scale
30 articles about scale in AI news
NanoEuler: GPT-2-Scale 116M Model Built in Pure C/CUDA From Scratch
NanoEuler is a 116M-parameter GPT-2-scale model built in pure C/CUDA from scratch. It provides a complete educational training pipeline for understanding LLMs at the lowest level.
Vibe Coding Fails: Why AI-Generated Code Breaks at Scale
Vibe coding fails because AI-generated code lacks architectural coherence, test coverage, and security validation, breaking at scale beyond 1,000 lines.
Jim Keller: Tenstorrent IPO Looms as BlackHole Chip Scales
Jim Keller confirmed Tenstorrent's IPO plans as BlackHole chip scales for AI inference, competing with Nvidia. No revenue disclosed.
AI Data Center Scale Doubles Every 7 Months, Epoch Finds
Epoch AI finds AI data center scale doubles every 7 months, driven by Google, Microsoft, and Amazon investments. This accelerates beyond the earlier 12-month cycle, raising training cost projections to $10 billion by 2028.
Upscale AI Raises $190M for AI Networking Infrastructure
Upscale AI raised $190M to expand AI networking infrastructure, addressing the bottleneck of 100K+ GPU clusters.
Prometheus Hyperscale Wins Gigawatt Wyoming Campus Approval
Prometheus Hyperscale secured gigawatt campus approval in Wyoming for AI workloads, tapping low-cost power and land.
JUPITER Exascale Maps Brain at Cellular Scale on 4,096 Grace Hopper Nodes
JUPITER, Europe's first exascale supercomputer, trained CytoNet brain model on 6.5 PB in 5 days and runs climate, 6G, and quantum simulations.
Qualcomm Launches AI Data Center Program With Hyperscaler Customer
Qualcomm launched an AI data center program with a major hyperscaler customer, targeting inference workloads. Financial terms and partner identity undisclosed.
CoreWeave Beats AWS, Google to First Vera Rubin Rack-Scale Validation
CoreWeave validated Nvidia's Vera Rubin NVL72 at rack scale before hyperscalers, reinforcing its GPU-first strategy.
Scale Your AI Code Review Fleet
Gito v4.1.0 now runs on Claude Code and Gemini CLI. Use async LLM requests and selective model routing to scale code review fleets efficiently.
Cerebras Reengineers Mechanical Playbook for Wafer-Scale Chip Cooling
Cerebras disclosed three mechanical innovations—vertical power delivery, flexible interposers, and direct-impingement cooling—to prevent wafer-scale chips from cracking, rewriting engineering fundamentals.
Virginia Beach moves to ban hyperscale data centers
Virginia Beach council members propose banning new hyperscale data centers over power, water, and noise concerns, targeting facilities >100K sq ft or >50 MW.
Instacart's Semantic IDs: Product Understanding at Scale
Instacart's engineering team details a semantic ID system for product understanding at scale, using embeddings to create meaningful identifiers that enhance search and recommendations. This approach captures nuanced product relationships, improving relevance for grocery e-commerce.
ByteDance Builds In-House AI CPUs for TikTok-Scale Agent Inference
ByteDance builds custom AI CPUs for inference at TikTok scale, targeting scarce server supply. The move signals agent workload shift from training to inference hardware.
Cerebras Challenges Nvidia Inference Monopoly with Wafer-Scale Edge
Cerebras is challenging Nvidia's inference dominance with wafer-scale chips, as inference workloads surpass training in AI compute spend.
Cerebras WSE-3 Claims 10x Training Speed Over Nvidia H100 on GPT-Scale Model
Cerebras claims 10x training speed over Nvidia H100 for GPT-3-scale models using WSE-3. Benchmark lacks power and cost data, limiting independent verification.
Google TPU 'Broadfly' Topology Scales Pod to 1,152 Chips
Google unveiled a Broadfly TPU topology at Cloud Next, scaling pods to 1,152 chips — 4.5x larger than Ironwood — with max 7 hops. This inference-first design challenges NVIDIA's NVLink on scale and latency.
Cerebra's Tokenomics Bet: AWS, OpenAI Deals and Wafer-Scale Edge
Cerebra's tokenomics pricing and AWS/OpenAI partnerships challenge NVIDIA's inference dominance, offering a 5x cost reduction per token via its wafer-scale architecture.
Nscale to Deploy 66K+ Rubin GPUs for Microsoft in Portugal
Nscale will deploy 66,000+ NVIDIA Rubin GPUs for Microsoft at Portugal's Start Campus. The deal is a first for Rubin and signals Microsoft's geographic diversification.
GUC, Wiwynn Partner on Silicon-to-System AI Infrastructure for Hyperscalers
GUC and Wiwynn partner on silicon-to-system AI infrastructure, integrating SoC design, optical I/O, and liquid cooling for hyperscalers.
Box Elder County to Vote on Hyperscale AI Data Center After Delay
Box Elder County votes on hyperscale AI data center after delay. Decision tests local government balance between infrastructure demand and resource constraints.
Google-Anthropic 5 GW Deal: AI Capacity Pre-Sold at Gigawatt Scale
Google and Anthropic signed a 5 GW compute deal, pre-selling AI capacity at gigawatt scale and reshaping infrastructure financing.
Qualcomm Ships Hyperscaler Custom Silicon by December 2026
Qualcomm is developing custom silicon for an unnamed hyperscaler, with shipments expected December 2026, marking its most concrete data-center comeback move.
Meta Deploys AI Agents to Automate Hyperscale Performance Tuning
Meta deployed unified AI agents to automate hyperscale performance optimization, aiming to reduce manual tuning and costs amid a $145B AI capex push.
Qualcomm Builds Dedicated CPU for Agentic AI, Enters Hyperscale Silicon Market
Qualcomm CEO revealed dedicated CPU for agentic AI, custom silicon deal with hyperscaler shipping Dec 2026, and agentic smartphones. Pivot challenges GPU-centric AI infrastructure consensus.
Utah Hyperscale Data Center to Exceed State Power Use
A hyperscale data center in Box Elder County, Utah, developed by Kevin O'Leary's O'Leary Digital, is set to generate and consume more power than the state itself, moving toward final approval.
Castore and GXO Detail 'Sustainable Scale' Strategy at Drapers Supply
At the Drapers Supply Chain Summit, Castore CSCO Adrian Harris detailed how the rapid-growth sportswear brand is shifting focus from breakneck expansion to 'sustainable scale' with logistics partner GXO. The partnership is central to operationalizing sustainability in Castore's supply chain.
Applied Digital Lands 300MW Lease with Hyperscaler at Louisiana Site
Applied Digital secured a 300MW lease with an investment-grade hyperscaler at its Delta Forge 1 site in Louisiana, with a total reported value of $7.5 billion, signaling continued demand for AI data center capacity.
Airbnb's Engineering Blueprint for a Petabyte-Scale
Airbnb engineers detail the construction of a massive, internally operated metrics storage system. The system ingests 50 million samples per second, manages 1.3 billion active time series, and stores 2.5 petabytes of data, overcoming challenges in tenancy, shuffle sharding, and observability at scale.
Cisco Reveals Scale-Across GPU Networking Needs 14x DCI Bandwidth
Cisco's chief architect detailed the massive bandwidth requirements for connecting AI clusters via 'scale-across' GPU networking, which needs 14x the capacity of traditional data center interconnects. This shift is creating a multi-billion dollar market for 800G coherent pluggables and deep-buffered switches.