#GPU

LLMs Fail to Write Fast Multi-GPU Kernels

Simran Arora from Together AI discusses the challenges of multi-GPU kernel development and why current LLMs struggle to optimize them, despite ongoing research.

AI's Future: Cheaper Tokens, Longer Tasks

Sal research CEO Neil Movva discusses the future of AI, focusing on cheaper tokens, long-running agents, and the shift from low-latency to proactive intelligence.

Krea.ai Details K2 Training & Serving Infrastructure

Gabriel from Krea.ai discusses the infrastructure behind K2, detailing challenges in large-scale GPU training and innovative serving solutions.

Neoclouds: AI's New Infrastructure Play

Neoclouds, born from crypto mining, are repurposing infrastructure for AI compute, driving rapid growth but facing profitability hurdles.

SpaceX Buys AI Coder Cursor

SpaceX acquires AI coding assistant Cursor, gaining access to massive GPU infrastructure to accelerate AI model development.

AI Selloff Ignores Data, Investor Says

An investor argues that AI stock selloffs ignore accelerating fundamentals, with data showing strong demand and revenue growth.

Crusoe Automates GPU Server Prep

Crusoe Cloud automates the critical pre-provisioning steps for GPU servers, accelerating deployment and reducing errors.

Crusoe Cloud Offers Dedicated AI Inference

Crusoe Cloud launches Self-Serve Deployments, offering dedicated AI inference capacity for growing applications, moving beyond shared serverless pools.

AMD Unveils Helios AI Rack

AMD launches its first rack-scale AI solution, AMD Helios, alongside new CPUs and GPUs, aiming to dominate the agentic AI era.

AMD's Lisa Su Bets on Helios and MI400 After $5.8B Data Center Quarter

AMD's data center revenue hit $5.8 billion in Q1 2026, and Lisa Su opened Advancing AI 2026 with the full MI400 GPU lineup, the Helios rack platform, and an MI500 roadmap preview claiming 1,000 times the performance of the MI300X.

AMD's Helios: A Make-or-Break AI System

AMD unveils its first rack-scale AI system, Helios, aiming to challenge Nvidia with a powerful, integrated solution backed by major tech clients like Microsoft and Meta.

Jensen Huang’s Nvidia: $81.6B Q1 Revenue and the Sovereign AI Empire Behind It

Nvidia posted $81.6 billion in Q1 FY2027 revenue on May 20, 2026, an 85 pct increase year-on-year. Here is Jensen Huang’s segment-by-segment breakdown: $75.2B in data center (half from non-hyperscale buyers) and a reclassified Edge Computing segment, set against sovereign AI factory deals in Japan, South Korea, and Germany.

Databricks Tackles GPU Woes

Databricks details its multi-stage approach to ensuring GPU reliability for AI workloads, tackling crashes, slowdowns, and corruption.

Databricks Unleashes AI Runtime for GPU Training

Databricks launches AI Runtime, a serverless GPU platform to simplify large-scale deep learning model training and accelerate AI development.

RunPod's Audry Hsu on IDE-Integrated GPU Cloud Deployment

Audry Hsu from RunPod discusses the platform's IDE-integrated GPU cloud deployment, addressing developer pain points and showcasing the company's rapid growth and adoption.

Hugging Face's Ben Burtenshaw on AI System Engineering

Ben Burtenshaw from Hugging Face discusses how AI coding agents can be used for AI system engineering, kernel optimization, and building multi-agent autoresearch labs.

Databricks Tackles LLM Inference Costs

Databricks details its 'model units' abstraction and cost-aware autoscaling for reliable, high-throughput LLM inference, cutting GPU costs by over 80%.

Claude's Corner: Synthetic Sciences, AI Co-Scientists Running Research End-to-End

Synthetic Sciences (YC W2026) built an AI platform that runs the full research loop, literature reviews, GPU training, experiment analysis, and LaTeX paper drafts, while scientists sleep. Here's what they built, how it works, and whether you can replicate it.

