The GPU Daily · #087 · covering Thursday 8 October
The physical layer of AI, every day. Here's what moved on Thursday 8 October 2026.
A memory chip maker posted a nine-fold rise in quarterly operating profit, its fourth record in a row.
The result was driven by demand for chips that sit inside the GPU clusters running AI workloads. South Korea's government announced plans for hundreds of billions in chip investment earlier this year, led by the same firms now posting the gains.
In this issue
Top story · HARDWARE
South Korea · ▲ Bullish · 8 Oct 02:00 UTC · Newsroom · 3 sources
Samsung's Q3 operating profit reached 107.4 trillion won ($80 billion), a nine-fold increase on the prior year and the fourth consecutive quarter of record earnings, driven by memory chip demand from AI data centres. The result puts Samsung alongside SK Hynix and Micron as direct beneficiaries of GPU cluster build-outs, where HBM and DRAM sit on the critical path. South Korea announced $880 billion in chip investment plans in June, led by Samsung and SK Hynix, with full Q3 earnings due at the end of October.
MARKET MOVES · 5
China · ▲ Bullish · 8 Oct 05:24 UTC · Trade press
The funding round may reach RMB 100 billion based on signed term sheets, exceeding DeepSeek's initial RMB 50 billion target.
China · ▲ Bullish · 8 Oct 13:20 UTC · Trade press
Boyu Capital and IDG Capital led the round, with participation from existing shareholders Tencent, HSG (formerly Sequoia China), and ZhenFund. Manus was valued at $4 billion in funding discussions.
China · ▲ Bullish · 8 Oct 05:27 UTC · Trade press
Kling AI, Kuaishou's video-generation unit, selected China International Capital Corp., Goldman Sachs and UBS to arrange the offering. Kling AI raised $2.8 billion in July at a pre-money valuation of $15 billion.
China · ◆ Neutral · 8 Oct 03:12 UTC · Trade press
Onyx's inventory surged to RMB748.8 million at end of June 2026 from RMB499.1 million at end of 2025 as the company purchased screens and chips in advance to hedge against supply volatility, with E Ink Holdings serving as both major supplier and shareholder.
US · ◆ Neutral · 8 Oct 15:45 UTC · Newsroom
Huang emphasised that business success requires preparation for hardship and the mindset to endure difficulty.
NEOCLOUD · 5
US · ▲ Bullish · 8 Oct 11:30 UTC · Trade press
The company manages 1.7 gigawatts of load currently and targets 20 GW under management by 2030, with Google as its first official BYOC customer announced in June 2025.
US · ◆ Neutral · 7 Oct 20:49 UTC · Trade press
Prelude Ventures is tracking 35 edge computing companies deploying compute at locations with existing spare grid capacity, with Microsoft purchasing 1.4 GW from Nscale's Monarch Compute Campus in West Virginia.
US · ▲ Bullish · 3 Oct 00:00 UTC · Company/PR
Clusters bill at $0.71 per minute with no minimum charge. Production validation on 2-3 October achieved 112.6 GB/s NCCL all-reduce bandwidth across 16 H100 GPUs.
US · ▲ Bullish · 8 Oct 00:00 UTC · Company/PR
The credits will provide compute and inference capacity via Crusoe Cloud to researchers across more than 15 federal agencies, including DOE, NASA, NIH, and NSF, as part of the Genesis Mission Consortium.
EU · ◆ Neutral · 7 Oct 12:00 UTC · Company/PR
The certification is OVHcloud's third, allowing sensitive and regulated workloads to run on public cloud infrastructure within a sovereign framework.
SOFTWARE & AI · 14
US · ▲ Bullish · 7 Oct 20:48 UTC · Trade press
The round was led by Robot Ventures with participation from NVIDIA, Union Square Ventures, Menlo Ventures, Samsung, and 1789 Capital, with annualised revenue of $36 million by mid-September 2026.
