#hardware licensing
134 related articles
·2 min
Getting Started with Ollama: The Go-To Tool for Free Local LLM Deployment
Ollama is a free, open-source LLM management tool supporting macOS, Windows, Linux, and Docker. Deploy DeepSeek and other open-source models locally — no API fees, full data privacy.
Read more →
Presidential Pardons in 9 Clean Air Ac…
·3 min
Presidential Pardons in 9 Clean Air Act Cases: The Legal Boundaries of Vehicle Modification and the Right to Repair Debate
Presidential pardons for 9 Clean Air Act violations spark debate over vehicle modification rights, ECU tuning legality, defeat devices, and the Right to Repair movement.
Read more →
·7 min
GPT Account Sharing Traps: The Hidden Risks Behind Low-Cost Shared Subscriptions
Is GPT Pro carpooling or account top-up really reliable? This article analyzes the risks of low-cost sharing including account security, privacy leaks, financial loss, and compliance issues.
Read more →
Box3D Open-Source 3D Physics Engine Re…
·4 min
Box3D Open-Source 3D Physics Engine Released: A New Work from Box2D Creator Erin Catto
Erin Catto, creator of Box2D, releases open-source 3D physics engine Box3D, combining Box2D's architecture with Valve Rubikon's commercial-grade tech, featuring cross-platform determinism and SIMD-accelerated contact solving.
Read more →
·4 min
How Daytona Is Redefining AI Agent Compute Sandbox Infrastructure
Deep analysis of how Daytona pivoted from browser IDE to AI Agent sandbox infrastructure, achieving 60ms startup times, 850K daily sandboxes on bare metal, and why Computer Use opens a trillion-dollar market.
Read more →
·4 min
The Complete Guide to Running GLM-5.2 Locally with 4 RTX 3090s for $4,000
How to build a local AI inference server with 4 used RTX 3090 SXM4 GPUs to run GLM-5.2 via Llama.cpp and Unsloth IQ quantization, with real benchmarks on speed and quality.
Read more →
·3 min
Is the iFlytek AI Smart Alarm Clock Learning Device Worth $23? Honest Analysis & Buying Guide
In-depth analysis of the $23 iFlytek AI alarm clock learning device — real capabilities, hardware limitations, and course content credibility, with buying advice for parents.
Read more →
·3 min
Manfen Xiaoxueba AI Smart Alarm Clock Pro Review: Is It Worth 139 Yuan?
In-depth review of the Manfen Xiaoxueba AI Smart Alarm Clock Pro. Originally 269 yuan, now 139 yuan after coupons with 80 yuan cashback. Analyzing AI interaction, textbook sync, and story features.
Read more →
·2 min
Gemma 4 12B Released: An Open-Source Lightweight Model That Runs Locally on 16GB VRAM
Google releases Gemma 4 12B open-source model with 12B parameters that runs locally on 16GB VRAM laptops. Licensed under Apache 2.0 for commercial use, with 150M+ total Gemma downloads.
Read more →
·2 min
Groq Raises $650 Million to Rebuild Team, Challenging NVIDIA with LPU Chips
AI inference chip company Groq confirms $650M funding round, actively rebuilds executive team after NVIDIA's massive talent raid, and doubles down on Neocloud business.
Read more →
·3 min
Developing a 2D RPG with Godot 4: A Hands-On Tutorial for Complete Beginners
A complete tutorial on building a 2D RPG from scratch with Godot 4 and GDScript, covering tilemaps, character controls, enemy AI combat, and scene transitions for beginners.
Read more →
·2 min
Nemotron 3 Ultra Arrives on Perplexity: How Strong Is NVIDIA's Open-Source Model?
NVIDIA's open-source model Nemotron 3 Ultra launches on Perplexity for Pro and Max users. Explore its technical strengths, Perplexity's aggregation strategy, and the win-win path for open-source AI commercialization.
Read more →
·4 min
Full-Stack Development in a Todo App: 35 Core Technologies Every Programmer Should Know
Using a todo app's full development lifecycle as a guide, this article covers 35 core full-stack technologies from frontend to backend, databases, DevOps, cloud deployment, and scaling architecture.
Read more →
·2 min
The Truth About Free Grok Mirror Sites: Data Breaches and Security Risks Fully Explained
Exposing security risks behind free Grok image generation mirror sites, including API theft, data collection, and phishing, plus guides to official channels and compliant AI tools.
Read more →
Tutorials·3 min
Ollama + Gemma 4 Local Codex Setup: Complete Guide to Zero-Cost AI Programming
Learn how to run Codex locally with Ollama and Gemma 4 for zero-cost AI programming. Covers installation, model selection, and real demos as an alternative to $20-200/month paid plans.
Read more →
Industry Insights·2 min
AMD MI355X Beats B200: Full-Stack Optimization Breakdown for 5% Lower TCO on DeepSeek-R1 Inference
AMD Instinct MI355X achieves 5% lower TCO than NVIDIA B200 on DeepSeek-R1 disaggregated inference via SGLang+MoRI full-stack optimization with 1.25x per-GPU throughput.
Read more →
Tutorials·2 min
Why Qwen3 Is the Best Open-Source Model for MCP Agent Development
Analysis of Qwen3's advantages for MCP agent development, comparing DeepSeek R1's lack of Function Calling, covering MoE architecture and thinking mode switching.
Read more →
Product Reviews·2 min
The Secret Rules of the Terminal: Why Arrow Keys Sometimes Break — A Deep Dive from a 20-Year Veteran
Julia Evans' new book reveals the unwritten rules behind terminals — how terminal emulators, TTY drivers, shells, and escape codes work together, and why arrow keys sometimes break.
Read more →
Product Reviews·2 min
DamnLines Hands-On: How Sensors Track NYC Restaurant Queue Times in Real Time
DamnLines.com uses hardware sensors and cameras to monitor NYC restaurant queues in real time, helping diners check wait times before leaving home.
Read more →
Industry Insights·1 min
Behind PS5's 46% Sales Plunge: How a 30% Price Hike and Storage Crisis Are Crushing Sony's Console
PS5 Q1 2025 sales hit just 1.5M units, down 46% YoY to a record low. Sony's two price hikes pushed PS5 to $649, reshaping the console market landscape.
Read more →