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TutorialsDeploy Cloud Code and Hermes AI Agents to efficiently manage three physical hosts solo. Covers Ventoy single-file deployment, BTRFS+RAW Image setup, Agent task division, and risk control strategies.
Tech FrontiersWindsurf rebrands as Devin Desktop with Agent Command Center for multi-agent management, open-source ACP protocol, and a Rust-rewritten local Agent. Full breakdown of the upgrade and platform strategy.
Tech FrontiersOpenAI's Codex plugin system gets a major expansion, connecting 62 mainstream apps and 110 work skills across sales, analytics, creative, design, and investing. One-click install transforms Codex into a professional AI assistant—no coding required.
Tech FrontiersClaude Opus 4.7 fast mode launches on Windsurf with ~2.5x speed boost while maintaining full intelligence. Analysis of its impact on AI-assisted coding and Windsurf's competitive strategy.
Deep DivesDeep analysis of how multi-agent architecture solves AI hallucination. From context rot to adversarial debate mechanisms, see how Anthropic, xAI, and Kimi reduce hallucination rates from 12% to 4.2%.
How a 5-Person Team Reimagined the Ent…
How a 5-person fleet management team uses OpenAI Codex to revolutionize efficiency: non-technical staff build products independently, orchestrator pattern for layered scheduling, and verify-first mode for code quality.
TutorialsDeep analysis of Claude Code's four core agent modules: Agent Loop, Tool System, Skills, and Memory, with a TypeScript minimal implementation guide for frontend engineers transitioning to AI development.
TutorialsStep-by-step tutorial on connecting Claude Code to DeepSeek using ccswitch. No overseas account or credit card needed — just 10 RMB to start using an AI coding assistant.
Product ReviewsHands-on test of Costco end-to-end research automation Agent: from reading the classic Eigenfaces paper to PCA code implementation, eigenface visualization, experimental evaluation, and LaTeX paper delivery in six steps.
Product ReviewsDeep dive into OpenDesign's three-layer orchestration architecture: agent detection, 30+ composable design skills, and 72 brand design systems. Compared with Claude Design and Figma for rapid prototyping.
TutorialsA detailed guide to Claude Code's three working modes: Auto-Edit (Shift+Tab), Plan mode, and YOLO fully automatic mode — how to enable them, ideal use cases, and key considerations for developers.
Industry InsightsIn-depth analysis of switching to AI with zero background: insights from 300+ job descriptions, tailored advice for different backgrounds, and realistic expectations for the three-month timeline.
TutorialsDeep dive into Spring AI Alibaba's positioning and value, using a JDBC analogy to help Java developers understand how to integrate LLM capabilities into existing microservices architecture.
TutorialsSenior developer Zhai Lujia demonstrates building an overseas e-commerce site from scratch using OpenAI Codex with Headless WordPress + Next.js + Cloudflare Worker architecture, covering AI collaboration methods and agents.md strategies.
TutorialsA detailed guide comparing three Claude Code agent deployment methods—Cron Loop, Desktop/Cloud Routines, and Modal/Trigger.dev—analyzed by run location and determinism to help developers choose the best strategy.
TutorialsHands-on comparison of Claude Code, Codex, and DeepSeek TUI for AI-assisted penetration testing with DeepSeek V4 Pro, covering vulnerability discovery, WebShell upload, and intranet penetration.
TutorialsDeep dive into Claude Code's source code startup and bootstrap flow, from CLI entry's on-demand loading design and REPL startup to sentiment analysis and the Agent Loop prelude.
Tech FrontiersDeep dive into Voice Hack Night's People's Choice winner Agentic OS: a voice-first AI phone OS using multi-Agent cross-app collaboration to replace touch with natural language conversation.
Product ReviewsHands-on testing of Claude Code for firmware-level ops: Ventoy virtual disk expansion, ext4-to-btrfs conversion, and a cost-effective local Agent deployment architecture with distributed design.
Industry InsightsBuilding cloud AI Agents requires entirely new architectural thinking. This article analyzes three core infrastructure components—durable execution platforms, execution frameworks, and dev environment tools—to help teams avoid common pitfalls when migrating from local to cloud.