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

Version 13

2026-07-04 18:13 UTC · 203 items

What

Milk Road AI's 'Save This' series covers eight AI hardware positions — Corning, Qualcomm, Micron, GE Vernova, CoreWeave, Marvell, Meta, and Nebius — unified by the argument that constrained physical supply makes component suppliers outperform the AI platforms they serve. Micron remains the series' centerpiece: Milk Road AI published three posts on July 3 reiterating the bull case, one directly dismissing CXMT as 'years behind and not a factor in advanced HBM' [2], and one citing UBS forecasts of 32% QoQ DRAM price growth in Q3 2026 with the market undersupplied through at least Q2 2028 [3]. Apple's lobbying campaign for a Pentagon-blacklist exemption to buy CXMT DRAM — confirmed by Reuters and the Financial Times [10][9] — has spread widely but remains unresolved, with a separate report showing CXMT already won a $3 billion RAM deal from an unnamed customer [13].

Why it matters

The UBS undersupply forecast through Q2 2028, with 2027 demand growing 36.2% against supply growing only 19.3% [3], would validate the structural de-commoditization thesis underpinning Micron's $4,000 price target. Whether CXMT's competition is confined to consumer DRAM or eventually reaches HBM determines whether export controls offer durable competitive protection or are progressively negotiable by large buyers.

Open questions

  • Will the White House grant Apple an exemption to buy CXMT DRAM? [10][9] The outcome determines whether Pentagon blacklisting is a durable moat or porous to lobbying by major customers.

  • UBS projects 2027 DRAM bit demand at 36.2% YoY growth against supply of only 19.3% [3] — what would a supply shock from CXMT or Samsung need to look like to invalidate this forecast, and on what timeline?

  • Nillo argues Micron is already priced as if de-commoditization will hold indefinitely [19], and Milk Road AI reports Micron trades at 8x forward FY2027 EPS of $112 [24] — at what valuation does the bull case require perfection?

  • Meta reportedly rose 10% on July 1 after announcing compute rental capability [25] — does this validate the Milk Road AI 'compute landlord' thesis for Meta as a durable position, or is it a one-day re-rating on a single announcement?

Narrative

Milk Road AI's 'Save This' series covers eight AI infrastructure positions — Corning (fiber), Qualcomm (on-device inference), Micron (HBM memory), GE Vernova (baseload power), CoreWeave (neocloud compute), Marvell (custom silicon), Meta (compute), and Nebius (neocloud) — unified by the argument that physical supply constraints make hardware suppliers outperform the AI platforms they serve. On July 3, Milk Road AI published three additional posts: one arguing that compute oversupply fears are mistaken given that only 20.6% of U.S. firms currently use AI in regular business functions and agentic workloads demand 10 to 100 times more compute than chatbot queries [1]; one dismissing CXMT as years behind on advanced HBM while framing Micron's $100B take-or-pay backlog as proof of structural de-commoditization [2]; and one citing UBS analysis projecting DRAM contract prices rising 32% QoQ in Q3 2026 and the market remaining undersupplied through at least Q2 2028 [3].

Micron's Q3 FY2026 results are the series' clearest data point: $41.5B in revenue, up 346% year-over-year, with 81.2% operating margins [3]. CEO Sanjay Mehrotra has disclosed 16 Strategic Customer Agreements covering $100B over five years with $22B in customer prepayments, pricing floors, and take-or-pay enforcement terms, arguing memory has become a strategic asset rather than a commodity [4][5][6]. UBS projects that in 2027, DRAM bit demand will grow 36.2% year-over-year while supply grows only 19.3%, and that the gap cannot be closed by aggressive ramp-ups because new fabrication capacity takes years to build [3]. Citi ranks DRAM supply as the single biggest AI compute bottleneck across all semiconductor categories [7], and BofA raised its Micron price target following Q3 earnings [8].

The primary complication is Apple's lobbying campaign for a White House exemption to purchase DRAM from Pentagon-blacklisted CXMT, confirmed by both the Financial Times and Reuters [9][10] and amplified across the Straits Times, Reddit, and LinkedIn [11][12]. A separate report indicates CXMT has already won a $3 billion RAM deal from an unnamed customer, with Apple described as a potential next buyer [13]. Milk Road AI directly addresses this risk, arguing CXMT is years behind on advanced HBM and poses no near-term competitive threat to Micron's AI data center business [2]. 24/7 Wall St offers a similar distinction: Apple's CXMT demand targets consumer-device DRAM for iPhones and Macs, not the HBM Micron sells into data centers [14]. A competing view holds that AI-induced pricing has broken the old consumer-memory dynamic and Apple's historical leverage as a large buyer no longer applies [15]. SK Hynix holds 58% of the HBM submarket as of Q1 2026, with Samsung and Micron at 21% each, directly complicating Milk Road AI's 'America's monopoly' framing [6].