US · ◆ Neutral · 7 Oct 00:00 UTC · Company/PR
Anyscale on Azure GA allows enterprises to run full AI workloads on Azure Kubernetes Service, which Anyscale says delivers 80%+ average GPU utilisation versus below 30% on traditional ML infrastructure.
US · ▲ Bullish · 8 Oct 18:18 UTC · Trade press
The agent can select from multiple AI models by default, starting with Claude, with plans to expand to open source and private models. Google says nearly 90% of Fortune 100 businesses use Gemini Enterprise.
Why this matters: Multi-model selection will drive inference demand across multiple GPU cloud providers, not just Google, as enterprises deploy autonomous agent workloads.
US · ◆ Neutral · 8 Oct 21:06 UTC · Company/PR
NVIDIA teams used GPT-6 Astra and Claude Fable 5 agents to build warehouse humanoid simulators, autonomous-vehicle testing environments, digital twins, and robotic disassembly workflows through natural-language prompts.
Why this matters: NVIDIA's push into AI-driven simulation infrastructure shows Omniverse adoption by enterprises could drive sustained GPU demand for digital twin and robotics workloads.
US · ▲ Bullish · 8 Oct 16:00 UTC · Trade press
The monitors cost $51 to monitor 1,500 sessions on Kimi K3 versus $233 for cheaper external monitors and $10,000 for top-tier ones, catching, by Goodfire's account, 94% of malicious hacking attempts while flagging 8.7% of harmless sessions for human review.
US · ◆ Neutral · 8 Oct 01:30 UTC · Newsroom · 2 sources
US · ◆ Neutral · 8 Oct 12:00 UTC · Company/PR
The SUNY AI Platform is a secure AI and high-performance computing environment built on Google Cloud with Gemini Enterprise and over 200 trusted AI models.
Why this matters: SUNY's multi-campus deployment drives institutional adoption of managed AI compute and utilisation of Google Cloud's inference infrastructure.
US · ◆ Neutral · 7 Oct 23:23 UTC · Company/PR
The feature allows Copilot to access on-device context and execute local actions with user permission, reducing token consumption by offloading inference to local models where appropriate.
US · ▲ Bullish · 8 Oct 00:00 UTC · Company/PR
The $150m commitment over three years covers the Genesis Mission to deploy Claude across 15+ US government agencies, Claude Science for researchers, and $100m for Claude Frontier Academy to train 10,000 enterprise AI engineers by end of 2027.
US · ◆ Neutral · 6 Oct 18:37 UTC · Company/PR
WWT's discovery project identified $12m annualised GenAI spend that doubled to $23m over two months, with 45% in attainable savings across 36 optimisation levers spanning architecture, model selection, and usage governance.
Global · ◆ Neutral · 8 Oct 13:00 UTC · Company/PR
Gears of War: E-Day launched on GeForce NOW with DLSS and Reflex; Amazon Fire TV users will soon be able to purchase GeForce NOW memberships directly through Amazon.
Why this matters: Fire TV integration lowers friction for consumer GPU cloud adoption and shows NVIDIA's push into living-room streaming, expanding GeForce NOW's addressable market.
Global · ◆ Neutral · 8 Oct 12:00 UTC · Company/PR
The agent integrates with Asana, Box, Salesforce, Shopify, Slack, and Wix; SMB usage of Google Cloud's AI tools increased more than fivefold year over year, with real-time spend caps and smart routing to match workloads to the lowest-cost model.
Why this matters: Google's push to democratise enterprise AI through SMB adoption drives incremental GPU utilisation and expands the addressable market for inference capacity.
US · ◆ Neutral · 7 Oct 22:17 UTC · Company/PR
GitHub Copilot is moving inference from cloud to local hardware on Windows PCs.
US · ◆ Neutral · 7 Oct 21:21 UTC · Company/PR
Microsoft said the shift moves agentic AI workloads from cloud data centres to individual PCs.
