The Information Machine

AWS CEO: AI Compute Demand So Strong No A100 Server Has Ever Been Retired · history

Version 23

2026-05-25 20:39 UTC · 572 items

What

AWS CEO Matt Garman's April 2026 statement that AWS has never retired a single Nvidia A100 server—citing demand that structurally exceeds supply even for six-year-old GPUs—anchors a multi-layer AI infrastructure shortage spanning GPUs, CPUs, and memory simultaneously[1][2]. Micron announced high-volume HBM4 production for Nvidia Vera Rubin at Computex 2026[28], placing all three major memory suppliers in active HBM4 production for the first time and resolving its previously-flagged delay concern[29]. Nvidia's Rubin Ultra platform faces a specific CoWoS-L advanced packaging bottleneck at TSMC[34], while base Rubin entered production in January 2026[33]; Nvidia has simultaneously requested 16-high HBM stacks from suppliers by Q4 2026[30]—an escalation beyond today's 12-high standard. AMD confirmed Instinct MI500 on 2nm CDNA 6 for 2H 2027[35][36], with competitive relevance now shaped by whether Rubin Ultra's CoWoS-L delays create a concrete addressable window.

Why it matters

All three major HBM suppliers now in active HBM4 production partially alleviates the allocation concentration risk that defined 2026's supply picture—but Samsung's 2026 HBM allocation is already sold out[24], and Nvidia's 16-high HBM request[30] signals another specification escalation before HBM4 has fully ramped, potentially triggering a new redesign cycle at all three suppliers. The CoWoS-L precision matters because TSMC advanced packaging capacity—not memory die yield or compute die design—may be the single binding constraint on Rubin Ultra's schedule, with downstream consequences for AMD's 2H 2027 competitive window and the HBM4 bandwidth specifications memory suppliers must target.

Open questions

  • With Micron in high-volume HBM4 production for Vera Rubin[28], has the previously-documented delay risk been resolved—and does this reset the contested Samsung-Micron #2 HBM ranking[31] in Micron's favor going forward?

  • Is TSMC's CoWoS-L packaging capacity the single critical bottleneck for Rubin Ultra[34], and does the same constraint apply to other next-generation GPU programs requiring large-format CoWoS packaging?

  • Nvidia has requested 16-high HBM stacks from suppliers by Q4 2026[30]—does this trigger a new redesign cycle at memory suppliers, analogous to the Rubin HBM4 spec changes that drove the current year's delays?

  • AMD MI500 is confirmed on 2nm CDNA 6 for 2H 2027[35]—TechRadar asks whether it arrives too late given Vera Rubin's 2026 target[37], but does Rubin Ultra's CoWoS-L delay[34] answer that question differently?

Narrative

On April 26, 2026, AWS CEO Matt Garman stated publicly that AWS has never retired a single Nvidia A100 server and is completely sold out of A100 capacity, characterizing AI compute demand as 'almost insatiable'[1][2]. Grok independently assessed the core claim as accurate[3]. SemiAnalysis documented nearly a 40% H100 one-year rental price surge over six months[4]; Tomasz Tunguz documented a 114% spot surge over six weeks[5]; and Nvidia Blackwell GPU rental reached $4.08/hr, a 48% surge establishing a new pricing tier[6]. Andy Jassy's April 2026 shareholder letter confirmed AWS's chips business at a $20B+ annual revenue run rate, with Trainium2 largely sold out, Trainium3 nearly fully subscribed, and Trainium4 capacity reserved 18 months ahead[7][8]—and Amazon is considering external Trainium sales potentially valued at $50 billion[9]. The GPU shortage sits atop a confirmed CPU crunch: Intel Q1 FY2026 earnings confirmed agentic AI as a material revenue driver[10][11], its stock surged to a $95.73 all-time high with the highest forward P/E of any large-cap chip stock[12][13], and both Intel and AMD executed approximately 15% server CPU price increases—Intel's third round since the shortage began[14][15]. AMD CEO Lisa Su reported server CPU demand 'far exceeded expectations, supply now tightening'[16], with multiple researcher reports attributing AMD's record CPU market share gains primarily to Intel supply constraints[17][18][19].

