sx1.nl — hardware-schaarstetag:sx1.nl,2026:feed2026-10-28T00:00:00Zsx1.nlTrendForce desk roundup (28 Oct 2026), citing Reuters/The Information: OpenAI — one of NVIDIA's largest GPU customers — plans to purchase Google's TPUs; financial terms undisclosed. OpenAI has posted a job opening for an engineer to lead optimization of frontier models for TPUs (BigGo Finance), and Google began offering TPUs for direct purchase to select customers this year (Reuters). On the supply-distribution side, Google and Oracle announced plans to offer TPUs to Oracle Cloud (OCI) customers in 2027 — the first time TPUs will be available on a cloud platform outside Google's own. OCI SVP Karan Batta described the agreement to DCD as a multi-year, multi-gigawatt partnership rather than an experimental deployment, with Oracle aiming to offer new TPU generations as soon as available; sources say Oracle will purchase the chips directly (BigGo Finance). Counterweight: NVIDIA agreed in Aug 2026 to provide $100B+ credit support for OpenAI's Ohio data-center project (exclusively NVIDIA architecture), and Jensen Huang put OpenAI's existing/planned deployments at ~$600B of NVIDIA compute through 2030.tag:sx1.nl,2026:COMPUTE-OPENAI-GOOG-TPU-BUY-OCT282026-10-28T00:00:00ZKT Cloud and Vertiv announced (28 Oct 2026) a 'Strategic Technology Partnership for Next-Generation AI Data Centers': KT Cloud will deploy Vertiv modular infrastructure solutions - including the SmartRun prefab power/cooling system - at its Gunsan AI Data Center in South Korea, expanding cooperation on core AIDC infrastructure technologies.tag:sx1.nl,2026:KT-VRT-GUNSAN-MODULAR-AIDC-OCT282026-10-28T00:00:00ZAt Oracle AI World 2026 (Las Vegas), Oracle unveiled new accelerator choices for OCI (The Next Platform, 27 Oct 2026): (1) Google's Tensor Processing Units will be available on OCI next year — the first time Google's specialized AI chips are offered in a hyperscale environment other than Google's own; TPU targets LLM training/post-training and reasoning/agentic inference. Google's eighth-generation TPU line (April 2026) split into TPU 8t (training) and TPU 8i (inference). (2) Cerebras fast-inference hardware: CS-4 AI accelerator (introduced Aug 2026; rack-scale with three Wafer Scale Engine 3 Turbo chips; up to 30x tokens-per-second-per-user vs GPUs per Cerebras) arrives in OCI in 2027. (3) SambaNova fifth-generation SN50 Reconfigurable Dataflow Units (released Feb 2026), designed to pair with GPUs — GPUs handle prefill, RDUs handle decode. Context: OCI revenue $7.4B in Q1 FY2027 (+121% YoY), remaining performance obligations $664B (+$209B YoY), FY26 capex $55.7B with FY27 possibly beyond $90B; OCI SVP Nathan Thomas: 'we partner very deeply' with Nvidia and AMD and want a wide range of options.tag:sx1.nl,2026:COMPUTE-ORACLE-OCI-ACCEL-MULTIVENDOR-2027-OCT272026-10-27T00:00:00ZTrendForce (27 Oct 2026) on two reported NVIDIA memory-strategy shifts: (1) Samsung and SK hynix are preparing to ship 8-Hi HBM4 for Rubin Ultra in 2Q27, departing from the original 12-Hi HBM4E plan (ZDNet); talks gained traction in 3Q26; a mix of 8-Hi HBM4 and 8-Hi HBM4E is expected across Rubin Ultra NVL rack configurations by rack type. Both vendors completed NVIDIA qualification for 12-Hi HBM4 but 8-Hi products need separate certification. TrendForce: 8-Hi uses fewer DRAM dies, cutting cost per stack and GPU BOM and letting the same HBM bit output support more GPUs, so 8-Hi evaluation is expected to be a priority for many GPU/ASIC vendors in 2027; 12-Hi HBM4 remains mainstream in 2026 with 8-Hi adoption rising sharply from mid-2027. Economy Tribune (citing Daishin Securities) suggests Anthropic's in-house chip could also use 8-Hi HBM4, implying Samsung supplies both foundry and memory. (2) Wccftech: NVIDIA quietly trimmed Vera Rubin HBM4 bandwidth specs by ~13% per Rubin GPU and up to 26% for HGX Rubin NVL8 systems (changes dating to September). An archived Sept 1 spec listed Vera Rubin NVL72 at 20.7 TB HBM4 / 1,580 TB/s, the Superchip at 576 GB / 44 TB/s and each Rubin GPU at 288 GB / 22 TB/s before the cuts.tag:sx1.nl,2026:COMPUTE-NVDA-RUBINULTRA-8HI-HBM4-REWORK-OCT272026-10-27T00:00:00ZSupply-chain reporting relayed by TrendForce (27 Oct 2026): TSMC is reportedly weighing CoWoS price hikes of up to 20%, with foundries and OSATs considering a further 10-20% round across