collapse, is the most probable signal that the current memory cycle has peaked [14]. A contrarian voice has entered the broader infrastructure debate: Jim Chanos argues the bull case for AI-adjacent energy stocks rests on a power constraint that is temporary, not structural, and that when it resolves, elevated valuations will collapse [15]. This challenges a premise running through the series — that physical AI infrastructure scarcity is durable.

Beyond memory, the series covers neoclouds like CoreWeave and Nebius (defended against characterizations as mere equipment leasing [16]), SpaceX with space data centers framed as under-modeled IPO optionality [17], and most recently AAOI, an optical component maker added after a 14% single-day selloff [18]. Arav Srinivas separately argued that GPU order flow is a misleading AI infrastructure signal, with power availability and physical buildout timelines as the real constraints [19]. NVIDIA committed $2 billion to Coherent's Texas indium phosphide optical facility, a supply chain commitment that supports the physical-constraint thesis at the optical-interconnect layer [20].

Timeline

  • 2026-05-26: Micron crosses the $1 trillion market cap threshold, driven by HBM demand from AI workloads. [29]
  • 2026-06-08: Amazon announces a multibillion-dollar, multiyear optical fiber supply agreement with Corning for US data centers. [1][30][31][2]
  • 2026-06-08: Jensen Huang says Nvidia has no plans to enter smartphone chips and describes Qualcomm positively; financial media treat the comment as an investment signal. [3][22][24]
  • 2026-06-08: Milk Road AI publishes 'Save This' posts on Corning and Qualcomm, framing both as underappreciated AI infrastructure beneficiaries. [1][3]
  • 2026-06-13: Corning stock reported up 115% year to date, following fiber supply deals with Meta, Nvidia, and Amazon. [5]
  • 2026-06-14: Milk Road AI publishes 'Save This' post on Micron, predicting a $4,000 stock price and framing Micron as America's strategic monopoly on AI memory. [4]
  • 2026-06-15: Convequity publishes a thread arguing Chinese memory capacity expansion — not demand collapse — is the most probable signal that the current memory cycle has peaked. [14]
  • 2026-06-15: Milk Road AI extends the 'Save This' series to SpaceX, identifying xAI's data center business as a primary valuation driver. [21]
  • 2026-06-15: Reports surface that CXMT is aligning with Huawei on domestic HBM3 production targeting end of 2026, with Chinese industry organizing supporting tooling. [12][13]
  • 2026-06-15: CXMT reported to be phasing out DDR4 in favor of DDR5; analysts warn the capacity expansion risks global price pressure. [25][26]
  • 2026-06-16: NVIDIA announces a $2 billion investment in Coherent's Texas indium phosphide optical facility, treating domestic optical semiconductor manufacturing as critical AI infrastructure. [20]
  • 2026-06-16: Milk Road AI relays Arav Srinivas's thesis that GPU order flow is a misleading AI infrastructure signal; power availability and physical buildout timelines are the real constraints. [19]
  • 2026-06-17: Milk Road AI publishes DRAM shortage analysis citing Deutsche Bank and Gartner forecasts showing demand outrunning supply, arguing memory stocks are in early stages of their run. [6]
  • 2026-06-17: Milk Road AI argues space data centers are under-modeled optionality in the SpaceX IPO case, contending mainstream analysts treat them as optional. [17]
  • 2026-06-21: Perplexity CEO Aravind Srinivas publicly states Micron could surpass Meta in market value and calls that prediction conservative; Micron sits at ~$1.28T against Meta's ~$1.52T. [9]
  • 2026-06-22: Milk Road AI cites a Jefferies expert call with a memory consultant that came in materially more bullish than the Q3 consensus of 15–20% quarterly memory price gains. [7]
  • 2026-06-23: Milk Road AI posts a $3,000 Micron price target citing Jensen Huang's argument that AI memory demand is structural rather than cyclical. [8]
  • 2026-06-23: Jim Chanos argues the bull case for AI-adjacent energy stocks rests on a temporary power constraint; when it resolves, elevated valuations will collapse. [15]
  • 2026-06-23: Milk Road AI adds AAOI, an optical component maker, to the 'Save This' series following a 14% single-day selloff. [18]

Perspectives

Milk Road AI (@MilkRoadAI)

Strongly bullish on physical AI infrastructure across Corning, Qualcomm, Micron, neoclouds, SpaceX, space data centers, and now AAOI; stacking institutional forecast support (Deutsche Bank, Gartner, Jefferies) and high-profile endorsements (Perplexity CEO, Jensen Huang) on the memory leg.