The memory layer carries the most dynamic supply picture. TrendForce framed 2026 as 'HBM4 Delays and HBM3e Dominance'[20], and both Samsung and SK Hynix issued direct public warnings that AI-driven memory shortages could persist until 2027 and beyond[21][22], with SupplyFrame Intelligence extending the outlook to 2030[23]. Samsung's entire 2026 HBM supply allocation sold out after beginning Nvidia shipments in Q3 2025[24]; Samsung claimed commercial HBM4 shipments began in February 2026 and is near a deal to supply over 30% of Nvidia's HBM4 needs[25][26]. SK Hynix holds approximately 62% of the total HBM market[27]. At Computex 2026, Micron announced it is in high-volume production of HBM4 designed specifically for Nvidia Vera Rubin[28], directly resolving the DigiTimes-flagged risk that Micron's HBM4 delay would cede competitive ground to Samsung and SK Hynix[29]. All three major memory suppliers are now in active HBM4 production. Nvidia has simultaneously requested 16-high HBM stacks—an escalation beyond the current 12-high standard—from its memory suppliers by Q4 2026[30], signaling another specification cycle before HBM4 has fully ramped. The market share contest between Samsung and Micron for the #2 HBM position remains contested: one analyst placed Micron ahead of Samsung[27], while a Reddit r/hardware report indicates Samsung has since reclaimed second place[31], with Micron's high-volume HBM4 production announcement potentially reopening the competitive picture again.

On the GPU platform side, a Wedbush January 2026 institutional analysis titled 'NVIDIA Rubin Architecture Triggers HBM4 Redesigns and Technical Delays for Memory Makers' formalized the causal chain from Rubin spec changes to HBM4 delays at Samsung and SK Hynix[32]. The Rubin story has since bifurcated: base Rubin entered full production at CES 2026[33], while Rubin Ultra faces a more specific constraint—CoWoS-L advanced packaging issues at TSMC[34]—rather than generic design problems. CoWoS-L is the large-format packaging technology required for Rubin Ultra's expanded chiplet configuration; TSMC's CoWoS-L capacity may be the binding bottleneck for Rubin Ultra's schedule. AMD confirmed Instinct MI500 on 2nm CDNA 6 architecture for 2H 2027, alongside Instinct MI400 for 2026[35][36]. TechRadar raised whether MI500 arrives 'too late' given Nvidia's Vera Rubin 2026 target[37], but Rubin Ultra's CoWoS-L delay[34] makes the 2H 2027 competitive window more concrete than it appeared before the specific packaging bottleneck was identified. Micron's Q2 2026 record revenues[38] and 120% year-to-date stock gain[39] reflect strong financial performance across both HBM3e and HBM4 ramps simultaneously.

Timeline

  • 2025-10-30: Samsung's entire 2026 HBM supply allocation sells out after beginning Nvidia HBM shipments in Q3 2025—the earliest documented HBM demand saturation anchor in the thread. [24]
  • 2026-01-01: TrendForce publishes 2026 HBM Outlook under the framing 'HBM4 Delays and HBM3e Dominance'; Samsung and SK Hynix join Project Stargate as memory suppliers; HBM4 mass production delayed to Q1–H2 2026 by Nvidia Rubin spec changes. [20][59][60]
  • 2026-01-05: AWS raises EC2 Capacity Block prices 15% in a uniform ML pricing adjustment. [61][62]
  • 2026-01-07: AMD confirms Instinct MI500 for 2H 2027 on 2nm CDNA 6 and MI400 for 2026 at CES; The Register unpacks AMD's full datacenter GPU roadmap. [35][36][46]
  • 2026-01-15: Wedbush publishes 'NVIDIA Rubin Architecture Triggers HBM4 Redesigns and Technical Delays for Memory Makers'—the first named institutional analysis formalizing the Rubin-to-HBM4-delay causal chain. [32]
  • 2026-02-12: Samsung claims it leads the race to ship HBM4 to Nvidia with commercial shipments begun; Barron's covers the Samsung-Micron 'first shipment' contest. [25][49]
  • 2026-04-09: Jassy's 2025 shareholder letter: AWS chips business at $20B+ annual run rate; Trainium2 largely sold out, Trainium3 nearly fully subscribed, Trainium4 reserved 18 months ahead; Amazon considering external Trainium sales at potentially $50B. [7][8][9]
  • 2026-04-24: Intel Q1 FY2026 earnings confirm agentic AI demand materially driving CPU revenue; Q2 guidance raised; production shifted to Xeon server processors; Intel exec warns CPU shortage is hitting 'everyone.' [10][11][63]
  • 2026-04-25: Intel stock surges to all-time high of $95.73—contextualized as the highest forward P/E of any large-cap chip stock. [12][13]
  • 2026-04-26: AWS CEO Matt Garman publicly states AWS has never retired a single Nvidia A100 server and is completely sold out, citing demand as 'almost insatiable.' [1][2]
  • 2026-04-27: SemiAnalysis H100 one-year rental price index documents nearly 40% surge over six months; Azure confirms NVv4 (AMD MI25) and NVv3 (older Nvidia Tesla) VM retirements by September 2026 while A100-based instances remain active. [4][64]
  • 2026-04-30: Amazon tripled its CPU server count and still ran out of capacity; Meta signs multibillion-dollar deal to deploy tens of millions of AWS Graviton5 cores for agentic AI. [41][65]
  • 2026-05-02: AMD Q1 2026 earnings beat; Lisa Su states server CPU demand 'far exceeded expectations, supply now tightening'; Intel and AMD both confirm approximately 15% server CPU price increases—Intel's third round. [16][14][15]
  • 2026-05-03: Samsung and SK Hynix issue public warnings that AI-driven memory shortages could persist until 2027 and beyond; SupplyFrame Intelligence quotes experts extending the outlook to 2030. [21][22][23]
  • 2026-05-20: Nvidia Blackwell GPU rental documented at $4.08/hr (+48%), establishing the first concrete next-generation price point; SK Hynix confirmed at 62% HBM market share; enterprise DRAM buyer guides published by FindChips, VersaLogic, and ServerMonkey. [6][27][66]
  • 2026-05-20: Computex 2026: Micron announces high-volume production of HBM4 designed for Nvidia Vera Rubin; Nvidia requests 16-high HBM stacks from memory suppliers by Q4 2026. [28][30]
  • 2026-05-25: Rubin Ultra identified as specifically facing CoWoS-L advanced packaging issues at TSMC; WCCFtech reports Rubin and Rubin Ultra face design/spec issues broadly, positioning AMD MI500 as a 2H 2027 alternative; Samsung reportedly reclaims #2 HBM market share from Micron; Micron Q2 2026 record revenues, stock up 120% YTD. [34][48][31][38][39]

