Cloud technology articles, tutorials and best practices
Complete 2026 Gemma 4 API integration tutorial: Google AI Studio for free quick start vs Vertex AI for enterprise deployment. Includes Python code examples, multimodal input, Function Calling, system prompts, and API pricing optimization.
Complete 2026 guide to running Gemma 4 31B on Apple Silicon Macs: unified memory advantages, M4/M4 Pro/M4 Max hardware recommendations, Ollama vs MLX framework comparison, three budget tiers, installation tutorials, and community benchmarks.
A complete technical analysis of Google's Gemma 4 architecture innovations in 2026: 128-expert MoE design, Dual RoPE for 256K context windows, and Shared KV Cache for inference acceleration. How Gemma 4 jumped from 20.8% to 89.2% on AIME.
How should enterprises adopt Gemma 4 in 2026? Complete guide covering model selection for use cases, cloud vs on-premise cost analysis (Vertex AI vs self-hosted GPU), deployment architecture, data security compliance, and a 4-phase rollout roadmap from PoC to production.
Complete 2026 Gemma 4 fine-tuning tutorial: LoRA vs QLoRA vs full fine-tuning comparison, Unsloth setup, data preparation, step-by-step training workflow, evaluation methods, and model deployment. A single RTX 4090 is all you need.
Google's Gemma 4 open-source model family in 2026 — Apache 2.0 licensed, four sizes (E2B to 31B), 256K context window, multimodal support. Full analysis of architecture, deployment, fine-tuning, API integration, and enterprise adoption strategies.
Complete 2026 hardware requirements for all four Gemma 4 models: E2B runs on phones, E4B on laptops, 26B MoE needs a 24GB GPU, 31B Dense needs an 80GB H100. Includes quantization comparisons, consumer hardware benchmarks, and server configuration guides.
How to run Gemma 4 locally in 2026: three complete deployment methods — Ollama for quick setup, LM Studio for GUI simplicity, Unsloth for advanced inference and fine-tuning. Includes hardware requirements, quantization choices, and troubleshooting.
Complete 2026 Gemma 4 multimodal capabilities tutorial: image understanding (OCR, chart analysis, scene description), video analysis (60-second summaries), and speech recognition/translation. Includes model support matrix, code examples, and enterprise use cases.
Complete 2026 comparison of three open-source model giants — Gemma 4, Llama 4, and Qwen 3.5: benchmarks, inference speed, licensing (Apache 2.0 vs Llama License), Chinese language capability, hardware requirements, and a selection decision guide.
During Anthropic's 2026 Claude Code source leak, developers discovered a hidden April Fools easter egg — Claude Buddy, a terminal Tamagotchi with 18 species, RPG stats, and a 1% shiny rate. Here's everything we know about the cutest secret in AI dev tools.
In March 2026, Anthropic accidentally published Claude Code's full source code to npm — 512,000 lines of TypeScript exposed. Full timeline, leaked content analysis, the claw-code open-source rewrite phenomenon, and what this means for the AI dev tools industry.
How to choose an AI API in 2026? A comprehensive comparison of OpenAI, Claude, and Gemini APIs covering features, pricing, and performance differences — from model capabilities to enterprise decision frameworks.
Complete solutions for AI API credit card rejections in 2026! Troubleshooting guide for OpenAI and Claude payment failures — causes, fixes, and alternative payment methods for Taiwan users.
Complete 2026 guide to AI API enterprise procurement! From reseller selection and enterprise discounts to invoicing and unified management platforms — helping businesses efficiently adopt AI API services.
The complete 2026 guide to AI APIs! Learn what AI APIs are, what options are available, and how to use them — from foundational concepts to real-world applications, a must-read for developers and enterprises.
Complete 2026 guide to obtaining invoices for AI API purchases in Taiwan! From Government Uniform Invoice applications and tax treatment to enterprise compliance — solving all AI API invoicing challenges.
2026 AI API management platform recommendations! Unified management for OpenAI, Claude, and Gemini API Keys — usage monitoring, budget controls, and security management all in one place.