Retail response has split. Melvin, TheValueist, and several amplifiers call the Apple/CXMT-driven selloff a buying opportunity [16][17][18], while Nillo argues the stock is already priced as if de-commoditization will hold permanently [19] and Briefing Block argues the ceiling may come from customer demand rather than production capacity [20]. Wall Street upgraded $MU unanimously to Strong Buy [21]. Jim Chanos remains the only named voice challenging the series' entire infrastructure-over-models premise, comparing AI infrastructure enthusiasm to a bubble larger than dot-com and arguing investors should own AI models rather than infrastructure builders [22][23].

Timeline

  • 2026-05-26: Micron crosses the $1 trillion market cap threshold driven by HBM demand from AI workloads. [49]
  • 2026-06-08: Amazon announces a multibillion-dollar optical fiber deal with Corning; Milk Road AI publishes 'Save This' on Corning as an underappreciated AI infrastructure beneficiary. [26][50][51]
  • 2026-06-08: Jensen Huang describes Qualcomm positively; Milk Road AI publishes 'Save This' on Qualcomm as an on-device inference play. [27][52]
  • 2026-06-14: Milk Road AI publishes 'Save This' on Micron with a $4,000 price target, framing it as America's strategic monopoly on AI memory. [28]
  • 2026-06-15: CXMT aligns with Huawei on domestic HBM3 production targeting end-2026; analysts warn expansion risks global price pressure. [43][44][53]
  • 2026-06-23: Chanos argues investors should own AI models rather than infrastructure builders and compares AI infrastructure enthusiasm to a bubble larger than dot-com. [23][22][36][37][38]
  • 2026-06-24: Micron Q3 FY2026 earnings: CEO Mehrotra discloses 16 Strategic Customer Agreements covering $100B over five years with $22B in deposits, pricing floors, and take-or-pay terms; AI-driven shortages forecast beyond 2027. [4][34][35][5][6]
  • 2026-06-24: Milk Road AI adds GE Vernova to the 'Save This' series, arguing turbine capacity is a structural AI asset because data centers require 24/7 baseload power the grid cannot supply fast enough. [29]
  • 2026-06-26: Milk Road AI publishes CoreWeave defense citing $2.08B Q1 revenue, $99.4B contracted backlog, and Nvidia's $2B co-investment alongside a joint 5-gigawatt AI factory expansion. [30]
  • 2026-06-29: Financial Times and Reuters report Apple is actively lobbying the White House for an exemption to buy DRAM from Pentagon-blacklisted CXMT; reports cause a Micron stock selloff. [9][45][10][46][47]
  • 2026-06-29: Citi ranks DRAM supply as the single biggest bottleneck across all AI compute semiconductor categories; Samsung and SK Hynix pursue their own 3-5 year supply agreements with major tech firms. [7][54]
  • 2026-06-29: Milk Road AI adds Marvell to the 'Save This' series: 18 active custom chip programs at the four largest hyperscalers, CXL market-share leader, $10B+ custom silicon target by FY2029. [31]
  • 2026-06-30: Milk Road AI adds Meta and Nebius to the 'Save This' series; Nebius framed as the strategic beneficiary of Nvidia's roughly $40B in ecosystem investments designed to sustain GPU demand across a fragmented compute landscape. [32][33]
  • 2026-07-01: Milk Road AI reiterates Micron $4,000 price target with an inference-memory-bound argument: GPUs sit idle more than 95% of the time during inference decode; Micron trades at 8x forward FY2027 EPS of $112 with HBM4 ramping at twice the prior generation's pace. [24]
  • 2026-07-01: Reports indicate CXMT won a $3 billion RAM deal from an unnamed customer; Apple is described as a potential next customer for the blacklisted Chinese supplier. [13]
  • 2026-07-01: BofA raises Micron price target following Q3 earnings; retail investors split between calling the Apple/CXMT-driven selloff a buying opportunity and arguing the stock is already priced as if de-commoditization will last indefinitely. [16][19][8]
  • 2026-07-01: Meta rises 10% after announcing plans to rent out AI compute capacity; Wall Street upgrades $MU unanimously to Strong Buy. [25][21]
  • 2026-07-03: Milk Road AI publishes three posts: arguing compute oversupply fears are wrong given 20.6% enterprise AI adoption and agentic demand multipliers, directly dismissing CXMT as years behind on advanced HBM, and citing UBS projections of DRAM undersupply through Q2 2028 with 2027 demand growth of 36.2% against supply growth of 19.3%. [1][2][3]

Perspectives

Milk Road AI (@MilkRoadAI)

Strongly bullish across eight infrastructure picks; Micron remains the centerpiece with $4,000 target; July 3 posts directly dismiss CXMT's HBM capability and cite UBS to argue DRAM undersupply runs through Q2 2028.