Perspectives

Matt Garman, CEO of AWS

AI compute demand structurally exceeds supply across all GPU generations; AWS completely sold out of A100 capacity, never retired one; demand 'almost insatiable'; personally endorsed Meta's Graviton5 deployment as 'one of the biggest shifts in AI right now.'

Evolution: Consistent. Corroborated by Samsung/SK Hynix DRAM shortage warnings, confirmed 15% CPU price increases, Samsung's 2026 HBM sold-out status, AMD record CPU share gains, and Blackwell GPU rental above $4/hr.

[1][2][40][3][41][42]

Andy Jassy, CEO of Amazon

Amazon chips business at $20B+ annual revenue run rate, 'on fire'; Trainium2 largely sold out, Trainium3 nearly fully subscribed, Trainium4 reserved 18 months ahead; considering external Trainium sales at potentially $50B.

Evolution: Consistent. External Trainium sales plan confirmed by mainstream financial press. MSN '$15B AI revenue' vs. Jassy '$20B+ run rate' discrepancy remains unreconciled.

[7][8][9][43][44][45]

AMD

Q1 2026 earnings beat; server CPU demand 'far exceeded expectations, supply now tightening'; record CPU market share gains attributed primarily to Intel supply constraints; MI500 confirmed for 2H 2027 on 2nm CDNA 6, MI400 for 2026.

Evolution: MI500 technical specifications and 2027 timing confirmed at CES 2026, adding product-level detail to AMD's competitive GPU positioning that was previously framed only in competitive-beneficiary terms relative to Rubin Ultra delays.

[16][17][18][19][35][36][46][47]

Intel

Q1 FY2026 earnings confirm agentic AI demand driving CPU revenue; stock at $95.73 all-time high, highest forward P/E of any large-cap chip stock; three rounds of server CPU price increases totaling approximately 15%; production shifted to Xeon.

Evolution: Consistent. AMD's record CPU market share gains—attributed to Intel supply constraints by multiple researchers—represent an unacknowledged competitive headwind not yet addressed in Intel communications.

[10][11][12][13][14][15][17][18][19]

Nvidia

Blackwell GPU rental at $4.08/hr (+48%); base Rubin entered production at CES 2026; Rubin Ultra faces CoWoS-L advanced packaging issues at TSMC specifically; Nvidia requesting 16-high HBM stacks from memory suppliers by Q4 2026, escalating beyond current 12-high standard.

