hardware design
30 articles about hardware design in AI news
SEval-NAS: The Flexible Framework That Could Revolutionize Hardware-Aware AI Design
Researchers propose SEval-NAS, a search-agnostic evaluation method that decouples metric calculation from the Neural Architecture Search process. This allows AI developers to easily introduce new performance criteria, especially for hardware-constrained devices, without redesigning their entire search algorithms.
Anthropic Builds In-House Chip Team for Claude Co-Design
Anthropic is building an in-house chip team to co-design hardware with Claude, aiming for faster, cheaper inference. The company maintains a multi-chip strategy with AWS, Google, Nvidia, and AMD.
Amazon Designs Custom AI Silicon for Future Devices, Panay Says
Amazon hardware chief Panos Panay confirmed Amazon is designing its own end-to-end silicon for some devices, signaling a strategic push into custom AI hardware.
AI-Powered Circuit Simulator Offers Free Hardware Prototyping
A new website provides a free, AI-assisted environment for designing and testing electronic circuits, featuring pre-built projects for learning. This lowers the barrier to entry for hardware prototyping and education.
Nvidia, Unitree, Sharpa unveil H2+ humanoid robot reference design
Nvidia, Unitree, and Sharpa released H2+, a humanoid robot reference design, at Computex 2026 to standardize physical AI development workflows.
Claude Opus 4.7 Builds AlphaZero-Style Self-Play on Consumer Hardware
Claude Opus 4.7 built AlphaZero self-play from scratch on consumer hardware in three hours, showing autonomous algorithmic code generation.
Paper Details Full-Stack MFM Acceleration: Quant, Spec Decode, HW Co-Design
A research paper details a full-stack approach for accelerating multimodal foundation models, combining hierarchy-aware mixed-precision quantization, structural pruning, speculative decoding, model cascading, and a specialized hardware accelerator. Demonstrated on medical and code generation tasks.
TienKung Ultra Robot Wins Design Award at Beijing Humanoid Half-Marathon
The TienKung Ultra humanoid robot won the 'Best Design' award at the Beijing Humanoid Robot Half-Marathon, recognized for its natural running motion. It completed the full 21.1 km course in 1 hour and 15 minutes.
OpenAI Forecasts $121B in AI Hardware Costs for 2028
OpenAI is forecasting its own AI research hardware costs will reach $121 billion in 2028, according to a WSJ report. This figure highlights the extreme capital intensity required to compete at the frontier of AI.
ASI-Evolve: This AI Designs Better AI Than Humans Can — 105 New Architectures, Zero Human Guidance
Researchers built an AI that runs the entire research cycle on its own — reading papers, designing experiments, running them, and learning from results. It discovered 105 architectures that beat human-designed models, and invented new learning algorithms. Open-sourced.
PhAIL: Open Benchmark for Robot AI on Real Hardware Shows Best Model at 5% of Human Throughput
Researchers have launched PhAIL (phail.ai), an open benchmark for evaluating robot AI systems on real hardware using the DROID platform, with the best-performing model achieving only 5% of human throughput and requiring intervention every 4 minutes.
Kimi 2.5's 1T Parameter MoE Model Runs on 96GB Mac Hardware via SSD Streaming
Developers have demonstrated that Kimi 2.5's 1 trillion parameter Mixture-of-Experts model can run on Mac hardware with just 96GB RAM by streaming expert weights from SSD, with only 32B parameters active per token.
Marc Andreessen's Warning: AI's Value Could Shift Entirely to Hardware and Energy
Venture capitalist Marc Andreessen predicts a dramatic shift where AI model companies might capture all economic value, with software becoming open-source while hardware and energy providers dominate the industry's profits.
Violoop's Hardware Bet: A New Frontier in AI Interaction Beyond the Screen
Hardware startup Violoop has secured multi-million dollar funding to develop the world's first 'physical-level AI Operator,' aiming to move AI interaction from purely digital interfaces to tangible, desktop-integrated hardware devices.
Perplexity's OpenClaw Evolution: Building Secure AI Agents for Local Hardware
Perplexity AI has expanded its agent ecosystem to enable local hardware and cloud infrastructure to run AI agents securely, addressing vulnerabilities found in earlier OpenClaw implementations while maintaining open-source accessibility.
