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Chips, devices, infrastructure, and the physical layer of computing.

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What Is a GPU? GPU, HBM and NPU Explained Without the Jargon

What is a GPU and why does AI need GPU, HBM and NPU hardware? A simple guide for users, buyers and teams building AI products.

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What Is a GPU? GPU, HBM and NPU Explained Without the Jargon
Hardware

What Is a GPU? GPU, HBM and NPU Explained Without the Jargon

What is a GPU and why does AI need GPU, HBM and NPU hardware? A simple guide for users, buyers and teams building AI products.

Jul 18, 2026 · 4 min

Japan and Nvidia Are Turning AI Into Factory Infrastructure
Hardware

Japan and Nvidia Are Turning AI Into Factory Infrastructure

A practical analysis of Japan’s AI infrastructure push, Nvidia, physical AI, robotics and why the next AI wave may be industrial.

Jul 17, 2026 · 4 min

Nvidia H20 Is Back in the Spotlight: Why Export Licenses Can Change AI Prices
Hardware

Nvidia H20 Is Back in the Spotlight: Why Export Licenses Can Change AI Prices

A clear analysis of Nvidia H20, AI chip export rules, China demand, GPU capacity and why hardware policy affects everyday AI tools.

Jul 16, 2026 · 4 min

AI Data Centers Just Hit the Power and Water Wall
Hardware

AI Data Centers Just Hit the Power and Water Wall

A clear analysis of New York’s AI data center moratorium, why power and water are becoming strategic bottlenecks, and what it means for chips, cloud and users.

Jul 15, 2026 · 5 min

What Is an NPU? NPU vs CPU vs GPU Explained
Hardware

What Is an NPU? NPU vs CPU vs GPU Explained

Learn what an NPU does, how it differs from a CPU and GPU, which AI features actually use it, and what matters when choosing an AI PC.

Jul 14, 2026 · 7 min

What Is HBM? Why AI GPUs Need High-Bandwidth Memory
Hardware

What Is HBM? Why AI GPUs Need High-Bandwidth Memory

Learn how high-bandwidth memory works, why AI models need capacity and bandwidth, how HBM differs from GDDR, and what HBM3e and HBM4 change.

Jul 14, 2026 · 7 min

AI Data Centers Are Becoming a Power and Cooling Story
Hardware

AI Data Centers Are Becoming a Power and Cooling Story

AI infrastructure has entered its physical era. Power, cooling, grid access, and community trust now decide how fast the next generation of AI can grow.

Jul 9, 2026 · 5 min

Local AI PCs Are Back Because Privacy, Cost, and Latency Matter
Hardware

Local AI PCs Are Back Because Privacy, Cost, and Latency Matter

A practical guide to local AI PCs, private inference, GPU workstations, cost control, latency, and the trade-offs teams should understand before buying hardware.

Jul 8, 2026 · 5 min

Apple and Broadcom’s Chip Roadmap Points to a More Private AI Infrastructure War
Hardware

Apple and Broadcom’s Chip Roadmap Points to a More Private AI Infrastructure War

Apple’s long custom-chip partnership with Broadcom shows why AI strategy increasingly depends on silicon, networking, privacy, and data-center control.

Jul 6, 2026 · 9 min

What Is a GPU and Why Is It So Important for AI?
Hardware

What Is a GPU and Why Is It So Important for AI?

A clear explanation of GPUs, parallel computing, AI training, inference, memory, bandwidth, and why chips became the fuel of the AI boom.

Jul 4, 2026 · 4 min

How GPU Cooling Works: Air, Liquid, Heat Pipes, and AI Data Centers
Hardware

How GPU Cooling Works: Air, Liquid, Heat Pipes, and AI Data Centers

A practical explanation of GPU cooling, from fans and heat sinks to liquid cooling, cold plates, airflow, and data-center thermal design.

Jul 4, 2026 · 4 min

AI Data Centers Have Turned Grid Queues Into a Product Planning Risk
Hardware

AI Data Centers Have Turned Grid Queues Into a Product Planning Risk

A long-form analysis of data center grid queues, AI power demand, infrastructure timing and how product teams should plan when compute capacity depends on local electricity.

Jul 2, 2026 · 5 min

Sub-1nm Chip Research Is a Reminder That AI Efficiency Is Still a Materials Problem
Hardware

Sub-1nm Chip Research Is a Reminder That AI Efficiency Is Still a Materials Problem

A grounded look at sub-1nm semiconductor research, nanosheet scaling and why AI efficiency still depends on materials, manufacturing and yield.

Jul 1, 2026 · 4 min

AI’s Next Bottleneck Is Memory, Not Just Bigger Models
Hardware

AI’s Next Bottleneck Is Memory, Not Just Bigger Models

A grounded analysis of why AI infrastructure is becoming a memory and manufacturing race, and how product teams should plan around capacity, cost and resilience.

Jun 30, 2026 · 4 min

Advanced Packaging and HBM Are the New AI Chip Bottleneck
Hardware

Advanced Packaging and HBM Are the New AI Chip Bottleneck

A practical analysis of advanced packaging and HBM for AI chips, with execution risks, market context and product strategy for technology teams.

Jun 30, 2026 · 4 min

On-Device AI Is Where the AI PC Becomes Useful, Not Flashy
Hardware

On-Device AI Is Where the AI PC Becomes Useful, Not Flashy

A practical analysis of on-device AI and AI PCs, with risks, rollout decisions and business implications for technology teams.

Jun 30, 2026 · 4 min

Custom AI Chips Are Turning the Cloud Into a Full-Stack Arms Race
Hardware

Custom AI Chips Are Turning the Cloud Into a Full-Stack Arms Race

Why the custom AI chip wave matters for enterprises, startups and developers even if they never buy a wafer or run a data center.

Jun 29, 2026 · 4 min

The Next AI Device War Is Being Fought Before the Product Exists
Hardware

The Next AI Device War Is Being Fought Before the Product Exists

A grounded look at why AI device ambitions are becoming a product strategy battle long before a mass-market gadget is ready.

Jun 28, 2026 · 4 min

Jalapeño and the Power Problem: Why AI Infrastructure Is Now Strategy
Hardware

Jalapeño and the Power Problem: Why AI Infrastructure Is Now Strategy

OpenAI's Jalapeño chip highlights why AI strategy now depends on inference efficiency, data centers, electricity, cooling, and workload discipline.

Jun 27, 2026 · 4 min

Edge AI for Small Factories: From Sensor Noise to Better Decisions
Hardware

Edge AI for Small Factories: From Sensor Noise to Better Decisions

A detailed blueprint for small and mid-sized factories to gain real impact from Edge AI, covering data triage, anomaly strategy, maintenance workflows, and practical deployment patterns that reduce downtime and alert fatigue.

Jun 26, 2026 · 4 min