Evolution: Rubin Ultra's constraint is now more precisely identified as CoWoS-L packaging rather than generic spec problems, and the 16-high HBM request is a new forward demand signal—both developments add specificity to the GPU-side supply chain not present in prior synthesis passes.

[6][33][34][30][48][32]

Samsung and SK Hynix

Both companies warned publicly that AI memory shortages could persist until 2027 and beyond; Samsung's 2026 HBM sold out, first commercial HBM4 shipments in February 2026, near a deal for 30%+ of Nvidia's HBM4; SK Hynix holds 62% of the HBM market.

Evolution: Consistent on shortage warnings and sell-out status. The contested Samsung-Micron #2 ranking has a new complicating factor: Micron's Computex HV HBM4 production announcement may again shift the competitive picture even as Samsung reportedly reclaimed second from Micron.

[21][22][24][25][26][27][31][32]

Micron

High-volume production of HBM4 designed for Nvidia Vera Rubin announced at Computex 2026; Q2 2026 record revenues driven by AI memory demand; stock up 120% year-to-date; previously-documented HBM4 delay risk appears resolved.

Evolution: Significant update: Micron's Computex HV HBM4 production announcement directly resolves the DigiTimes-flagged delay concern and repositions Micron as an active HBM4 competitor rather than a laggard, potentially reopening the #2 HBM market share ranking question.

[28][38][39][29][49][31]

Market research, trade press, and financial commentary (TrendForce, SemiAnalysis, Wedbush, WCCFtech, TechPowerUp, The Register, CRN, DigiTimes, Seeking Alpha, IO Fund)

CPU shortage labeled a 'supercycle'; confirmed approximately 15% server CPU increases; AMD gaining record CPU market share; TrendForce: HBM4 Delays and HBM3e Dominance; Wedbush: Rubin causes HBM4 redesigns; WCCFtech/TechPowerUp: Rubin Ultra specifically faces CoWoS-L packaging; IO Fund: Micron is 'HBM Memory Leader'; Seeking Alpha: Intel supply failures are 'gifting AMD its strongest buy signal yet.'

Evolution: Micron's HV HBM4 production announcement adds a significant counter-narrative to the prior DigiTimes delay-risk framing. The field now has both a delay-risk report and an HV-production confirmation for Micron—the most recent signal pointing toward Micron's competitive recovery.

[20][4][32][48][34][17][18][19][50][28][38][39]

Tensions

  • Samsung vs. Micron for the #2 HBM market share position: contested across three signals—one analyst placed Micron ahead of Samsung[27], a Reddit r/hardware report indicates Samsung reclaimed second place[31], and Micron's Computex HV HBM4 production announcement[28] may shift the competitive picture yet again. [27][31][28][29][49]
  • Base Rubin vs. Rubin Ultra: Introl reported base Rubin entered full production at CES 2026[33], while Rubin Ultra faces a specific CoWoS-L advanced packaging bottleneck at TSMC[34]—a two-track timeline within the same architecture family with distinct competitive implications for AMD and memory suppliers. [33][34][48][32]
  • AMD MI500 timing: TechRadar asks whether MI500 arrives 'too late' given Nvidia's Vera Rubin 2026 target[37], while Rubin Ultra's CoWoS-L delay[34] could make AMD's 2H 2027 window more competitive than the headline question implies[35][36]. [37][34][35][36]
  • Is AMD's record CPU market share gain supply-driven (temporary) or architectural preference (durable)? Multiple researcher reports attribute AMD's gains primarily to Intel supply constraints[19][17][18], but AMD's own supply tightening[16] complicates indefinite share-taking. [17][18][19][16][50]
  • Structural AI infrastructure demand vs. bubble concerns: the multi-layer bull case (Blackwell above $4/hr[6], CPU supercycle, all three HBM suppliers in HBM4 production[28], $60B+ compute market[51]) versus three vendor repatriation surveys (93%, 86%, 83%)[52][53][54] and historical analogy skeptics. [6][28][51][52][53][54][55][56][57][58]
  • Intel's highest forward P/E of any large-cap chip stock[13] versus AMD's record market share gains attributed to Intel supply failures[50]: Intel's premium valuation prices in a supply recovery that AMD market share data suggests may not fully materialize. [13][12][50][17][18][19]