CoWoS-type packaging (Commercial Times); some packaging lead times already stretching. Test time is an emerging bottleneck: Nomura (via Seoul Economic Daily) estimates NVIDIA Blackwell final testing takes ~4x Hopper's and Rubin could require ~7x. Packaging-equipment lead times have lengthened to six to eight months from three to six, with customers prioritizing delivery over price; TSMC itself reportedly placed equipment orders at existing prices this year without its customary discount/feature demands. Separately (Liberty Times), TSMC has finalized wafer-out price increases of 3-6% from January 2027 by node, steepest at 2nm/3nm. Capacity: analysts cited by Commercial Times estimate monthly CoWoS capacity exceeding 130,000 wafers in 2026 with a 200,000 target for 2027; Goldman Sachs projects 1.275M CoWoS wafers in 2026 (~106K/month), +114% YoY to 2.73M in 2027 (227.5K/month) and 3.48M (~290K/month) in 2028.tag:sx1.nl,2026:COMPUTE-TSMC-COWOS-HIKE-20PCT-OCT272026-10-27T00:00:00ZApplied Materials plans to more than double its stake in Dutch packaging-equipment maker BE Semiconductor Industries from 9% to ~20% via an accelerated share purchase, subject to U.S. antitrust review; AMAT (largest shareholder since April 2025) says it will not go beyond ~20% or seek board seats (Reuters via TrendForce, 27 Oct 2026). The partnership targets next-gen interconnect/packaging for AI semiconductors — hybrid bonding joins copper interconnects and dielectrics bumplessly for denser die stacking; the two have jointly developed the Kinex die-to-wafer hybrid-bonding system. BESI holds ~70% of the global hybrid-bonding equipment market (ijiwei); its Datacon 8800 CHAMEO ultra plus AC runs 100 nm alignment at up to 2,000 cycles/hour. Demand momentum: BESI Q3 2026 orders rose 96% YoY to EUR 342.6M (Reuters, 22 Oct), hybrid-bonding orders in the first nine months of 2026 more than doubled the full-year 2025 level, customer base reached 23 and cumulative equipment demand exceeded 215 systems (BESI earnings). Chinese challenger Piotech booked RMB 136M hybrid-bonding revenue in 2025 (+41.9% YoY) with W2W repeat orders.tag:sx1.nl,2026:COMPUTE-AMAT-BESI-20PCT-HYBRIDBOND-OCT272026-10-27T00:00:00ZDOE offered Constellation Energy a conditional loan commitment of up to $5B (announced Oct 27) to finance nuclear uprates and modernization at eight plants (15 reactors, ~15.5 GW attributable) in Illinois, Maryland and Pennsylvania, adding nearly 1.1 GW of generating capacity; the second major nuclear uprate financing offer in a month, bringing DOE's UPRISE program to ~4.7 GW of identified potential capacity additions against a 5-GW target.tag:sx1.nl,2026:PWR-DOE-CSTL-5BN-UPRATE-1P1GW2026-10-27T00:00:00ZHD Hyundai Electric's Q3 2026 regulatory filing (Oct 27) reports record quarterly revenue of KRW 1.1799T (~$888.8M, +18.5% y/y) and operating profit of KRW 284.5B (+15.1%, 24.1% margin); distribution equipment & new-business revenue surged +85.8% y/y on AI-datacenter/semiconductor distribution-transformer demand and North American sales; order backlog reached $8.843B (+26.6% y/y, +4.2% q/q) despite Q3 new orders of $980M (-19.1% on H1 base effect from $3.231B first-half bookings); alongside results the company disclosed a KRW 198B (~$149M) phase-2 Cheongju distribution campus expansion over 26 months targeting +KRW 250B (~$188M) annual revenue.tag:sx1.nl,2026:PWR-HDHE-Q3-26-BACKLOG-8P84BN2026-10-27T00:00:00ZAntares Nuclear signed a multi-year agreement (announced Oct 27) with BWX Technologies' Advanced Fuels to fabricate TRISO fuel for its Mark-1 electricity-producing microreactor through the end of the decade, with an initial allocation of one metric ton uranium and scale-up provisions; this follows DOE approval of the Mark-1 Nuclear Safety Design Agreement on Oct 23, clearing the path to operation at Idaho National Laboratory in 2027 and first US military-site deployments from 2028.tag:sx1.nl,2026:PWR-ANTARES-BWXT-TRISO-FUEL2026-10-27T00:00:00ZCenterPoint Energy added $4B to its 10-year capital plan on its Q3 2026 earnings call (27 Oct 2026), to $70.7B total through 2035 ($51.5B electric, $19B gas), and accelerated ~$1.5B of capex into the first half of the plan — a $4.5B increase to planned investment through 2030 — to serve ~14 GW of new demand expected online through 2030.tag:sx1.nl,2026:GRID-CENTERPOINT-CAPEX-70B-2026-102026-10-27T00:00:00ZBloombergNEF