DRAM, GPU and CPU News Updates


TurboQuant slashes AI Memory by 6 times

Google has unveiled TurboQuant, a new AI compression technique that dramatically reduces the RAM needed to run large language models by targeting the “key-value cache,” a major memory bottleneck. The method can cut memory usage by up to six times without sacrificing accuracy and can be applied to existing models without retraining, making it highly practical for current systems. Early results also point to faster inference and the ability to handle longer contexts on less powerful hardware. The development comes as memory markets stabilise after recent volatility, and could ease demand for high-capacity RAM while lowering the cost of deploying AI at scale—highlighting a growing shift toward efficiency-driven innovation rather than reliance on ever-more powerful hardware.


Closure of the Hormuz strait

The closure of the Strait of Hormuz is disrupting global supplies of helium, a critical resource used in silicon manufacturing for computer components. Qatar, which accounts for roughly 25–30% of the world’s helium exports, has seen shipments significantly reduced, raising concerns across the semiconductor industry. The disruption is expected to increase costs for nearly every type of of computer component.

In the short term, consumers and manufacturers may face price volatility—particularly for GPUs and memory—alongside shipping delays and intermittent shortages. A prolonged closure could lead to production cuts and a broader semiconductor shortage, echoing the supply constraints seen during the global semiconductor shortage, but driven this time by energy and material supply issues.

Qatar helium shutdown puts chip supply chain on a two-week clock — SK hynix forced to diversify after 30% of global supply removed from the market. No restart in sight.


Allocation, allocation, allocation… 

Current market conditions: 

SK Hynix – HBM memory allocation – sold out for 2026 

Samsung – HBM memory allocation – sold out for 2026 

MicronProduction schedule locked well into 2027 

Western Digital / San Disk HDD/ SSD – allocation sold out 2026 

Seagate – HDD/ SSD – allocation sold out 2026 

Takeaways – forecasting and securing of stock is key to meet deadlines and keeping projects alive. 


Rising RAM

Reuters reports the smartphone market may face its biggest decline ever, driven by a surge in memory chip prices. This isn’t just a consumer issue—memory supply shocks ripple across industries. Rising RAM costs put pressure on data centre budgets, storage becomes more expensive, and chip allocation increasingly prioritizes AI and enterprise over consumer devices. The result: infrastructure efficiency is no longer optional. Organizations running bloated Kubernetes clusters, overprovisioned databases, or “good enough” cloud setups could face serious cost pressure soon. If your infrastructure isn’t optimized for resource and memory utilization, the next budget review might be a painful wake-up call.

Samsung projections are showing pricing could be on track to double this quarter. Cause being increased demand for standard memory whilst HBM is being prioritised for profit margins. 
 

KIOXIA and SK Hynix are expected to follow suit. 


Production isn’t the problem, allocation is 

Data centres are on track to consume 70% of all memory chips produced in 2026. The other 30% has to go around every other industry. There just isn’t enough. 

Memory production for 2026 has already been fully allocated, this is now creeping into 2027’s production. 


Gen 4 and Gen 5 NVMe SSDs Holding Steady

NVMe pricing has plateaued after the slight price hikes we saw last quarter. Production seems to have caught up with demand, and drives like the WD Black SN850X and Samsung 990 Pro are sitting comfortably at MSRP.

Current Advice: HOLD. Only buy if you desperately need the storage today. Otherwise, wait for seasonal sales.


DDR4 is taking the hit

AI-driven demand has flipped the memory market on its head, and DDR4 is taking the hit.

Manufacturers are funnelling capacity into high‑bandwidth memory for AI servers, leaving traditional DRAM with whatever wafer allocation remains. The consequence is a sharp contraction in DDR4 supply, longer lead times, and prices that are rising faster than most buyers expected — with no indication of easing.


DRAM and NAND price spike

DRAM and NAND price spike

DRAM contract prices surge dramatically due to hyperscaler demand.

NAND flash prices also increase as enterprise SSD demand rises.

Consumer GPU availability drops

Manufacturers reportedly cut consumer GPU production by 30–40% to allocate memory to AI hardware.


Memory demand surge update

AI GPUs require 80–200GB of HBM per chip, putting huge pressure on DRAM fabs.


HBM4 supply chain disruption

Development of HBM4 memory faces redesigns after higher performance requirements from next-generation AI GPUs.

This pushes large-scale production toward late Q1–Q2 2026.


It’s RAMmageddon

Reports indicate memory vendors such as Micron and SanDisk are exploring additional manufacturing capacity through partners like Powerchip Semiconductor Manufacturing Corp. to boost output amid tight supply. This month has marked a significant turning point where AI demand is reshaping the computer component supply chain—pushing memory prices up, tightening consumer hardware supply, and forcing manufacturers to prioritize enterprise and data-centre markets.


DDR5 contract prices surge

Analysts report that DDR5 contract prices surged, with some suppliers effectively running out of stock.

Major DRAM producers—including Samsung, SK Hynix, and Micron—are prioritizing high-bandwidth memory (HBM) used in AI accelerators, tightening supply for consumer devices.

Industry forecasts suggest PC prices could rise up to 8% in 2026 because of the memory shortage.

Some PC manufacturers begin selling systems without RAM installed to cope with supply volatility


Rapid rising DRAM

Memory manufacturers and module vendors warn of rapidly rising DRAM prices driven by AI demand.

Companies such as G.Skill report large retail price increases for DDR5 memory kits as suppliers raise costs.

Micron cancelled open orders on Crucial lines. 


The move signals a broader industry shift toward supplying AI data-center infrastructure, reducing emphasis on consumer PC memory and SSD products.


GPU production adjustments

GPU manufacturers reduce consumer GPU manufacturing to prioritize higher-margin data-centre hardware.

Some upcoming GPU launches face potential delays due to memory supply constraints.


Memory prices are rising

NAND flash and DRAM are beginning to rise in price due to cloud and AI server demand.


The market is tightening

Manufacturers shift DRAM capacity from older DDR4 to DDR5 and HBM, reducing supply for legacy systems.


AI demand dominates chip supply

Hyperscale AI infrastructure expansion increases demand for advanced memory such as HBM (High-Bandwidth Memory).

Semiconductor manufacturers are beginning to shift production from consumer components to AI accelerators.


For more information, Contact us at G2 Digital to find out how we can help you plan ahead.