Taalas just emerged from stealth with a claim that’s shaking the hardware world: 17,000 tokens per second on Llama 3.1 8B.

How? By physically etching the AI model directly into the silicon transistors. No HBM. No liquid cooling. Just raw, hardwired performance that is 10x faster and 20x cheaper than traditional GPU inference.

https://www.buysellram.com/blog/17000-tokens-second-is-taalas-hardwired-silicon-the-ultimate-solution-to-the-ai-memory-wall-and-hbm-shortage/

#AI #ArtificialIntelligence #AIHardware #DataCenter #MemoryWall #HBMShortage #InferenceFactory #HardcoreAI #ASIC #Taalas #NVIDIA #technology

PC DRAM Contract Pricing Approaches 100% QoQ Surge

TrendForce’s latest forecast signals a structural price shock across the memory and storage stack. Contract pricing for PC DRAM is projected to exceed 100% QoQ, while conventional DRAM, server DRAM, NAND, and enterprise SSDs are all seeing double-digit to near-triple-digit increases...

https://www.buysellram.com/blog/trendforce-2026-update-pc-dram-prices-to-double-as-hbm4-shipments-begin/

#PCDRAM #DRAM #MemoryMarket #HBM #AIInfrastructure #ServerMemory #DataCenter #Semiconductor #tech #Samsung #Micron #SKHynix

Why Laptops and Smartphones Are Getting More Expensive?

The answer is not inflation. It is wafers.

In today’s market, every DDR5 module, HBM stack, LPDDR chip, and SSD starts from the same 300mm silicon wafer. When manufacturers allocate those wafers to AI-grade memory for data centers, they are no longer available for PCs, smartphones, or consumer devices.

https://www.buysellram.com/blog/the-2026-global-memory-shortage-why-ram-and-ssd-prices-are-surging/

#MemoryPricing #DRAM #NANDFlash #SSD #DataCenter #SupplyChain #Tech #HBM #DDR5 #LPDDR5X #NVMe #WaferCapacity