raised its 10-year US energy-storage deployment forecast by ~30% versus six months ago despite trade barriers and project cost inflation: cumulative US deployments of 213.9 GW by 2030 and 434.4 GW by 2036; global deployments of 3,098 GW / 11,106 GWh by 2036, roughly 10x today's levels. Near-term US drivers: colocated storage economics with renewables and data-center appetite for behind- and front-of-meter capacity.tag:sx1.nl,2026:GRID-BNEF-US-STORAGE-214GW-2030-2026-102026-10-27T00:00:00ZPJM urged FERC on 26 Oct 2026 to dismiss Monongahela Power's 6 Oct complaint seeking to recoup $145M of losses incurred during Winter Storm Fern, calling it 'a fishing expedition without substance' and attributing the utility's LMP differences mainly to downed lines on Mon Power's own system; PJM Power Providers Group and EPSC said the requested retroactive rerun/resettlement of cleared market outcomes 'violates core principles of market finality' and should be rejected.tag:sx1.nl,2026:GRID-PJM-MONPOWER-FERN-145M-2026-102026-10-27T00:00:00ZVertiv completed (PR dated 27 Oct 2026, filed same day on 8-K) its ~$1.45 billion upfront-cash acquisition of Utility Innovation Holdings (UtilityInnovation Group), plus up to $1.15 billion contingent EBITDA earn-out over 12/24 months. Price is ~13x expected UIG 2027 EBITDA; Vertiv expects first-year adjusted-EPS accretion. Strategically, Vertiv extends its power/cooling portfolio 'from grid interconnect to chip', adding microgrid controls and behind-the-meter generation orchestration to help data-center operators 'secure power faster as grid constraints increasingly limit AI infrastructure deployment'.tag:sx1.nl,2026:VRT-UIG-1P45BN-MICROGRID-OCT272026-10-27T00:00:00ZSpaceX has secured a binding commitment for an approximately $40 billion master finance lease covering NVIDIA Vera Rubin GPUs and related equipment, financed through an entity managed by Apollo Global Management with Goldman Sachs as sole structuring agent and anchor commitments from BlackRock-managed funds/accounts, Goldman Sachs Asset Management and KKR-advised capital accounts; SpaceX calls it the largest committed GPU financing to date. Closing is expected before end-2026 subject to conditions; lease schedules commence as GPU equipment is delivered in the first half of 2027. The deployment supports SpaceX's terrestrial AI compute expansion including infrastructure for Grok and cloud services. GPU count, data-center locations and power requirements were not disclosed; SpaceX's CFO cited sub-one-year payback on superintelligence infrastructure without supporting calculations.tag:sx1.nl,2026:COMPUTE-SPACEX-40B-RUBIN-FINANCE-LEASE-OCT262026-10-26T00:00:00ZAnthropic, PBC filed Form S-1 with the SEC on 26 Oct 2026 (accession 0001628280-26-067168). Verbatim from the primary document: Anthropic holds 'master equipment leases with Broadcom, pursuant to which we receive such hardware for deployment in dedicated data center facilities operated by others on our behalf'; the arrangements are accounted for as finance leases and 'our rent payments over the life of these leases are equal to an aggregate of approximately $161.2 billion excluding interest, with rent payable in quarterly installments and payment obligations typically commencing upon AI infrastructure equipment becoming ready for service.' The S-1 further states Anthropic trains and serves Claude 'natively across four major chip families (AWS Trainium, Google TPUs, NVIDIA GPUs, and AMD GPUs) using a proprietary orchestration layer,' has 'consistently operated in a compute-constrained environment where customer demand exceeds available compute,' and committed to procure additional TPU compute from TPU providers including Google for delivery between 2028 and 2031. Trade press (Converge Digest, 26/27 Oct) characterizes the Broadcom-leased hardware as Google TPU infrastructure.tag:sx1.nl,2026:COMPUTE-ANTHROPIC-S1-BROADCOM-161B-LEASE-OCT262026-10-26T00:00:00ZTrendForce preview (26 Oct 2026), citing Newsis/Chosun Biz: market consensus projects SK hynix 3Q26 consolidated revenue KRW 98.23T and operating profit KRW 76.96T (+301.76% / +576.11% YoY), a ~78.4% operating margin and an all-time high, with Q4 operating profit projected at KRW 87.27T (FnGuide consensus); earnings report 28 Oct. Brokerage estimates split by ~KRW 10T (SK