AI Infrastructure

NVIDIA Blackwell Ultra GB300 Delivers 50x Performance Boost for AI Agents
AI Infrastructure

NVIDIA Blackwell Ultra GB300 Delivers 50x Performance Boost for AI Agents

NVIDIA's GB300 NVL72 systems show 50x better throughput per megawatt and 35x lower token costs versus Hopper, with Microsoft, CoreWeave deploying at scale.

Together AI Achieves 40% Faster LLM Inference With Cache-Aware Architecture
AI Infrastructure

Together AI Achieves 40% Faster LLM Inference With Cache-Aware Architecture

Together AI's new CPD system separates warm and cold inference workloads, delivering 35-40% higher throughput for long-context AI applications on NVIDIA B200 GPUs.

VLA Models Reshape Robotics as $94B Market Embraces AI Infrastructure
AI Infrastructure

VLA Models Reshape Robotics as $94B Market Embraces AI Infrastructure

Vision-Language-Action models are driving robotics teams to Ray and Anyscale for distributed training. Market projected to hit $94.38B by 2031.

CleanSpark CLSK Posts $181M Q1 Revenue But Swings to $379M Net Loss
AI Infrastructure

CleanSpark CLSK Posts $181M Q1 Revenue But Swings to $379M Net Loss

CleanSpark reports Q1 fiscal 2026 revenue of $181.2M with $378.7M net loss as Bitcoin fair value swings hit earnings. Stock down 8.8% ahead of results.

Mistral AI Launches Voxtral Transcribe 2 With Sub-200ms Latency
AI Infrastructure

Mistral AI Launches Voxtral Transcribe 2 With Sub-200ms Latency

Mistral releases Voxtral Transcribe 2 with real-time streaming at $0.003/min, undercutting competitors while matching accuracy. Open weights under Apache 2.0.

Together AI Opens Evaluations to OpenAI, Anthropic, Google Models
AI Infrastructure

Together AI Opens Evaluations to OpenAI, Anthropic, Google Models

Together Evaluations now benchmarks proprietary AI models from OpenAI, Anthropic, and Google against open-source alternatives, claiming 10x cost savings.

AgentOps is the New DevOps: The Invisible Infrastructure Powering Jan's AI Agent Boom
AI Infrastructure

AgentOps is the New DevOps: The Invisible Infrastructure Powering Jan's AI Agent Boom

In January 2026, the shift from "Generative AI" to "Agentic AI" made AgentOps the essential infrastructure. It provides the observability, guardrails, and lifecycle management needed to scale autonomous digital workforces.

NVIDIA Integrates CUDA Tile Backend for OpenAI Triton GPU Programming
AI Infrastructure

NVIDIA Integrates CUDA Tile Backend for OpenAI Triton GPU Programming

NVIDIA's new CUDA Tile IR backend for OpenAI Triton enables Python developers to access Tensor Core performance without CUDA expertise. Requires Blackwell GPUs.

NVIDIA Unveils Universal Sparse Tensor Framework for AI Efficiency
AI Infrastructure

NVIDIA Unveils Universal Sparse Tensor Framework for AI Efficiency

NVIDIA introduces Universal Sparse Tensor (UST) technology to standardize sparse data handling across deep learning and scientific computing applications.

NVIDIA Run:ai v2.24 Tackles GPU Scheduling Fairness for AI Workloads
AI Infrastructure

NVIDIA Run:ai v2.24 Tackles GPU Scheduling Fairness for AI Workloads

NVIDIA's new time-based fairshare scheduling prevents GPU resource hogging in Kubernetes clusters, addressing critical bottleneck for enterprise AI deployments.