Sources

  1. [1] AWS CEO Matt Garman: "Because there is so much more demand than supply, there typically still is demand for the older ch… — Rohan Paul Twitter (2026-04-26)
  2. [2] Matt Garman, CEO of AWS, Amazon's $100+ billion cloud division and what he just said is the single most important data p… — Milk Road AI Twitter (2026-04-26)
  3. [3] @indiaesh @r0ck3t23 **Fact check: Accurate on the core claim.** — reactive:aws-garman-a100-demand (2026-04-30)
  4. [4] Launching our H100 1 Year Rental Price Index - SemiAnalysis — reactive:aws-garman-a100-demand
  5. [5] GPU Spot Prices Surge 114% in Six Weeks - LinkedIn — reactive:aws-garman-a100-demand
  6. [6] Nvidia Blackwell GPU Rental Hits $4.08/hr: 48% Surge [2026] — reactive:aws-garman-a100-demand
  7. [7] Amazon CEO reveals AI revenue, dismisses spending doubts in ... — reactive:aws-garman-a100-demand
  8. [8] Amazon's chip business could be worth $50 billion, Jassy says ... - TNW — reactive:aws-garman-a100-demand
  9. [9] Amazon to Sell Trainium AI Chips to Third Parties - LinkedIn — reactive:aws-garman-a100-demand
  10. [10] Intel Q1 FY 2026 Earnings: Agentic CPU Demand, Foundry Upside - Futurum — reactive:aws-garman-a100-demand
  11. [11] Intel soars on signs AI boom for CPUs is here - Reuters — reactive:aws-garman-a100-demand
  12. [12] Intel Shifts Production to Xeon Amid AI Workload Shortages - LinkedIn — reactive:aws-garman-a100-demand
  13. [13] Intel surges on a blowout Q1, ranks the highest forward P/E of any ... — reactive:aws-garman-a100-demand
  14. [14] Intel Exec Confirms CPU Price Increases For OEMs Amid Supply ... — reactive:aws-garman-a100-demand
  15. [15] Intel is raising CPU prices again in May 2026. This will be the third ... — reactive:aws-garman-a100-demand
  16. [16] AMD CEO Lisa Su Says Server CPU Demand "Far Exceeded ... — reactive:aws-garman-a100-demand
  17. [17] AMD gains CPU share as Intel fights supply squeeze — reactive:aws-garman-a100-demand
  18. [18] Intel's dominance is slipping as Ryzen and EPYC processors gain ... — reactive:aws-garman-a100-demand
  19. [19] Intel’s Supply Issues Helped AMD Grab Record-High CPU Market Share: Researcher — reactive:aws-garman-a100-demand
  20. [20] 2026 HBM Outlook: HBM4 Delays and HBM3e Dominance | TrendForce — reactive:aws-garman-a100-demand
  21. [21] Memory shortage set to run until 2027 as chipmakers focus on AI - Nikkei Asia — reactive:aws-garman-a100-demand
  22. [22] Samsung and SK hynix warn AI-driven memory shortages could last ... — reactive:aws-garman-a100-demand
  23. [23] Industry Experts Warn Current DRAM Shortage Could Last Until 2030 — reactive:aws-garman-a100-demand
  24. [24] Samsung sells out 2026 HBM supply after starting Nvidia shipments in Q3 - KED Global — reactive:aws-garman-a100-demand
  25. [25] Samsung Claims Lead in Race to Ship AI Chips to Nvidia - Bloomberg — reactive:aws-garman-a100-demand
  26. [26] Samsung nears deal to supply over 30% of Nvidia's HBM4 memory ... — reactive:aws-garman-a100-demand
  27. [27] SK hynix holds 62% of HBM, Micron overtakes Samsung, 2026 ... — reactive:micron-hbm-bull-case
  28. [28] Micron in High-Volume Production of HBM4 Designed for NVIDIA ... — reactive:nvidia-vera-computex-launch
  29. [29] Micron's reported HBM4 delay could cede AI chip advantage to Samsung and SK Hynix — reactive:micron-hbm-bull-case
  30. [30] Nvidia Requests 16-High HBM Chips from Suppliers by Q4 2026 | Michael Nitkowski posted on the topic | LinkedIn — reactive:aws-garman-a100-demand
  31. [31] Samsung Electronics Overtakes Micron to Reclaim Second Place in ... — reactive:micron-hbm-bull-case
  32. [32] NVIDIA Rubin Architecture Triggers HBM4 Redesigns and Technical ... — reactive:aws-garman-a100-demand