Evolution: Series has grown from three to eight picks; new posts add explicit anti-oversupply arguments and a direct CXMT rebuttal not present in earlier entries.

[26][27][28][29][30][31][32][33][24][1][2][3]

Sanjay Mehrotra (CEO, Micron)

Memory is 'no longer a commodity' but 'a strategic asset'; 16 Strategic Customer Agreements total $100B over five years with $22B in deposits, pricing floors, and take-or-pay terms; AI-driven shortages forecast beyond 2027.

Evolution: Consistent; Q3 FY2026 results ($41.5B revenue, 346% YoY, 81.2% operating margins) add financial weight to the structural argument.

[4][34][35][5][6][3]

Jim Chanos

Investors should own AI models rather than infrastructure builders; AI infrastructure enthusiasm compares to a bubble larger than dot-com; the power constraint underpinning the energy bull thesis is temporary.

Evolution: Consistent and widely distributed — the only named voice challenging the series' entire infrastructure-over-models premise.

[23][22][36][37][38]

NVIDIA (Jensen Huang)

Frames AI memory demand as structural; called Marvell the next trillion-dollar company; committed $2B to CoreWeave; framed by Milk Road AI as deploying roughly $40B in ecosystem investments to sustain GPU demand across a fragmented compute landscape.

Evolution: Consistent; Nebius framing casts Nvidia's investment strategy as deliberate multipolar-compute engineering rather than passive capital deployment.

[27][30][31][33]

Institutional sell-side (UBS, Citi, BofA)

DRAM demand is outrunning supply; UBS projects the market undersupplied through Q2 2028 with 2027 demand growing 36.2% YoY against supply of 19.3%; Citi ranks DRAM as the single biggest AI compute bottleneck; BofA raised its Micron price target after Q3.

Evolution: UBS undersupply forecast through Q2 2028 is new and the most specific timeline-bound institutional claim in the thread.

[39][40][7][8][3]

Convequity and HBM industry data

SK Hynix holds 58% of the HBM submarket as of Q1 2026, Samsung and Micron each at 21%; CXMT targets HBM3 production by end-2026; Chinese supply competition is the most probable cycle-peak signal.

Evolution: Milk Road AI's direct counter-argument — that CXMT is 'years behind' on advanced HBM — adds a named bullish rebuttal to the competitive supply data.

[41][42][43][44][6][13][2]

Apple (lobbying action) and regulatory amplifiers

Apple is running an active White House lobbying campaign for a Pentagon-blacklist exemption to buy CXMT DRAM, confirmed by FT and Reuters; story has spread to Straits Times, Reddit, and LinkedIn; 24/7 Wall St argues Apple's demand targets consumer-device DRAM, not HBM, leaving Micron's AI position intact.

Evolution: Wide amplification across additional outlets, but no new regulatory decision or disclosure — the exemption status remains unresolved.

[9][45][46][47][10][13][14][11][48][12]

Retail/independent valuation voices (Nillo, Briefing Block, Melvin, TheValueist)

Split: Melvin and TheValueist call the selloff a buying opportunity; Nillo argues Micron is already priced as if de-commoditization will last permanently; Briefing Block argues the ceiling may come from customer demand rather than production capacity.

Evolution: Consistent split from prior pass; Wall Street's unanimous Strong Buy upgrade adds institutional weight to the bull side without resolving the valuation debate.