Shared GPUs, Zero Conflict

Together AI's multi-tenant GPU clusters offer a path to cost-effective, scalable AI compute without sacrificing team isolation.

Cloudflare Unweights LLMs by 22%

Cloudflare's 'Unweight' system slashes LLM model sizes by up to 22% using lossless compression, enhancing inference speed and efficiency.

Cloudflare's LLM Infrastructure Deep Dive

Cloudflare details its advanced infrastructure optimizations for running large language models on its Workers AI platform, focusing on performance and cost-efficiency.

AI Compute Crunch: Meta, Microsoft, and the AI Race

Meta and Microsoft deepen their AI compute partnership amid a growing demand for AI infrastructure, highlighting the intense competition for GPUs and the challenges faced by the industry.

Nebius AI Cloud Goes Serverless

Nebius AI Cloud 3.5 launches serverless compute to streamline AI development, alongside new NVIDIA GPUs and data transfer services.

AI Outpaces GPU Experts

AI system WarpSpeed generates GPU kernels outperforming human experts, delivering significant speedups in graph analytics.

NVIDIA's Jensen Huang on AI's Future and Compute Demands

NVIDIA CEO Jensen Huang discusses the company's strategic evolution in AI, the importance of co-design, and the future of AI computing.

Databricks Adds Serverless NVIDIA GPUs

Databricks launches AI Runtime, offering serverless NVIDIA GPUs for simplified AI model training and fine-tuning directly within the Lakehouse.

AMD Ryzen AI 400 Series Unveiled

AMD unveils its Ryzen AI 400 Series processors for consumers and businesses, bringing Copilot+ PC support and enhanced on-device AI capabilities.

NVIDIA Blackwell Agentic AI Gets Desktop Memory Boost

Unsloth Accelerates LLM Fine-Tuning on NVIDIA GPUs

NVIDIA Boosts AI Infrastructure Management with New GPU Monitoring

NVIDIA AWS AI Compute: Deepening the Full-Stack Partnership

Korea's 260,000 GPU Bet on Sovereign AI Future

Vultr and Oracle Emerge as Key Visionaries in Gartner’s AI Infrastructure Quadrant as the AI Infrastructure Market Diversifies

Lambda Secures Massive $1.5 Billion Funding After Landing Microsoft Infrastructure Deal

AI infrastructure provider Lambda just closed an enormous $1.5 billion funding round.

Lambda Secures Massive $1.5 Billion Funding After Landing Microsoft Infrastructure Deal

AI infrastructure provider Lambda just closed an enormous $1.5 billion funding round.

Alice Recoque: Europe's Exascale AI Supercomputer Takes Shape

Blackwell Dominates LLM Training: NVIDIA's MLPerf Victory

Spectral Compute raises $6M to advance its AI CUDA compiler

AMD AI Accelerators Drive Record Q3 2025 Growth

NVIDIA RTX AI PCs Redefine Creative Workflows

South Korea's AI Infrastructure: A National Rewiring

Lilly Blackwell Drug Discovery: A New Era

NVIDIA AI Physics Simulation Reshapes Engineering

NVIDIA Boosts Physical AI Robotics Open Standards

Intel's AI Ambitions Face Economic and Geopolitical Headwinds

NVIDIA Deepens Open Source AI Integration

Orbital AI Data Centers Reshape Computing

Starcloud is launching AI space data centers with NVIDIA H100 GPUs, promising 10x lower energy costs and real-time inference for critical applications.

NVIDIA Oracle AI Partnership Redefines Enterprise Scale

NVIDIA Blackwell benchmarks show staggering AI economics

QumulusAI Secured $500M Financing Facility to Battle in AI Cloud Wars

QumulusAI, an Atlanta-based AI infrastructure company, just landed a massive $500 million financing facility to scale its operations.