Securities KRW 79T vs DS Investment KRW 70.1T vs Meritz KRW 80.1T). Samsung has already guided 3Q26 operating profit ~KRW 107.4T (+782.5% YoY). Separately, SK hynix disclosed it has shelved its US subsidiary Solidigm's IPO, raising questions over financing of future US NAND capacity expansion; reported options include internal cash, borrowing, joint ventures and customer-backed financing tied to long-term supply agreements (Hankook Ilbo, The Bell via TrendForce); a memory fab can cost tens of trillions of won, making JV/CSP-partner financing a live path.tag:sx1.nl,2026:MEMORY-SKH-3Q26PREVIEW-RECORD-78PCT-OCT262026-10-26T00:00:00ZChosun Biz, citing industry sources (via TrendForce, 26 Oct 2026): SK hynix's HBM4 shipments may have fallen short of expectations for a second consecutive quarter in 3Q26, amid delays in NVIDIA's Rubin rollout and longer-than-expected performance tuning for mass-produced chips. Offsetting factor: pricing — JPMorgan (via Money Today) estimates HBM4 ASPs rising 121% by 2027 vs 2025 levels. Broader ASP momentum per DealSite citing Hana Securities: after 2Q26 jumps (DRAM +~30%, NAND +mid-50s% QoQ), 3Q26 DRAM ASPs are expected up another ~21% QoQ (potentially lifting the DRAM segment operating margin to ~83%) with NAND ASPs +~17% QoQ.tag:sx1.nl,2026:MEMORY-SKH-HBM4-RAMP-RUBIN-ASP-OCT262026-10-26T00:00:00ZClients are locking in multi-year memory supply amid tightening availability (via TrendForce, 26 Oct 2026): Samsung reportedly plans to allocate 60-70% of its memory production capacity to long-term contracts; SK hynix disclosed at its July earnings call that it had signed multi-year deals with ~10 customers including major clients. Business Post, citing KeyBanc: HP and Dell have extended memory supply agreements with Micron through 2031, while Alphabet is seeking contracts with memory suppliers lasting until 2035. These moves strengthen demand visibility for Samsung and SK hynix as hyperscalers/OEMs secure supply years in advance.tag:sx1.nl,2026:MEMORY-LTA-WAVE-DRAM-NAND-OCT262026-10-26T00:00:00ZTrendForce News preview (26 Oct) ahead of SK hynix 3Q26 results (28 Oct): Korean market consensus sees revenue KRW 98.23T and record operating profit KRW 76.96T (+301.8% / +576.1% Y/Y; ~78.4% margin), brokerage spread KRW 70.1-80.1T. On NAND specifically: after 2Q26 NAND ASPs surged mid-50% QoQ, 3Q26 NAND ASPs are projected +17% QoQ (Hana Securities via DealSite); DRAM ASP +21% QoQ forecast. LTA wave: Samsung 'reportedly plans to allocate 60-70% of its memory production capacity to long-term contracts'; SK hynix already has multi-year deals with ~10 customers; KeyBanc (via Business Post) reports HP and Dell extended memory commitments; Solidigm's shelved IPO adds capex-allocation questions for the call.tag:sx1.nl,2026:STOR-SKH-3Q26PREVIEW-NAND-ASP-LTA-OCT262026-10-26T00:00:00Z11 of the 15 states in MISO's footprint, plus clean-energy trade groups and ratepayer advocates, urged FERC (Friday 23 Oct 2026 filings, reported 26 Oct) to reject MISO's LARS proposal to fast-track combined large-load and generation interconnection studies, arguing it lacks sufficient customer protections and favors vertically integrated utilities over independent power producers; Duke Energy Indiana, Entergy and other utilities backed the filing.tag:sx1.nl,2026:GRID-MISO-LARS-OPPOSED-11STATES-2026-102026-10-26T00:00:00ZUS orders for wind turbines reached 2.8 GW in Q2 2026 as developers raced to commence construction before the 4 July 2026 tax-credit deadlines moved up by the One Big Beautiful Bill Act (45Y PTC / 48E ITC eligibility); the US installed ~5 GW of onshore capacity in Q2 2026, most of it the 3.65 GW SunZia project in New Mexico — the largest US onshore project to date.tag:sx1.nl,2026:GRID-WOODMAC-US-WIND-ORDERS-2P8GW-Q2-2026-102026-10-26T00:00:00ZCelestica Q3 2026 (quarter ended 30 Sep, PR 26 Oct 2026): revenue $5.83B, up 83% YoY vs $3.19B; adjusted EPS (non-GAAP) $3.30, up 109% YoY; both above the high end of guidance; adjusted operating margin 8.5% vs 7.6% a year ago. Company also completed a public offering for ~$3.45B aggregate gross proceeds and raised its FY2026 outlook to $21.0B revenue (from $20.5B) and $11.55 adjusted EPS (from $11.30), with Q4'26 revenue guidance of $6.275-6.575B.tag:sx1.nl,2026:CLS-Q3-2026-RECORD-PRINT-OCT262026-10-26T00:00:00ZCelestica's initial 2027 annual