Custom silicon, TPU cycles, advanced packaging and GPU supply constraints define a new compute race. KV cache and energy emerge as structural bottlenecks for AI infrastructure.
Google is reportedly weighing CoWoS as a backup for 2027 TPUs because EMIB-T substrate yields are lagging expectations. The report highlights a bottleneck in advanced packaging, with potential effects on cloud capacity, costs and deployment strategie...
Google has outlined an expansion of its AI compute capacity and shortened the development cycle of its TPUs to six months. A pace that brings specialized hardware closer to software logic and strengthens the role of large cloud providers, while organ...
Astera Labs' move shifts attention from compute to memory. The KV cache, critical for agentic workloads, becomes a physical constraint affecting parallelism, latency, and TCO. For self-hosted and on-premise deployments, memory hierarchy and data move...
Google's TPU systems reaching one million chips shifts the limit from hardware to power. The analysis looks at consequences for data center design, TCO, and on-premise strategies, where energy constraints become as decisive as compute capacity. No ad...
As agentic systems multiply context tokens, the KV cache grows until it saturates GPU VRAM. Astera Labs is targeting this structural limit, signaling a shift in attention from compute to memory and interconnects. For those evaluating self-hosted depl...
The headline signals a shift: Chinese GPU vendors are no longer aiming only to match Nvidia’s H100 in single benchmarks. They are building scalable platforms where interconnects, software, and cluster-level throughput matter. For on-premise deploymen...
TSMC's 3nm and 2nm nodes and CoWoS packaging remain tight as AWS, MediaTek, and TPUs shift capacity volumes. For those evaluating on-premise AI hardware, scarcity of accelerators and interposers means longer lead times and cost pressure. Demand from ...
The GeForce RTX 5090 has vanished from U.S. retail channels, with third-party sellers asking up to $9,500. For teams building self-hosted LLM machines, the signal is clear: consumer channels no longer guarantee stable pricing, and the race for local ...
Nvidia's flagship GPU has disappeared from US online retailers, with third-party sellers asking up to $9,500. The scarcity signals tension between limited supply and demand that extends beyond gaming, affecting local AI hardware and self-hosted LLM d...
According to DIGITIMES, Google's TPU recoups its investment in about a year. The figure opens upside for MediaTek and Broadcom ASIC revenues and signals that custom silicon for training and inference is now a concrete economic option. The fast paybac...
Teams running H100 clusters with policies that exclude Chinese models start at a disadvantage: in the open 120B+ vision segment, the gap with GLM, Qwen, and DeepSeek is measurable. Among the Western candidates cited, Inkling Small and Command A+ cove...
On Friday Intel released Linux NPU Driver 1.38, adding official support for Ubuntu 26.04 LTS. The open-source user-space components work with the IVPU kernel driver to leverage the Core Ultra NPU, a concrete step for local AI inference on long-term s...
A 96 GB VRAM RTX 5090 sold on Alibaba for under $4,000 shows growing gray-market demand for affordable on-premise inference. The Chinese mod triples the standard card's memory, lowering the barrier for running larger models locally. But without warra...
NVIDIA has built a command centre for supply chain allocation based on Palantir Foundry and cuOpt. The system combines mixed-integer linear programming with a Nemotron 3.5 Lightning LLM with 30 billion total parameters, three billion active, fine-tun...
d-Matrix presented an inference cost model at SEMICON Taiwan 2026. The point: if token prices fall while GPU depreciation, energy and memory bandwidth costs remain rigid, margins for compute capacity providers shrink. The pressure is structural and p...
Qualcomm details the next-generation Oryon CPU, Adreno GPU, and Hexagon NPU. The move confirms that local inference becomes a primary design constraint for client chips and a strategic option for organizations evaluating self-hosted deployments and d...
A modder replaced a RTX 5090's 16-pin power connector with three 8-pin connectors, pushing the card to 900 watts and 3,400 MHz. The mod highlights the tension between peak power, power delivery reliability, and cooling, with implications for anyone u...
Micron started building a ¥1.5 trillion expansion in Hiroshima for High-Bandwidth Memory, the stacked DRAM behind AI accelerators. The move underscores supply-chain pressures that will shape GPU availability and TCO for organizations running LLMs on ...
A record-breaking investment reshapes the memory supply chain: the South Korean giant bets on NAND and DRAM to sustain AI infrastructure demand. Implications for on-prem cluster operators, spanning HBM, TCO, and bottleneck management.
Samsung's semiconductor chief, Jeon Young-hyun, stated that the Honam chip cluster will require expanded power infrastructure, including nuclear energy. The move highlights how electricity reliability has become a competitive factor for chip producti...
Taiwanese passive component maker Yageo is informing EMS and OEM customers of a capacitor price hike. The increase adds to a chain of cost pressures triggered by AI infrastructure demand, directly affecting server and system costs for on-premise depl...
TSMC is driving innovation with its 2nm technology and advanced packaging solutions like CoWoS and CoPoS. These developments not only solidify its position in the semiconductor industry but also generate a significant positive impact across the entir...
SK Hynix has announced a twelve-year acceleration for its Yongin fab, driven by the surging demand for High Bandwidth Memory (HBM). This move highlights the strain on critical memory production capacity for AI workloads, with significant implications...
Samsung and SK hynix, the world’s two largest memory chip makers, have committed over $550 billion to build new fabrication plants in South Korea. The move aims to prevent a feared ‘RAMageddon’ — a high-bandwidth memory supply crunch driven by explos...
