Perplexity + NVIDIA Just Put an AI Agent on Your PC With Zero Cloud Credits for Local Tasks

NVIDIA CEO Jensen Huang on stage pointing to three open rack-scale AI server hardware modules and GPU compute trays.

Until now, the promise of autonomous AI agents has come with an unavoidable catch: everything had to live in someone else’s data center. Every document analyzed, every file parsed, and every prompt iterated meant shipping sensitive data across the internet while watching cloud credits, API meters, and monthly token bills tick up. That cloud-only default … Read more

OpenAI’s Jalapeño Chip: How Its Custom AI Processor Challenges NVIDIA Blackwell on Inference

OpenAI's Jalapeño custom AI inference chip package with HBM4 memory on test board

1. Introduction — OpenAI Is Building Its Own AI Silicon OpenAI is moving deeper into the physical hardware layer. The company is no longer just training frontier foundation models; it is systematically engineering the entire compute stack: Models → Software → Chips → Memory → Networking → Data Centers At the Hot Chips 2026 conference, … Read more

Apple M6 and M5 Ultra Push AI Beyond the Cloud With Powerful On-Device Computing

Square graphic showing the Apple M6 chip with a green and blue ambient glow alongside the Apple M5 Ultra chip with a purple and blue glow against an off-white background.

For the past several years, the explosive growth of artificial intelligence has been inextricably tethered to the cloud. Whenever a user drafted a complex prompt, synthesized code, or generated high-resolution media, that request was almost certainly shipped across fiber-optic cables to a massive, power-hungry data center packed with server-grade accelerator racks. That paradigm is undergoing … Read more

NVIDIA Vera CPU Is Powering SpaceXAI’s Grok Agents — and Taking AI Infrastructure Into Orbit

NVIDIA headquarters building and logo sign in Santa Clara, California

NVIDIA’s newest AI-tailored processor is heading straight into one of the industry’s most ambitious deployments: SpaceXAI’s infrastructure for Grok. In an unprecedented move, Elon Musk’s AI venture is deploying NVIDIA Vera CPUs to handle its next generation of agentic workloads, scaling terrestrial clusters on the comprehensive Vera Rubin platform, and adapting that exact hardware architecture … Read more

NVIDIA A100 Tensor Core GPU: The Definitive Guide to Architecture, Specs, and Modern Enterprise Value

In the fast-moving artificial intelligence ecosystem, hardware lifecycle curves are often assumed to be short. Yet, recent major cloud infrastructure reports—including CoreWeave signing commercial A100 leasing contracts running through 2029—confirm that NVIDIA’s Ampere architecture remains a profitable workhorse for AI inference and enterprise computing. Here is the complete breakdown of the NVIDIA A100 Tensor Core … Read more