Evolution: Expanding the pick list while accumulating additional institutional voices; Micron price target has appeared as both $4,000 and $3,000 in different posts without explanation of the discrepancy.

[1][3][4][21][16][19][6][17][9][7][8][18]

NVIDIA (Jensen Huang / Nvidia Newsroom)

Described Qualcomm positively in a narrow exchange about smartphone chips; committed $2 billion to Coherent for indium phosphide optical interconnects; argues AI memory demand is structural rather than cyclical.

Evolution: Three separate appearances with different weights: the Qualcomm remark was offhand, the Coherent investment is a considered supply chain commitment, and the structural memory demand framing is now cited by Milk Road AI as the primary thesis for Micron's durability.

[3][22][23][24][20][8]

Institutional sell-side (Deutsche Bank, Gartner, Jefferies)

DRAM demand is outrunning supply; a Jefferies expert call came in materially more bullish than the Q3 consensus of 15–20% quarterly price gains — used by Milk Road AI as institutional validation that the memory run-up is in early stages.

Evolution: Jefferies expert call added to the existing Deutsche Bank/Gartner forecasts, deepening the institutional backing for the memory bull case.

[6][7]

Aravind Srinivas (CEO, Perplexity)

Micron could surpass Meta in market value, calling that prediction conservative; previously argued GPU order flow is a misleading AI infrastructure indicator and physical buildout is the real constraint.

Evolution: Two distinct appearances: a general AI infrastructure constraint argument relayed by Milk Road AI, and a direct bullish market cap prediction on Micron — both align with the series' physical-constraint thesis.

[19][9]

Jim Chanos

The bull case for AI-adjacent energy stocks rests on a power constraint he considers temporary, not structural; when it resolves, elevated valuations will collapse.

Evolution: New voice in the thread; the only named bear on the AI infrastructure investment theme broadly, rather than on a specific company.

[15]

Convequity (@convequity)

Chinese memory capacity expansion — not demand collapse — is the most probable signal that the current memory cycle has peaked, presenting a supply-side counter-thesis to the Micron bull case.

Evolution: Consistent; the thesis has gained specific near-term content from CXMT-Huawei HBM3 reporting, though Convequity itself has not issued a follow-up.

[14][25][12][13]

CXMT and Chinese semiconductor industry

CXMT is aligning with Huawei on domestic HBM3 production targeting end of 2026, phasing out DDR4 for DDR5, with analysts warning the capacity expansion risks global price pressure.

Evolution: Brings the supply-side counter-thesis from theoretical to operational with a specific production target and organized industrial supply chain.

[25][12][13][26]

HBM industry data (Korea Herald, Forbes, Astute Group)

SK Hynix holds approximately 62% of the HBM market; Micron contests second place with Samsung — directly contradicting the Milk Road AI 'monopoly' framing.

Evolution: Consistent; no bullish account in the thread engages with this data.

[10][11][27][28]

Tensions

  • Institutional sell-side forecasts (Deutsche Bank, Gartner, Jefferies) show DRAM demand outrunning supply and Q3 pricing tracking above consensus [6][7]; Convequity argues Chinese memory capacity expansion is the most probable peak signal for the current cycle [14], supported by CXMT-Huawei HBM3 alignment targeting end of 2026 [12][13] — neither side addresses the other's evidence. [6][7][14][12][13]
  • Milk Road AI calls Micron 'America's monopoly' on AI memory [4], but industry data places SK Hynix at ~62% HBM market share with Micron competing against Samsung for second position [10][11]. [4][10][11]
  • Jim Chanos argues the AI power constraint is temporary and energy stock valuations will collapse when it resolves [15]; Milk Road AI and Arav Srinivas treat physical infrastructure scarcity — including power — as the structural and durable investment thesis [19][6]. [15][19][6]
  • Milk Road AI argues space data centers are under-modeled SpaceX IPO optionality with compelling economics [17]; mainstream analyst consensus, as Milk Road AI itself acknowledges, treats space data centers as optional upside to a terrestrial hyperscaler thesis. [17]
  • Corning's 115% year-to-date gain [5] is cited as evidence the infrastructure thesis is working, but no bullish account addresses whether the Amazon, Meta, and Nvidia fiber deals are already fully priced in. [5][1]