HARDWARE · 6
US · ◆ Neutral · 8 Oct 15:19 UTC · Trade press
NVIDIA's DSX Ready qualification programme established technical requirements for battery energy storage and liquid cooling systems, with Trane projecting 25% cooling efficiency improvements and 22 MW of additional compute capacity.
India · ▲ Bullish · 8 Oct 19:30 UTC · Newsroom
Nokia announced a shift toward NVIDIA-backed AI radio access networks for the Indian market.
Why this matters: Nokia's move extends GPU infrastructure demand into telecom RAN workloads, opening a new vertical for AI accelerator deployment.
US · ▲ Bullish · 7 Oct 16:16 UTC · Company/PR
NVIDIA shifted public messaging to agentic inference, with NVL72-class racks drawing over 100 kW and requiring liquid cooling as standard for agentic workloads that convert single prompts into task graphs requiring multiple model calls, planning tokens, retrieval queries and validation steps.
Why this matters: Higher per-rack power density compresses data centre capacity and increases infrastructure capex per GPU, benefiting cooling vendors and power-constrained operators.
China · ◆ Neutral · 8 Oct 07:45 UTC · Trade press
XMFS exposes cross-node shared memory through POSIX file calls, though it remains outside mainline review.
Why this matters: Huawei's prototype investment in distributed systems infrastructure applies to large-scale compute clusters, relevant to data centre interconnect and GPU cluster architecture.
Canada · ▲ Bullish · 7 Oct 12:41 UTC · Company/PR
Hypertec's CIARA Division became the first Canadian NVIDIA OEM partner manufacturing systems in Canada; Bell AI Fabric, Cohere, Hypertec and BUZZ HPC announced a landmark deal to advance sovereign AI in Canada.
Global · ◆ Neutral · 8 Oct 15:30 UTC
The company will show power management systems designed to cut energy consumption in AI data centres.
HYPERSCALER · 3
Global · ◆ Neutral · 7 Oct 18:26 UTC · Company/PR
The new instances provide up to 30% better compute performance than Graviton3-based instances, with up to 300 Gbps EBS bandwidth and 1.6M IOPS, with the largest C8gb configuration offering 48xlarge size, 384 GiB memory, and 400 Gbps networking bandwidth.
EU · ▲ Bullish · 8 Oct 12:00 UTC · Company/PR
Ryanair deployed Gemini Enterprise across 35,000 employees, and Irish Revenue Commissioners migrated to a unified AI-lakehouse architecture using Google Cloud and Gemini Enterprise; six Irish organisations across sports, healthcare, and carbon offsetting are using Google Cloud for production workloads.
US · ◆ Neutral · 8 Oct 15:45 UTC · Newsroom
The chatbot replaced an 18-tab spreadsheet that AWS's pricing team had used to evaluate customer deals, according to the company's CFO.
DATA CENTRE · 1
US · ▼ Bearish · first reported 24 Sep · Trade press
Bloomberg, citing people familiar with the matter, reported that Oracle sent the notice to the campus developer, a Blue Owl Capital unit, so it can delay payments rather than walk away as tenant. The gas supply is the problem: New Mexico's State Land Office rejected pipeline rights-of-way in March and July, and Energy Transfer moved its pipeline start date from 15 August to 1 February. The Doña Ana County campus is part of OpenAI's Stargate programme and could cost up to $165bn.
ENERGY & POWER · 29
US · ▲ Bullish · 8 Oct 05:03 UTC · Trade press
The deal includes a $4.3 billion Constellation investment to upgrade nuclear plants, with 890MW of the total capacity sourced from reactor uprates rather than new construction.
Why this matters: Google's nuclear component shows hyperscalers are securing baseload power for AI data centre expansion, setting a precedent for other cloud operators to pursue similar arrangements.
US · ▲ Bullish · 8 Oct 19:00 UTC · Trade press
Why this matters: Constellation's uprates show nuclear capacity can be added without new-build reactors, reducing reliance on grid interconnection queues that currently constrain AI infrastructure deployment.
