AI INFRASTRUCTURE
NVIDIA Commits $4B to Optics Partners Lumentum, Coherent for AI Data Centers
NVIDIA invests $2 billion each in Lumentum and Coherent to scale silicon photonics for AI infrastructure. LITE stock jumps 12% on the news.
NVIDIA Run:ai Delivers 2x GPU Utilization Gains for AI Inference Workloads
NVIDIA benchmarks show Run:ai platform doubles GPU utilization while cutting latency 61x for enterprise AI deployments running NIM inference microservices.
Together AI's CDLM Achieves 14.5x Faster AI Inference Without Quality Loss
Consistency Diffusion Language Models solve two critical bottlenecks in AI inference, delivering up to 14.5x latency improvements while maintaining accuracy on coding and math tasks.
NVIDIA MIG Tech Delivers 2.25x Speedups for Power-Constrained AI Workloads
NVIDIA's Multi-Instance GPU technology shows up to 2.25x performance gains for data center workloads under power limits, with implications for AI infrastructure costs.
NVIDIA Run:ai GPU Fractioning Delivers 77% Throughput at Half Allocation
NVIDIA and Nebius benchmarks show GPU fractioning achieves 86% user capacity on 0.5 GPU allocation, enabling 3x more concurrent users for mixed AI workloads.
India Deploys 20,000 NVIDIA Blackwell GPUs in $1B AI Infrastructure Push
India partners with NVIDIA to build sovereign AI infrastructure with 20,000+ Blackwell Ultra GPUs, targeting $27.7B market by 2032 under IndiaAI Mission.
NVIDIA Secures Massive Meta AI Deal for Millions of Blackwell and Rubin GPUs
Meta commits to multiyear NVIDIA partnership deploying millions of GPUs, Grace CPUs, and Spectrum-X networking across hyperscale AI data centers.
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
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
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
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
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
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
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
NVIDIA's new CUDA Tile IR backend for OpenAI Triton enables Python developers to access Tensor Core performance without CUDA expertise. Requires Blackwell GPUs.