outlook (given 26 Oct 2026 with Q3 results): revenue of $40.0 billion (+90% YoY), record adjusted operating margin (non-GAAP) of 9.0%, adjusted EPS $21.50, and capital expenditures of $1.5-2.0 billion. At the same time FY2026 free-cash-flow guidance was CUT from $600M to $460M, attributed to 'targeted working capital investments to support the accelerating growth in 2027' - i.e. component inventory build ahead of the 2027 ramp.tag:sx1.nl,2026:CLS-2027-OUTLOOK-40BN-WCCONSTRAINT-OCT262026-10-26T00:00:00ZVertiv announced (8-K + EX-99.1, event 26 Oct 2026) it has COMPLETED its acquisition of King Environmental Services Ltd (KES), a Europe-based provider of fluid management, commissioning and load-testing services for high-density liquid-cooled data centers. The close (announced as pending since 24 Sep 2026) extends Vertiv's fluid-management services platform into EMEA, building on the 2025 PurgeRite acquisition in North America.tag:sx1.nl,2026:VRT-KES-COMPLETED-EMEA-OCT262026-10-26T00:00:00ZSankyung Today, 24 Oct 2026 (via VLSI Korea Daily Silicon digest, 25 Oct): Samsung Electronics is developing zHBM, which stacks memory vertically with AI compute, targeting up to 8x performance per GPU and 3x performance per watt versus next-generation HBM5 — targets that still require commercial validation; a high-capacity high-speed NAND technology, zNAND-O, is in parallel development. SK hynix is countering on 3D DRAM and high-bandwidth flash (HBF). The digest frames the competitive axis as shifting from per-product speed to power efficiency and total cost of the whole AI server, with low-power server modules (SOCAMM2) and CXL memory modules as related battlegrounds; SK hynix and Samsung earnings due 28-29 Oct are the next verification points.tag:sx1.nl,2026:MEMORY-ZHBM-HBF-3DDRAM-SAMSUNG-SKH-OCT252026-10-25T00:00:00ZNotebookCheck roundup (25 Oct, citing TrendForce and manufacturer statements): 256GB TLC SSD contract price reached ~US$134.20 in 3Q26 vs $33.30 a year earlier (+303% Y/Y, ~+20% QoQ); 512GB equivalents rose ~$62.40 → $252; a 1-Tb TLC NAND component +123% in the six months to 21 Oct. TrendForce forecasts 4Q26 NAND contract prices +15-20% QoQ and enterprise SSD +23-28% QoQ on AI-inference buildout, with eSSD demand (capacity basis) growing >80% Y/Y in 2026. Allocation statements: SK hynix reportedly sold out its NAND production through end-2026; Micron says >75% of expected FY2027 output already committed; SanDisk capacity remains ~30% below 2022 peak after retiring ~560K wafers/month; meaningful new supply from SK hynix/Micron not before mid-to-late 2027.tag:sx1.nl,2026:STOR-SSD-CONTRACT-303YOY-Q4-ELED-OCT262026-10-25T00:00:00ZSamsung has placed a new equipment order that will enable 6,000 additional 2nm wafers per month at its Taylor, Texas fab, building on earlier procurement aimed at 10,000 WSPM; Taylor Fab 1 (EUV-equipped, 2nm) is expected to become operational by end-2026, and ZDNet Korea sources say the site should be capable of producing up to 20,000 wafers per month — pilot capacity included — by the second half of 2027 (wccftech relay, 23 Oct 2026). Contrast: TSMC's Arizona sites target 3nm production by end-2027 and 2nm by decade end, so Taylor could give Samsung the first US-produced 2nm wafers at volume.tag:sx1.nl,2026:COMPUTE-SAMSUNG-TAYLOR-2NM-20KSPM-OCT232026-10-23T00:00:00ZWestern Digital FQ1 FY2027 (reported 22 Oct after close, B&F write-up 23 Oct): revenue $4.38B, +55% Y/Y, above the $4.1B outlook; exabytes shipped 248 EB, +21.6% Y/Y and up from 231 EB the prior quarter; revenue per exabyte shipped $17.7M, +28% Y/Y and +8.8% QoQ — explicit price re-rating. Cloud = 88% of revenue; 90% of shipped drives were mass-capacity nearline. Non-GAAP gross margin 57.8% vs 50.2% prior quarter. Tech transitions: next-gen 40TB ePMR platform ramping to ~30% of nearline shipments by FQ2 FY27 and ~50% by FQ3 FY27; first-gen 44TB HAMR finishing qualification with 2 hyperscalers in CY1 2027 with volume shipments planned CY1H 2027, 2 more customers qualifying in CY1H27; second-gen HAMR (5TB/platter, 11-disk, ~55TB) qualification starts CY2H 2027; high-bandwidth HDD sampling with multiple customers.tag:sx1.nl,2026:STOR-WD-FQ1FY27-EB248-PRICERERATE-OCT262026-10-23T00:00:00ZSK hynix confirmed 23 Oct 2026 it 'will halt its review of potential pre-IPO and IPO options' for Solidigm, which had