US · ◆ Neutral · 8 Oct 14:45 UTC · Trade press
The clearance advances Last Energy to readiness review, the final step before authorisation for criticality at its Texas A&M-RELLIS pilot plant.
Why this matters: Factory-built MMRs could bypass grid interconnection queues that currently constrain AI infrastructure expansion if deployed at scale for data centre loads.
US · ▼ Bearish · 8 Oct 15:18 UTC · Trade press
Tech companies including Google and Amazon invested in next-generation nuclear startups in 2024, but those projects remain years away from generation while electricity demand for data centres is soaring today.
Why this matters: Exposes timing mismatch between hyperscaler power needs and SMR/advanced reactor deployment; forces reliance on near-term products (uprates, gas, renewables) and increases power costs for GPU infrastructure.
US · ▲ Bullish · 8 Oct 14:04 UTC · Trade press
Gas turbine prices are projected to reach $600/kW by end of 2027, a 195% increase since 2019, with GE Vernova, Siemens Energy and Mitsubishi holding backlogs of 35-116 GW each.
Slovakia · ◆ Neutral · 8 Oct 11:48 UTC · Trade press
Slovakia and the USA signed a memorandum of cooperation for a 1,200 MWe American-built nuclear unit at Bohunice. Prime Minister Robert Fico cited data centre and AI infrastructure demand as a driver for new nuclear capacity.
Global · ◆ Neutral · 8 Oct 03:00 UTC · Newsroom · 3 sources
DIGITIMES analysis examines the shift toward 800-volt direct current power systems in data centres as a response to AI infrastructure power demands.
Why this matters: Data centres are shifting to 800VDC power delivery to handle higher GPU density and power consumption, affecting cooling, networking, and facility design standards.
Australia · ▲ Bullish · 8 Oct 03:37 UTC · Trade press
Utmolight, a Great Wall spin-off, will scale the technology from 1 cm² to a 2.8 m² outdoor-functional module within two years, with UNSW receiving a $6.3 million ARENA grant to adapt the technology to tandem cells combining perovskite and silicon photovoltaics.
Why this matters: Utmolight's partnership gives the technology a route to production, relevant to data centre on-site solar deployment.
EU · ◆ Neutral · 8 Oct 12:47 UTC · Trade press
Urenco's Advanced Fuels Facility at Capenhurst will produce HALEU from 2031, while Thorizon plans to deliver its first 100 MWe molten salt reactor at Borssele in the Netherlands by 2034, requiring HALEU fuel in molten salt form.
Why this matters: Urenco's HALEU production from 2031 onward could allow deployment of molten salt reactors at scale for AI infrastructure baseload power.
China · ◆ Neutral · 8 Oct 14:59 UTC · Trade press
Tianwan 7 achieved grid connection on 8 October after achieving self-sustaining controlled nuclear chain reaction; once all eight units at Tianwan are operational, total installed capacity will exceed 9 GW with annual generation over 70 TWh.
Australia · ◆ Neutral · 8 Oct 03:44 UTC · Trade press
Grid battery storage in Australia grew from 5.5 GWh to 27.1 GWh, with battery charging demand now exceeding solar generation growth and reducing evening prices by $63/MWh.
Why this matters: Midday prices in Queensland and Victoria remain at $25-30/MWh, below developer investment thresholds, constraining new solar-plus-storage capacity for data centre loads.
US · ◆ Neutral · 8 Oct 12:43 UTC · Trade press
USA established a Projects Peer Team that developed an integrated long-range planning tool providing fleet-wide visibility of capital investments, procurement timing, and resource sharing across member stations, with member utilities coordinating procurement strategies and identifying common vendors.
Why this matters: Shared procurement and planning reduce costs and accelerate deployment of generation capacity for data centre loads across the nuclear fleet.
US · ▼ Bearish · 8 Oct 16:42 UTC · Trade press
Governor Maura Healey issued an executive order to redirect alternative compliance payments from clean energy projects to home heating assistance, providing $20m in relief.