  33. [33] NVIDIA Rubin Enters Full Production | Introl Blog — reactive:aws-garman-a100-demand
  34. [34] NVIDIA's "Rubin Ultra" Reportedly Faces Issues With CoWoS-L ... — reactive:aws-garman-a100-demand
  35. [35] AMD Confirms MI500 AI Accelerator for 2027: 2nm Node, CDNA 6 ... — reactive:aws-garman-a100-demand
  36. [36] AMD's 2026-2027 AI Roadmap: Instinct MI400 & MI500 ... - Wccftech — reactive:aws-garman-a100-demand
  37. [37] AMD says its Instinct MI500 AI Accelerator will come in 2027 — reactive:aws-garman-a100-demand
  38. [38] Micron Q2 2026: Record Revenue on AI Boom [Analysis] — reactive:aws-garman-a100-demand
  39. [39] Micron Stock Up 120% YTD: What the HBM Memory Leader Plans ... — reactive:aws-garman-a100-demand
  40. [40] AWS CEO Says Compute Demand 'Almost Insatiable' — reactive:aws-garman-a100-demand
  41. [41] Amazon Tripled Its CPU Servers and Still Ran Out as Agentic AI Gobbles Up Every Available Processor in the Cloud — reactive:aws-garman-a100-demand
  42. [42] Meta Deploys Tens of Millions of AWS Graviton Cores - LinkedIn — reactive:aws-garman-a100-demand
  43. [43] Amazon considers selling in-house AI chips to firms amid demand surge | Company News - Business Standard — reactive:aws-garman-a100-demand
  44. [44] Andy Jassy weighs in on the rapid growth of Amazon's ... — reactive:aws-garman-a100-demand
  45. [45] Amazon reveals $15B AI revenue, eyes chip sales expansion - MSN — reactive:aws-garman-a100-demand
  46. [46] Unpacking AMD's latest datacenter CPU and GPU announcements — reactive:aws-garman-a100-demand
  47. [47] AMD Stock Rises on Bernstein Raise and AI Demand | InsiderFinance — reactive:aws-garman-a100-demand
  48. [48] NVIDIA Rubin & Rubin Ultra Platforms Facing Design/Spec Issues ... — reactive:aws-garman-a100-demand
  49. [49] Micron Stock Rises. Why Samsung's Claim to Be 'First' on ... - Barron's — reactive:aws-garman-a100-demand
  50. [50] Intel Just Gifted AMD Its Strongest Buy Signal Yet — reactive:aws-garman-a100-demand
  51. [51] AI compute market has hit $60B+ in 2026 but access is still a major problem. — reactive:aws-garman-a100-demand (2026-05-16)
  52. [52] Enterprise Survey Finds 93% Are Repatriating AI Workloads — reactive:aws-garman-a100-demand
  53. [53] Cloud Repatriation 2026: Why 86% of CIOs Are Moving Workloads Back | Tasrie IT Services — reactive:aws-garman-a100-demand
  54. [54] 83% of Enterprises Plan to Move Workloads Back to Private Cloud - Data Canopy — reactive:aws-garman-a100-demand
  55. [55] Overbuilding the Future: Why AI Is Repeating the Railways and Dark Fiber — reactive:aws-garman-a100-demand
  56. [56] Accelerate Monthly - The AI Capex Boom: Are the Hyperscalers ... — reactive:aws-garman-a100-demand
  57. [57] Beyond the Bubble: Why AI Infrastructure Will Compound Long after ... — reactive:aws-garman-a100-demand
  58. [58] Why the GenAI Infrastructure Boom May Break Historical Patterns - CITP Blog — reactive:aws-garman-a100-demand
  59. [59] Samsung and SK Hynix Join Stargate | Introl Blog — reactive:aws-garman-a100-demand
  60. [60] HBM4 Mass Production Delayed to End of 1Q26 By Spec Upgrades ... — reactive:nvidia-vera-computex-launch
  61. [61] AWS raises GPU prices 15% on a Saturday • The Register — reactive:aws-garman-a100-demand
  62. [62] AWS Hikes EC2 Capacity Block Rates by 15% in Uniform ML Pricing Adjustment - InfoQ — reactive:aws-garman-a100-demand
  63. [63] Intel prioritizes Xeon chips for data centers as consumer processor ... — reactive:aws-garman-a100-demand
  64. [64] NVv4 series retirement - Azure Virtual Machines | Azure Docs — reactive:aws-garman-a100-demand
  65. [65] Meta Deploys Tens of Millions of AWS Graviton5 Cores — reactive:aws-garman-a100-demand
  66. [66] What Should Buyers Do About the 2026 DRAM Memory Shortage? — reactive:aws-garman-a100-demand