been explored to finance a new US NAND fab (estimated $15-30B by B&F). Statement: the review was 'discontinued in light of market conditions and share price trends' while 'the need to invest in Solidigm's growth remains unchanged'. Contributing factors: SK hynix shareholder dilution concerns, semiconductor-stock correction after the 20-Oct rout, and Korean regulatory debate over listing a subsidiary of a listed parent; Goldman Sachs / Morgan Stanley underwriter work reported earlier has come to naught. Solidigm NAND is made at Dalian (Fab1 192L; Fab2 equipping limited to ~240-layer tools under US export rules), 2+ generations behind the 270-300L frontier.tag:sx1.nl,2026:STOR-SOLIDIGM-IPO-SHELVED-USFAB-FUNDING-OCT262026-10-23T00:00:00ZThe US Senate is working toward a 9 Nov 2026 floor vote on the bipartisan permitting deal (BAAJA); NRDC and the Sierra Club are withholding endorsement — praising the bill's transmission planning/permitting changes as 'a clear win for clean energy' but objecting to 'project certainty' provisions and limits on state/court blocking — while developers and abundance movement groups (Third Way, Searchlight Institute) rally behind it; a bipartisan Group of Four is weighing technical fixes via a managers amendment.tag:sx1.nl,2026:GRID-SENATE-BAAJA-PERMITTING-2026-102026-10-23T00:00:00ZTrendForce AI-server industry research (Press Center, 22 Oct 2026): server CPU shipments projected +31% YoY in 2026 and over +40% YoY in 2027, driven by AI-inference/agentic workloads shifting the server CPU-to-GPU/ASIC ratio from the traditional 1:8 toward 1:2 or even 1:1. x86 (Intel+AMD) held nearly 90% of the 2025 market. Intel's next-gen product shipments are delayed by process and packaging challenges; it relies on existing Emerald Rapids and Granite Rapids lines while limited internal manufacturing capacity constrains shipments and prevents fully meeting customer orders, contributing to share decline. AMD's next-gen Venice processors entered small-scale mass production in 2026 with Genoa/Turin still the primary shipment drivers; despite tight TSMC capacity limiting AMD's ability to take additional orders, TrendForce estimates AMD's server-CPU share at ~27% in 2026, rising further on new products planned for 1H27. Arm-based CPUs are expected to capture ~30% of the server CPU market in 2027, led by a substantial NVIDIA Vera CPU ramp plus high-volume Google Axion, AWS Graviton, Microsoft Cobalt 100, Arm AGI CPU and Huawei production, and Alibaba's new Yitian 720/730.tag:sx1.nl,2026:COMPUTE-SRVCPU-40PCT-2027-ARM30-VENICE-OCT262026-10-22T00:00:00ZSupply-chain checks indicate Google's MediaTek-designed TPU v9 variant 'HumuFish' remains '100%' committed to Intel's EMIB-T advanced packaging despite industry-source reports that EMIB-T substrate yields were ~35% in 3Q26 versus a 50% year-end target (Common Wealth Magazine via TrendForce, 22 Oct 2026). Yield problems raised the possibility of a CoWoS-L switch, which the checks deny. Root causes: CTE mismatch between ABF substrates and embedded silicon bridges complicating alignment, and NCF air-bubble entrapment under bridge TSVs; Intel has adjusted its substrate electroplating process while Ibiden, Unimicron and Shinko work on improvements. The TPU v9 lineup is confirmed as three variants: Broadcom-designed WhaleFish (TSMC CoWoS-L, mass production 2H27), MediaTek-designed HumuFish (exclusively Intel EMIB-T, mass production 1H28), and TriggerFish (also EMIB-T) — per analyst Ming-Chi Kuo via TechNews, TriggerFish upgrades HumuFish with 2-3x SRAM, an added simulation die, and HBM4E instead of HBM4. Google-designed Compute Die A on TSMC N2 tape-out reportedly pushed back to late October with other dies on schedule; Commercial Times reports the MediaTek-included HumuFish tape-out could slip to January 2027, delaying shipments to 1Q28.tag:sx1.nl,2026:COMPUTE-GOOG-HUMUFISH-EMIBT-35PCT-YIELD-OCT262026-10-22T00:00:00ZSamsung Electro-Mechanics is reportedly set to receive a combined KRW 3.7 trillion in investment commitments from Tesla (~KRW 1.1T) and NVIDIA (~KRW 2.6T per Maeil Business Newspaper) to expand advanced FC-BGA substrate production. Tesla signed a long-term FC-BGA supply agreement — five years, 2029-2033 — for substrates for AI chips used in its autonomous EVs and Optimus humanoid robots; funding feeds SEMCO's KRW 4.27T Sejong