[16][17][19][18][20][21]

Tensions

  • Milk Road AI and Mehrotra argue 16 five-year take-or-pay contracts de-commoditize memory pricing [4][6]; Apple is actively lobbying to buy DRAM from blacklisted CXMT [9][10], showing a named customer seeking supply outside that structure. [4][6][9][10]
  • Milk Road AI dismisses CXMT as 'years behind and not a factor in advanced HBM' [2]; industry data shows CXMT targeting HBM3 production by end-2026 and reportedly winning a $3 billion RAM deal [44][13]. [2][44][13]
  • 24/7 Wall St argues Apple's CXMT demand targets consumer-device DRAM, leaving Micron's HBM position intact [14]; ollobrains argues the AI buildout has broken the old consumer-memory pricing dynamic and Apple's historical leverage is gone [15]. [14][15]
  • UBS projects DRAM undersupply through Q2 2028 with 2027 demand growing 36.2% against supply of 19.3% [3]; Briefing Block argues the ceiling may come from customer demand rather than production capacity [20]. [3][20]
  • Retail bulls call the Apple/CXMT-driven Micron selloff a buying opportunity [16][17]; Nillo argues the stock is already priced as if de-commoditization will hold permanently [19]. [16][17][19]
  • Chanos argues investors should own AI models rather than infrastructure builders [22]; Milk Road AI's eight-investment series now spans memory, fiber, power, compute, custom silicon, on-device inference, and neocloud — with three July 3 posts marshaling supply-side scarcity data to argue oversupply fears are wrong [1][2][3]. [22][1][2][3]