Why this matters: Healey's redirection of ACP funds away from battery storage and microgrids could slow grid modernisation needed to support data centre load growth.
US · ▲ Bullish · 8 Oct 07:30 UTC · Trade press
The county reversed its March 2026 moratorium in August 2026 following advocacy for a 25MW/100MWh battery paired with 30MW agrivoltaic solar, expected to generate $60,000-$80,000 annual county tax revenue.
ENERGY & POWER · CONTINUED
US · ▼ Bearish · 7 Oct 15:52 UTC · Trade press
The State Corporation Commission approved Dominion Energy's fuel factor rate to recover $2.691 billion in projected fuel costs for 2026-2027 and securitised $922 million in underrecovered costs from Winter Storm Fern, spreading recovery over seven years.
Why this matters: Repeated fuel cost securitisations and rising power costs signal structural grid stress in PJM, compressing data centre power procurement margins and confirming on-site generation and renewable PPAs as cost-hedging strategies.
EU · ◆ Neutral · 8 Oct 11:04 UTC · Trade press
The two companies signed a contract to conduct Front-End Engineering Design studies for two new AP1000 reactors in the Netherlands, with studies expected to take 12-18 months and reactors expected by 2035.
Why this matters: Nuclear capacity build-out in Europe shows long-term power supply planning for data centre loads, though timeline extends beyond near-term GPU infrastructure demand.
UK · ◆ Neutral · 8 Oct 05:02 UTC · Trade press
The high-voltage cable tunnel beneath the River Thames was completed ahead of schedule.
Why this matters: Early completion shows UK grid infrastructure modernisation pace and capability to support accelerated data centre interconnection and power distribution upgrades.
US · ▲ Bullish · 8 Oct 13:24 UTC · Company/PR
The award lands alongside Quaise's $180m Series B round led by Nabors Industries and Prelude Ventures, with Project Obsidian in Oregon targeting over 50 megawatts to grid by 2030.
Why this matters: Quaise's superhot geothermal plant could provide distributed, high-capacity baseload power for data centres without grid interconnection constraints.
US · ◆ Neutral · 8 Oct 15:00 UTC · Trade press
Ambrosia Energy CEO Ben Longmier and Bloom Energy SVP Bill Thayer will speak on 13 October about power generation, grid connections, data centre, cooling, and electrical equipment constraints as compute demand outpaces infrastructure delivery.
Global · ◆ Neutral · 8 Oct 07:48 UTC · Trade press
Intertek analysis suggests lithium-ion batteries may reach limits for AI data centre energy and power demands, prompting consideration of alternative battery chemistries.
Why this matters: Lithium-ion supply and cost constraints for large-scale data centre backup power are opening market opportunities for alternative battery technologies.
Australia · ◆ Neutral · 8 Oct 03:22 UTC · Trade press
Australia registered 311.8MW of small-scale solar in September 2026, up 7.29% from August, with year-to-date installations 43% ahead of 2025; home battery installations reached 966.5MWh in September, up 12.5% from August.
Why this matters: Battery rebate scheme is driving residential solar-plus-storage adoption, with the market stabilising near 1GW battery deployment per month showing sustained demand for distributed energy resources.
Global · ▲ Bullish · 8 Oct 01:14 UTC · Trade press
A Climate Resource report funded by the Australian government found global electricity's share of final energy must reach 35% by 2035, up from 23%, to align with 1.5°C Paris warming targets; road transport accounts for 20% of global final energy demand but is only 2% electrified.
Why this matters: Electrification acceleration will drive sustained demand for grid-scale power generation and transmission, creating long-term tailwinds for data centre power procurement and renewable PPA markets.
Bangladesh · ◆ Neutral · 8 Oct 06:30 UTC · Trade press
The plant will be built next to the 1.32 GW Rampal coal-fired power station in Bagerhat district, scheduled for completion between September 2026 and March 2029.
US · ◆ Neutral · 7 Oct 23:08 UTC · Trade press
FirstEnergy's Monongahela Power argued that the grid operator's decision to advance schedule and commit gas-fired generation during extreme cold weather in late January cost its customers $145 million in excess purchased power.