investment plan: plant construction complete end-2027, equipment install and trial operations 1H28, mass production 2H28, deliveries to Tesla from 2029. NVIDIA separately aims to raise total IC substrate capacity 2.5x over three years: billions of dollars in capacity-reservation prepayments to Japan's Ibiden (Ono plant targeting tripled production), and SEMCO's Sejong+Busan expansion in Korea with NVIDIA expected to take a significant share of SEMCO's annual package-substrate capacity by 2028. SEMCO also disclosed a KRW 360.5B contract on 19 Oct 2026 to supply memory-package substrates to an undisclosed global customer through 2027. High-end FC-BGA remains concentrated in SEMCO, Ibiden (>70% estimated share) and Unimicron.tag:sx1.nl,2026:COMPUTE-SUBSTRATE-TESLA-NVDA-SEMCO-3P7T-OCT262026-10-22T00:00:00ZIntel announced Wednesday (21 Oct 2026) that production-equipment installation has begun at Arizona Fab 62, with mass production targeted for late 2028 (Tom's Hardware via TrendForce, 22 Oct 2026). Fab 62 could support 18A, 18A-P and 14A nodes — either expanding 18A capacity (Fab 52 already makes 18A chips) or hosting next-gen 14A; Intel has not confirmed node assignment. At Ohio One (New Albany) the first major structural truss for the site's first fab was recently installed; opening was pushed to 2030-2031 and CEO Lip-Bu Tan ties projects to secured customer demand. CNBC reports Intel is in talks with SK hynix about leasing part of the Ohio facility for US memory production (unconfirmed by either company). Intel has also integrated High-NA EUV into high-volume manufacturing (first commercial High-NA scanner at D1X, used for Panther Lake). Advanced packaging spans Oregon (R&D, 3D interconnects), Arizona (packaging R&D, assembly, test) and New Mexico (multi-chiplet production using EMIB, next-gen EMIB-T and Foveros); a new photomask fab broke ground in Santa Clara. Intel cites 4,500+ US suppliers in 49 states and >US$29B annual domestic spending.tag:sx1.nl,2026:COMPUTE-INTL-FAB62-AZ-EQINSTALL-2028MP-OCT262026-10-22T00:00:00ZAt SEMICON West 2026 ('Optical Integration for the Next Generation of AI'), NVIDIA presented a next-generation CPO research prototype that moves optical engines from the organic package substrate onto the silicon interposer carrying the compute dies (optics-on-interposer, OOI) — eliminating the organic substrate from the electrical signal path for higher bandwidth density and lower power (Wccftech/The Elec via TrendForce, 22 Oct 2026); it also demonstrated DWDM at eight wavelengths up to 32 Gb/s each = 256 Gb/s aggregate per fiber. Both are research-stage with no commercialization timeline; NVIDIA says it is evaluating them for future products. Ahead, NVIDIA plans to extend optical interconnects with the Kyber NVL1152 architecture — eight racks in one 1,152-GPU NVLink domain supporting the Feynman platform, expected 2028 (NVIDIA/Wccftech). Current-generation CPO is already in production: Spectrum-X Ethernet Photonics switches entered full production May 2026 (200Gb/s SerDes + CPO, Vera Rubin platform; early adopters CoreWeave, Lambda, Oracle Cloud Infrastructure), with the manufacturing ecosystem named as TSMC (silicon-photonics fab), SPIL (chip-scale packaging/assembly/test), TFC (laser-die modules), Foxconn (system integration), Coherent/Lumentum/Sumitomo Electric (external laser sources), Corning/Senko/Browave (fiber), Fabrinet (cooling/final test).tag:sx1.nl,2026:COMPUTE-NVDA-OOI-CPO-KYBER-NVL1152-FEYNMAN-OCT262026-10-22T00:00:00ZGroq — the AI-chip company that licensed its inference technology to NVIDIA — is considering a shift from its SRAM-centric design to 3D-stacked DRAM (TSV-based 3DS, capacity-focused vs HBM's bandwidth focus) for next-generation chips (ZDNet industry sources via TrendForce, 22 Oct 2026). Current NVIDIA 'Groq 3 LPX' is a rack-scale inference accelerator for the Vera Rubin platform: each LPU integrates 500MB SRAM with 150TB/s on-chip memory bandwidth; a full LPX rack combines 256 LPUs for 128GB SRAM and 40PB/s aggregate SRAM bandwidth plus 12TB DDR5 (NVIDIA specs). The capacity wall: per d-Matrix CEO Sid Sheth via 36Kr, SRAM capacity grows only ~10-20% every two years while AI model sizes may double every 6-9 months. Manufacturing: Samsung Foundry produces NVIDIA's Groq 3 LPU on its 4nm process at Pyeongtaek (Seoul Economic Daily), and Samsung