Sources

  1. [1] The market thinking we're going to be oversupplied with compute is utterly stupid (Save this). — Milk Road AI Twitter (2026-07-03)
  2. [2] Go ahead and short Micron, I dare you and you will get burned (Save this). — Milk Road AI Twitter (2026-07-03)
  3. [3] You should remain extremely bullish on memory and especially on Micron (Save this). — Milk Road AI Twitter (2026-07-03)
  4. [4] Today is Micron's earnings day and CEO Sanjay Mehrotra has been saying the same thing for months, memory is not a commod… — Milk Road AI Twitter (2026-06-24)
  5. [5] Micron Signs Up 16 "Strategic Customer Agreements" For Memory ... — reactive:ai-infrastructure-investment-picks
  6. [6] Techcrunch: Micron, the only U.S.-based manufacturer of high bandwidth memory chips, just became Wall Street’s newest AI… — Rohan Paul Twitter (2026-06-28)
  7. [7] Citi refreshed its AI compute semiconductor rankings — key takeaway: DRAM memory supply is the biggest bottleneck, not a... — reactive:ai-infrastructure-investment-picks (2026-06-29)
  8. [8] $MU (Micron) Bullish Momentum – Strong Q3 Takeaways & BofA Price Target Hike Micron Technology just delivered powerful ... — reactive:ai-infrastructure-investment-picks (2026-06-25)
  9. [9] Apple seeks U.S. approval to buy memory chips from China's CXMT ... — reactive:ai-chip-price-inflation
  10. [10] Apple seeks approval to buy chips from blacklisted Chinese ... — reactive:ai-infrastructure-investment-picks
  11. [11] Apple seeks to buy China-made memory chips with lobbying push | The Straits Times — reactive:ai-infrastructure-investment-picks
  12. [12] Apple seeks to buy memory chips from blacklisted Chinese company — reactive:ai-infrastructure-investment-picks
  13. [13] China’s CXMT Just Won a $3 Billion RAM Deal — Apple May Be Next — reactive:ai-infrastructure-investment-picks
  14. [14] Apple Wants to Buy Blacklisted Chinese Memory. Micron Has Nothing to Worry About - 24/7 Wall St. — reactive:ai-infrastructure-investment-picks
  15. [15] The AI buildout has broken the old consumer-electronics memory bargain. Apple, historically one of the most powerful buy... — reactive:semiconductor-critical-materials (2026-06-29)
  16. [16] The selloff in Micron is one of the best buying opportunities you'll see this year (Save this). — reactive:ai-infrastructure-investment-picks (2026-07-01)
  17. [17] $MU Micron and the Structural Transformation of AI Memory Economics. Investment Thesis. New: 7/1/26. — reactive:ai-infrastructure-investment-picks (2026-07-01)
  18. [18] 🚨 Micron just locked in historically high memory prices & margins for the next 5 years. — reactive:ai-infrastructure-investment-picks (2026-06-26)
  19. [19] Micron may have changed the memory cycle—but its stock is already priced as if the change will last. — reactive:ai-infrastructure-investment-picks (2026-07-01)
  20. [20] $MU ’s memory boom is real. The ceiling may come from customers, not capacity. — reactive:ai-chip-price-inflation (2026-06-26)
  21. [21] 🐳 Wall Street just upgraded $MU unanimously to Strong Buy. The biggest option print today bet against the rally. — reactive:ai-infrastructure-investment-picks (2026-06-30)
  22. [22] Jim Chanos Says Investors Should Own AI Models, Not Data Center Builders - Business Insider — reactive:ai-infrastructure-investment-picks
  23. [23] 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)
  24. [24] Micron is going to $4,000 and once you understand what inference actually is, the number stops sounding crazy (Save this… — Milk Road AI Twitter (2026-07-01)
  25. [25] Meta ($META ) popped 10% on July 1 after announcing it would rent out AI compute capacity. — reactive:ai-infrastructure-investment-picks (2026-07-02)
  26. [26] Most people have never heard of Corning and they should start paying attention (Save this). — Milk Road AI Twitter (2026-06-08)
  27. [27] Jensen Huang just told the world to buy Qualcomm stock (Save this) — Milk Road AI Twitter (2026-06-08)
  28. [28] 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)
  29. [29] The GE Vernova turbine factory has become one of the most important buildings in the AI arms race (Save this). — Milk Road AI Twitter (2026-06-24)
  30. [30] CoreWeave is one of the most misunderstood stocks in the entire AI buildout and the market is making a classic mistake o… — Milk Road AI Twitter (2026-06-26)
  31. [31] Jensen Huang called Marvell, the next trillion dollar company and here is why I'm taking a position (Save this). — Milk Road AI Twitter (2026-06-29)
  32. [32] Everyone is focused on Meta's Capex going up and treating it like a problem but it's not. — Milk Road AI Twitter (2026-06-30)
  33. [33] Nebius will be the first neocloud to hit $1 trillion dollar company and here is exactly why (Save this). — Milk Road AI Twitter (2026-06-30)
  34. [34] 🚨 $MU CEO: STRATEGIC CUSTOMER AGREEMENTS REACH $100B — reactive:ai-infrastructure-investment-picks (2026-06-24)
  35. [35] $MU MICRON SEES AI-DRIVEN MEMORY SHORTAGE EXTENDING BEYOND 2027 — reactive:ai-infrastructure-investment-picks (2026-06-24)
  36. [36] Famous Short-Seller Says We’re In an AI Energy Bubble. Will Bloom Energy Prove Him Wrong? — reactive:ai-infrastructure-investment-picks
  37. [37] Short sellers like Michael Burry and... - CNBC International — reactive:ai-infrastructure-investment-picks
  38. [38] Jim Chanos on AI Infrastructure, Crypto Treasuries & Underlying ... — reactive:ai-infrastructure-investment-picks
  39. [39] 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)
  40. [40] 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)
  41. [41] Micron makes aggressive HBM push to challenge Samsung, SK - The Korea Herald — reactive:ai-infrastructure-investment-picks
  42. [42] 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)
  43. [43] China's Rapid Memory Chip Expansion Raises Risk of Global Price ... — reactive:ai-infrastructure-investment-picks
  44. [44] Chinese semiconductor industry gears up for domestic HBM3 ... — reactive:ai-infrastructure-investment-picks
  45. [45] Apple is waging an active lobbying campaign to secure White House approval to purchase memory chips from ChangXin Memory... — reactive:ai-chip-price-inflation (2026-06-29)
  46. [46] Apple seeks approval to source memory chips from a blacklisted Chinese supplier - Tech Edition — reactive:ai-infrastructure-investment-picks
  47. [47] Apple pivots to China for memory chips as AI-driven shortage sends prices soaring — reactive:ai-infrastructure-investment-picks
  48. [48] Apple Lobbies US to Source Chips from Blacklisted Chinese ... — reactive:ai-infrastructure-investment-picks
  49. [49] Micron joins $1 trillion club as AI race powers memory chip boom — reactive:ai-infrastructure-investment-picks
  50. [50] Amazon’s data center push fuels 1,000-job fiber optic agreement with Corning — reactive:ai-infrastructure-investment-picks
  51. [51] Amazon Enters Agreement With Corning for Optical Fiber for Data ... — reactive:ai-infrastructure-investment-picks
  52. [52] Jensen Huang touts Qualcomm as Nvidia targets AI growth - MSN — reactive:ai-infrastructure-investment-picks
  53. [53] CXMT, Huawei align on HBM3 ahead of China's 2026 AI memory leap : r/hardware — reactive:ai-infrastructure-investment-picks
  54. [54] Trade Whisperer on X: "🚨 $MU Huge News for the Memory Industry Micron signed its first-ever 5-year Strategic Customer Agreement, moving well beyond the typical one-year deal. Samsung and SK Hynix are following suit, pursuing 3 to 5 year contracts with major tech firms. Longer commitments mean https://t.co/sDbrrH2Aj9" / X — reactive:ai-infrastructure-investment-picks