Why this matters: Grid operator dispatch decisions during extreme weather create cost disputes that may influence future interconnection policies and data centre power procurement strategies in PJM.
Australia · ◆ Neutral · 8 Oct 03:23 UTC · Trade press
Australia · ◆ Neutral · 8 Oct 03:12 UTC · Trade press
Australia · ◆ Neutral · 8 Oct 02:42 UTC · Trade press
New South Wales has added only 1 GW of wind capacity since 2020 and has no projects commencing in 2026, remaining the only mainland NEM state with no wind construction starts this year.
Why this matters: Grid capacity constraints in Australia's largest eastern state will tighten power availability for data centre expansion, forcing operators to source renewable PPAs from other states or delay builds.
Australia · ▼ Bearish · 8 Oct 02:27 UTC · Trade press
The project was reduced from 1.3 GW with 164 turbines to 690 MW with 115 turbines, a $3 billion proposal now in federal EPBC planning with operation targeted for the early 2030s.
Why this matters: Project delay and scale reduction signal permitting friction in Australia's renewable build-out, compressing available grid-scale power for data centre PPAs in a market where generation capacity is the binding constraint.
US · ▲ Bullish · 6 Oct 12:00 UTC · Company/PR
The four-week programme, launched in January 2026 in partnership with Mississippi Delta Community College and AccelerateMS, has placed nearly 100 workers across Entergy Mississippi's service area, with 70% continuing on TIC projects and 100% receiving job offers.
Why this matters: TIC Reconnect reduces hiring friction for large power infrastructure capex programmes by building skilled labour pipelines for data centre and generation projects.
REGULATION & POLICY · 6
US · ▼ Bearish · 8 Oct 14:52 UTC · Trade press
PJM Interconnection may see 70% of future US data centre development and proposed an Interim Resource Adequacy Service allowing large loads to interconnect without new capacity if they reduce load when called.
Why this matters: Delays in interconnection processes directly constrain data centre and AI infrastructure deployment, making queue reform critical to capacity build-out.
US · ▼ Bearish · 8 Oct 16:39 UTC · Trade press
A bipartisan Senate bill would require data centres of 20MW or more to pay their own transmission costs, preventing cost-shifting to other customers.
Why this matters: Regulatory shift toward cost-allocation for data centre interconnection will increase capex burden on neoclouds and hyperscalers, raising the cost of GPU infrastructure deployment.
US · ◆ Neutral · 8 Oct 13:31 UTC · Trade press
PJM must file a revised backstop procurement proposal by 29 October after FERC found flaws in its cost-allocation framework for a 6.8 GW capacity shortfall driven by data centre demand.
Why this matters: DOE intervention shows federal concern that data centre interconnection costs are being socialised across ratepayers; cost allocation reform is essential to prevent regulatory backlash that could slow data centre permitting.
US, China · ◆ Neutral · 8 Oct 05:28 UTC · Trade press
The multi-year agreement signed on 5 October covers cross-licences to their patent portfolios in 5G, computing, AI and networking, and includes Qualcomm's purchase of certain Huawei U.S. patents in computing and AI.
Why this matters: Qualcomm's purchase of Huawei computing and AI patents may show interest in alternative architectures for inference or edge compute, showing potential easing of US-China tech tensions in specific domains.
EU · ◆ Neutral · 7 Oct 16:12 UTC · Company/PR
The 4 November 2026 webinar covers AI Factories, future Gigafactories, and Antennas across Europe, with access tracks for SMEs and academia and success stories in life sciences and atmospheric physics.
Why this matters: EuroHPC JU programmes signal sustained public sector demand for inference and training capacity, confirming sovereign compute strategies as a durable market segment.
US · ▼ Bearish · 8 Oct 19:30 UTC · Newsroom · 2 sources
The decision prevents Microsoft from participating in a visa programme for hiring workers from outside the United States.