Sources

  1. [1] Most people have never heard of Corning and they should start paying attention (Save this). — Milk Road AI Twitter (2026-06-08)
  2. [2] Amazon Enters Agreement With Corning for Optical Fiber for Data ... — reactive:ai-infrastructure-investment-picks
  3. [3] Jensen Huang just told the world to buy Qualcomm stock (Save this) — Milk Road AI Twitter (2026-06-08)
  4. [4] Micron is going to be a $4,000 stock and the CEO just told you exactly why in one interview (Save this). — Milk Road AI Twitter (2026-06-14)
  5. [5] $GLW up 115% year to date after landing fiber deals with Meta, Nvidia and Amazon — reactive:ai-infrastructure-investment-picks (2026-06-13)
  6. [6] The memory stock run up is just getting started and this DRAM shortage chart explains exactly why (Save this). — Milk Road AI Twitter (2026-06-17)
  7. [7] Jefferies just held an expert call with a memory consultant and what came out of it is significantly more bullish than w… — Milk Road AI Twitter (2026-06-22)
  8. [8] Micron will be a $3,000 stock within the next couple of years and Jensen Huang gave the most important reason why (Save … — Milk Road AI Twitter (2026-06-23)
  9. [9] The CEO of Perplexity just said Micron could surpass Meta in market value and he was being conservative (Save this). — Milk Road AI Twitter (2026-06-21)
  10. [10] SK hynix holds 62% of HBM, Micron overtakes Samsung, 2026 ... — reactive:micron-hbm-bull-case
  11. [11] Micron makes aggressive HBM push to challenge Samsung, SK - The Korea Herald — reactive:ai-infrastructure-investment-picks
  12. [12] Chinese semiconductor industry gears up for domestic HBM3 ... — reactive:ai-infrastructure-investment-picks
  13. [13] CXMT, Huawei align on HBM3 ahead of China's 2026 AI memory leap : r/hardware — reactive:ai-infrastructure-investment-picks
  14. [14] Chinese Memory Expansion: Why Oversupply — Not Demand Collapse — Is the Most Probable Peak Signal for This Cycle — reactive:ai-infrastructure-investment-picks (2026-06-15)
  15. [15] Jim Chanos just made one of the most contrarian calls in the AI infrastructure trade right now (Save this). — Milk Road AI Twitter (2026-06-23)
  16. [16] This is a STUPID take and the people talking about it clearly haven't looked at what these businesses actually do or wha… — Milk Road AI Twitter (2026-06-16)
  17. [17] Space data centers aren't necessary to get excited about the SpaceX IPO but once you understand the math, they become im… — Milk Road AI Twitter (2026-06-17)
  18. [18] AAOI is one of the most underrated AI infrastructure plays on the market right now and today's 14% selloff just made it … — Milk Road AI Twitter (2026-06-23)
  19. [19] The market is watching GPU order flow as the leading indicator for AI infrastructure but that is the wrong signal accord… — Milk Road AI Twitter (2026-06-16)
  20. [20] Coherent Breaks Ground on Expanded Texas Facility, Scaling AI’s Optical Backbone — NVIDIA Blog (2026-06-16)
  21. [21] SpaceX's two biggest levers have nothing to do with rockets or Starlink (Save this). — Milk Road AI Twitter (2026-06-15)
  22. [22] Jensen Huang touts Qualcomm as Nvidia targets AI growth - MSN — reactive:ai-infrastructure-investment-picks
  23. [23] Nvidia's Jensen Huang urges investors to buy Qualcomm stock - MSN — reactive:ai-infrastructure-investment-picks
  24. [24] Jensen Huang Just Told Investors to Buy This Under-the-Radar Artificial Intelligence (AI) Chip Stock (Hint: It's Not Marvell) | The Motley Fool — reactive:ai-infrastructure-investment-picks
  25. [25] China's Rapid Memory Chip Expansion Raises Risk of Global Price ... — reactive:ai-infrastructure-investment-picks
  26. [26] CXMT to phase out DDR4, risks oversupply with DDR5 | Frederick Chen posted on the topic | LinkedIn — reactive:ai-infrastructure-investment-picks
  27. [27] How Micron Is Looking To Win The HBM Wars - Forbes — reactive:ai-infrastructure-investment-picks
  28. [28] SK Hynix Surpasses Samsung in DRAM Share - Semiecosystem — reactive:ai-infrastructure-investment-picks
  29. [29] Micron joins $1 trillion club as AI race powers memory chip boom — reactive:ai-infrastructure-investment-picks
  30. [30] Amazon’s data center push fuels 1,000-job fiber optic agreement with Corning — reactive:ai-infrastructure-investment-picks
  31. [31] Amazon and Corning strike multi-billion dollar fiber agreement — reactive:ai-infrastructure-investment-picks