# Opus

Complete Guide to Connecting Claude Code Desktop with DeepSeek: Zero-Barrier AI Programming Setup Tutorial

Step-by-step guide to connecting Claude Code Desktop with DeepSeek via CCSWitch middleware. No VPN or Claude account needed — set up your AI programming environment in 10 minutes.

How to Use Claude in China: Stable Acc…

How to Use Claude in China: Stable Access Solutions & Full Risk Analysis

Users in China face bans, registration hurdles, and payment limits when using Claude. This guide covers third-party mirror sites, model comparisons, and risks.

Amazon Kiro In-Depth Review: How Spec …

Amazon Kiro In-Depth Review: How Spec Mode Redefines AI Programming

In-depth review of Amazon's AI programming tool Kiro, detailing Spec Mode's three-phase structured workflow (Requirements → Design → Implementation), comparing it with Cursor, plus a full hands-on build of an expense tracking system.

How to Choose an AI Coding Tool? Stop …

How to Choose an AI Coding Tool? Stop Chasing the Latest — Stable and Sufficient Is the Way to Go

How should developers rationally choose AI coding tools amid constant model updates? This article analyzes the pitfalls of chasing the latest, compares tools like Cursor and Kiro, and offers a cost-effective, stable AI-assisted coding strategy.

Industry Insights

AI Is Getting More Expensive: The Indu…

AI Is Getting More Expensive: The Industry Truth Behind Rising Prices for Premium Models

From $1.3M monthly token bills to rising premium AI model prices, AI isn't becoming accessible. A deep dive into the industry's two price lists, centralization trends, and what it means for everyone.

Tutorials

Cursor Multi-Agent Workflow: A Practic…

Cursor Multi-Agent Workflow: A Practical Guide to Main Thread & Grunt Collaboration

Learn the Cursor "Main Thread & Grunt" multi-agent workflow: use a high-tier model for complex tasks and a low-tier model for simple tasks in parallel to maximize AI coding efficiency.

Deep Dives

Claude Opus vs. Sonnet vs. Haiku: How …

Claude Opus vs. Sonnet vs. Haiku: How to Choose the Right Model

Compare Anthropic's Claude Opus, Sonnet, and Haiku models across intelligence, speed, and cost. Practical selection guide with multi-model routing strategies.

GPT 5.5 vs Claude Code vs DeepSeek V4:…

GPT 5.5 vs Claude Code vs DeepSeek V4: Hands-On Comparison of Three Top Coding Models

Hands-on comparison of GPT 5.5, Opus 4.7 (Claude Code), and DeepSeek V4 Pro through a 3D flight simulator and WebGPU shader test — covering coding ability, pricing, and real-world performance.

Cursor 3.0 Deep Dive: Rust Rewrite, In-House Model & Agent Orchestration Platform Fully Explained

Cursor 3.0 Deep Dive: Rust Rewrite, In-House Model & Agent Orchestration Platform Fully Explained

Deep analysis of Cursor 3.0's three core upgrades: Rust rewrite leaving VS Code behind, in-house Composer 2 model with 86% cost reduction, and Agent Windows for multi-agent parallel development.

Cursor 3.0 Deep Dive: From Code Editor to AI Agent Command Center

Cursor 3.0 Deep Dive: From Code Editor to AI Agent Command Center

Deep dive into Cursor 3.0's major upgrades: proprietary Composer 2 coding model, multi-agent parallel workflows, built-in browser and design mode. Exploring the shift from VS Code fork to Rust rewrite and the AI agent programming paradigm.

Cursor 1.0 Getting Started Guide: Complete Workflow from Installation to MCP Setup

Tutorials

Cursor 1.0 Getting Started Guide: Complete Workflow from Installation to MCP Setup

Complete guide to Cursor 1.0: installation, Chinese setup, MCP configuration, and AI Agent tips. From download to folder management, model selection, and file referencing for beginners.

Cursor Web and Mobile Launch: Hands-On with Cloud AI Coding Agents

Cursor Web and Mobile Launch: Hands-On with Cloud AI Coding Agents

Cursor launches web and mobile versions supporting multi-agent parallel execution and mobile code review. A detailed look at core features, comparison with Google Jules and OpenAI Codex, and the PWA mobile experience.

Anthropic's Inaugural Compile Conference: Focusing on the Future of Software Development in the AI Era

Tech Frontiers

Anthropic's Inaugural Compile Conference: Focusing on the Future of Software Development in the AI Era

Anthropic will host its inaugural Compile conference on June 16, 2025 in San Francisco, bringing together engineers, researchers, and builders to explore how AI is reshaping software development.

AI Weekly: Kimi K2.6 Tops Open-Source Rankings, Qwen 3.6 and Google TTS Launch Together

Tech Frontiers

AI Weekly: Kimi K2.6 Tops Open-Source Rankings, Qwen 3.6 and Google TTS Launch Together

Weekly AI roundup: Kimi K2.6 tops open-source rankings, Anthropic launches Opus 4.7 and Claude Design, Alibaba rolls out Qwen 3.6 series, Google releases emotion-controllable TTS model.

Gemini 3.0 Pro + Claude Opus 4.5: A Practical Guide to Dual-Model Programming Workflows

Tutorials

Gemini 3.0 Pro + Claude Opus 4.5: A Practical Guide to Dual-Model Programming Workflows

Compare Gemini 3.0 Pro and Claude 4.5 Opus in programming tasks, build a dual-model workflow with KiloCode for architecture planning and code execution.

GPT-5.2 Released: The Truth and Concerns Behind Its 390x Efficiency Gain

Tech Frontiers

GPT-5.2 Released: The Truth and Concerns Behind Its 390x Efficiency Gain

OpenAI releases GPT-5.2 with a 390x efficiency gain on ARC-AGI, beating Claude Opus 4.5. Deep analysis of the efficiency leap, user experience paradox, Disney's $1B deal, and the AI content quality crisis.

Kimi K2.6 In-Depth Review: Comprehensive Evaluation of Coding, Multi-Agent, and Frontend Development Capabilities

Kimi K2.6 In-Depth Review: Comprehensive Evaluation of Coding, Multi-Agent, and Frontend Development Capabilities

In-depth review of Kimi K2.6 open-source model across frontend development, multi-agent collaboration, and long-horizon tasks, covering four professional modes, 3D/SVG generation, and pricing analysis.

Gemini 3.1 Pro vs Claude Opus 4.6: Five Real-World Tests to Determine the Winner

2026年5月27日·3 min

Gemini 3.1 Pro vs Claude Opus 4.6: Five Real-World Tests to Determine the Winner

Hands-on comparison of Gemini 3.1 Pro vs Claude Opus 4.6 across five real-world tests including SVG generation, interactive components, website building, and complex reasoning, with practical usage recommendations.

Kimi K2.6 Open-Source Hands-On: How Strong Is Its Orchestration of 300 Concurrent Agents?

Kimi K2.6 Open-Source Hands-On: How Strong Is Its Orchestration of 300 Concurrent Agents?

Deep analysis of Moonshot AI's open-source Kimi K2.6 Agent orchestration: 300 sub-Agents executing 4000-step tasks, outperforming GPT-5.4 in coding benchmarks, LoRA fine-tuning on 2x RTX 4090s.

Claude 4.5 vs Gemini 3 Pro: A Comprehensive Coding Showdown