Best Buy Bets on 'Agentic Commerce' and AI-Powered Hardware for Growth
Best Buy CEO Corie Barry outlines a dual AI strategy: making its digital properties 'agentic friendly' for AI assistants and positioning stores as the hub for AI-powered hardware like smart glasses. The retailer is partnering with OpenAI and Google to enable this future.
Nvidia's Strategic Shift: Merging Groq Hardware in New AI Chip Targeting OpenAI
Nvidia is reportedly developing a new AI chip that combines its GPU technology with hardware from Groq, with OpenAI potentially becoming a major customer. This move signals Nvidia's recognition of specialized AI hardware beyond traditional GPUs.
LM Link Bridges the AI Hardware Divide: Secure Remote GPU Access Goes Mainstream
Tailscale and LM Studio have launched 'LM Link,' a zero-configuration service that creates encrypted, point-to-point tunnels to private GPU hardware. This allows developers to securely access powerful local workstations from anywhere, eliminating the productivity gap between location-bound 'Big Rigs' and portable laptops.
AI Hardware Race Accelerates as NVIDIA Ships Record Volumes Amid Global Demand Surge
NVIDIA continues shipping AI processors at unprecedented rates as global demand for AI infrastructure reaches fever pitch. The relentless pace highlights the intensifying hardware race powering the AI revolution.
LLM4Cov: How Offline Agent Learning is Revolutionizing Hardware Verification
Researchers have developed LLM4Cov, a novel framework that enables execution-aware LLM agents to learn from expensive simulator feedback without costly online reinforcement learning. The approach achieves 69.2% coverage in hardware verification tasks, outperforming larger models through innovative offline learning techniques.
Beyond Nvidia: How OpenAI's Cerebras-Powered Model Redefines AI Hardware Competition
OpenAI's GPT-5.3-Codex-Spark demonstrates real-time coding capabilities on Cerebras hardware, challenging Nvidia's dominance and signaling a new era of specialized AI infrastructure.
OCP Standardizes Data Center Design for Multi-Modal QPU Integration
OCP published data center standards for QPU integration, aiming to standardize quantum-classical hybrid infrastructure. The standard covers rack, power, cooling, and networking.
Mac Studio AI Hardware Shortage Signals Shift to Cloud Rentals
Developers report a global shortage of high-memory Apple Silicon Macs, with 128GB Mac Studios unavailable worldwide. This pushes practitioners toward renting cloud H100 GPUs at ~$3/hr, marking a shift from the recent local AI trend.
Hugging Face Launches 'Kernels' Hub for GPU Code, Like GitHub for AI Hardware
Hugging Face has launched 'Kernels,' a new section on its Hub for sharing and discovering optimized GPU kernels. This treats performance-critical code as a first-class artifact, similar to AI models.
7 Free GitHub Repos for Running LLMs Locally on Laptop Hardware
A developer shared a list of seven key GitHub repositories, including AnythingLLM and llama.cpp, that allow users to run LLMs locally without cloud costs. This reflects the growing trend of efficient, private on-device AI inference.
FDA-Designated AI 'Vox' Detects Heart Failure from 5-Second Voice Clip
An AI tool named Vox can detect signs of worsening heart failure from a 5-second patient voice clip. It's trained on >3M voice samples and backed by five clinical trials, targeting a condition affecting 64M people globally.
How Claude Code Reverse-Engineered an FPGA Bitstream: A Template for Hardware Hacking
Learn the exact Claude Code workflow used to map an Altera Cyclone IV FPGA's bitstream format—from fuzzing scripts to documentation generation.
Nvidia's $30 Billion OpenAI Bet: The AI Hardware Giant Doubles Down on Software Dominance
Nvidia is reportedly negotiating a monumental $30 billion investment in OpenAI, potentially valuing the AI pioneer at over $800 billion. This strategic move would deepen the symbiotic relationship between the world's leading AI chipmaker and its most prominent customer, reshaping the competitive landscape of artificial intelligence.
China's AI ecosystem standardizes on MoE with wide expert parallelism
China's AI ecosystem standardizes on MoE with wide expert parallelism to survive on weaker NPUs. Hardware makers now design 'supernode' systems.
Sipeed Launches PicoClaw, a Sub-$10 LLM Orchestration Framework for Edge
Sipeed unveiled PicoClaw, an open-source LLM orchestration framework designed to run on ~$10 hardware with less than 10MB RAM. It supports multi-channel messaging, tools, and the Model Context Protocol (MCP).