executives said in June they were discussing foundry cooperation on the next-generation LPU; TSMC CEO C.C. Wei said in April TSMC was working with customers on related efforts. Cerebras is likewise pursuing 3D-stacked DRAM for its future CS-6 wafer-scale system.tag:sx1.nl,2026:COMPUTE-GROQ-LPX-3DSTACKEDDRAM-SAMSUNG4NM-OCT262026-10-22T00:00:00ZPSMC (Powerchip) reported Q3 2026 revenue NT$21.3B (+23% QoQ, +80% YoY), net profit NT$6.5B (+98% QoQ, +338% YoY) and 48% gross margin (+20pts), and plans further mature-node wafer price hikes of 10-20% in 2027 while negotiating long-term agreements to lock pricing and volumes (earnings presentation via TechNews/Liberty Times, TrendForce 22 Oct 2026). Logic 8-inch/12-inch wafer-input ASPs already rose 8-10% in Q3; President Martin Chu said completed memory wafers were priced >30% below wafers entering production, signaling an in-flight ASP repricing, with Q4 revenue up double digits. Supply drivers: major DRAM makers shifting capacity to HBM and exiting specialty DRAM keeps PSMC's specialty-DRAM foundry prices firm; MLC NAND tightness pushes high-capacity SLC demand (PSMC shifting SLC platform to 24nm); AI servers require 3-5x more NOR Flash per system than conventional servers and PSMC is the only NOR-flash foundry outside China; AI-server/automotive PMIC demand has customers seeking three-year contracts, with fully-utilized 2026 capacity squeezing smartphone PMIC output. Roadmap: 1p DRAM collaboration with Micron (PDK end-2026, equipment 1Q27, trial 2Q27); Micron Post-Wafer-Finish project pilot line complete end-2026, mass production 4Q27; IPD orders visible into 2028; wafer-on-wafer hybrid-bonding trials for AI inference.tag:sx1.nl,2026:COMPUTE-PSMC-MATURE-HIKE-1020PCT-2027-LTA-OCT262026-10-22T00:00:00ZNikkei (via TrendForce, 22 Oct 2026): Micron president & CTO Scott DeBoer said in a technology webinar that 4F2 DRAM cell architecture is 'not on the roadmap right now' after more than 20 years of evaluation, even as Chinese rival CXMT advances it — Micron will instead extend 6F2 and develop 3D DRAM longer-term, citing capacitor-pitch (not cell architecture) as the density driver plus 4F2 scaling limits, complexity and cost. Node plan: 1-gamma already in high-volume manufacturing (underpinning next 12 months of products); 1-delta volume production targeted 2H27 with mid-20% bit-density gain, supporting DDR6, LPDDR6, HBM5 and vertical HBM (vHBM); DDR6/LPDDR6 target ~2x DDR5 bandwidth and +35% power efficiency vs LPDDR5. 1-epsilon node is being developed with wafer bonding. A 1TB DDR5 RDIMM is planned following 512GB module sampling.tag:sx1.nl,2026:MEMORY-MU-4F2-RULEDOUT-6F2-3DDRAM-OCT262026-10-22T00:00:00ZVia TrendForce (22 Oct 2026, citing MarketBeat from Micron's technology webinar): Micron is developing vertical HBM (vHBM) — memory stacked directly on processing chips for substantially higher bandwidth — alongside standard and custom HBM; thermal management remains the challenge; packaging work includes hybrid bonding for tighter pitches, taller HBM stacks and improved cooling. On NAND, Micron plans to ramp Generation 11 (G11) in 2H27, targeting 2x bit density vs G9, 1.5x I/O speed, lower transfer energy, wafer-on-wafer bonding and 400+ layers.tag:sx1.nl,2026:MEMORY-MU-VHBM-G11-NAND-OCT262026-10-22T00:00:00ZTrendForce (22 Oct 2026, citing TechNews/Liberty Times): PSMC 3Q26 revenue NT$21.3B (+23% QoQ, +80% YoY), net profit NT$6.5B (+98% QoQ, +338% YoY), gross margin 48% (+20pp), driven by rising memory prices and tight foundry capacity as major DRAM makers shift wafers to HBM and exit specialty DRAM. Q3 completed memory-wafer ASPs were >30% below wafers entering production, so recent price gains are not yet fully booked — Q4 revenue guided to grow double digits QoQ. PSMC-Micron 1p DRAM collaboration: PDK due end-2026, equipment arriving 1Q27, trial production 2Q27; Micron Post Wafer Finish (PWF) pilot line finishes end-2026, mass production 4Q27. Tight MLC NAND is pushing demand toward high-capacity SLC (PSMC shifting its SLC platform to 24nm); AI servers need 3-5x more NOR Flash than conventional servers, benefiting PSMC as the only NOR foundry outside China. 8/12-inch logic wafer-input ASPs +8-10% in Q3 with a further 10-20% hike planned for 2027 under LTA negotiation.tag:sx1.nl,2026:MEMORY-PSMC-SPECDRAM-NOR-48PCTGM-OCT262026-10-22T00:00:00Z