#hardware licensing
130 related articles
·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.
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·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.
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·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.
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·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.
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·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.
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·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.
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·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.
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·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.
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·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.
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·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.
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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.
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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.
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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.
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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.
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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.
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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.
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Industry Insights·2 min
Nintendo Switch 2 Price Increase to $499: Reasons and What Consumers Should Do
Nintendo announces Switch 2 global price hike to $499.99 starting September 2025, an ~11% increase. Analysis of tariffs, exchange rates, and consumer strategies.
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Industry Insights·2 min
The Xbox Comeback Plan: Microsoft's Internal Rally Reveals a Gaming Strategy Reboot
Microsoft Xbox CEO Asha Sharma rallies hundreds of employees under "The Return of Xbox." A deep dive into Xbox's strategy reboot across hardware, Game Pass, and cross-platform gaming.
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Tech Frontiers·1 min
Microsoft Open-Sources the Earliest Known DOS Source Code: Revealing the Origins of the PC Operating System
Microsoft announces open-sourcing of the earliest known DOS source code, older than the previously released MS-DOS 1.25. A look at DOS's evolution from QDOS to MS-DOS and the academic value of this historic code.
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Tutorials·3 min
OpenAI Open-Sources GPT-OSS: Run O4-Level Models on 16GB VRAM — Complete Deployment Guide
OpenAI open-sources GPT-OSS (20B/120B) with MOE architecture and native FP4 precision. Run O3-level reasoning on a single RTX 4090. Full deployment guide for Ollama, vLLM, and more.
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