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Deep DivesWhy do AI agents still underperform despite premium subscriptions and dozens of tools? Learn the 3 cognitive traps blocking most users and how to think like an agent architect.
Tech FrontiersDeep analysis of Google I/O 2026's two core releases: AI agent Gemini Spark with deep Google ecosystem integration, and Antigravity's shift from open to closed source. Covers Prompt Injection risks and AI Agent trends.
Deep DivesA deep dive into OpenAI's GPT-5.3 Codex agentic coding model — from SWE-Bench Pro to OS World benchmarks — exploring how AI evolves from tool to digital colleague.
TutorialsHow to choose AI programming tools? What's the difference between Codex and Cloud Code? This guide covers tool selection logic, Codex's 4 core capabilities, and 2 login paths for users in China.
TutorialsIncident.io shares three battle-tested patterns for using AI to debug AI: Agent-driven Eval workflows, debug UI as file systems, and AI analysis pipelines for complex system debugging.
Product ReviewsDeep analysis of the latest AI live-action short drama production techniques, comparing traditional workflows with Cdance 2.0's efficiency gains in character consistency, auto-dubbing, and stability.
Industry InsightsIn April 2025, Anthropic's enterprise adoption rate surpassed OpenAI for the first time. Deep analysis of the AI coding tool price war, loss-leader pricing logic, and strategies for developers.
Deep DivesA deep dive into Berkeley CS294-196's agentic AI security lecture, covering prompt injection, indirect injection, AgentPoison backdoor attacks, defense-in-depth, least privilege, and runtime guardrails.
Product ReviewsDeep dive into Echo Agent, a self-hosted AI Agent OS featuring four-role collaboration, cognitive memory systems, LLM-driven security approval, and A2A/MCP protocol support.
TutorialsLearn how to build a three-layer memory system with Obsidian and Claude Code to solve AI cross-session amnesia. Runs locally with zero API costs, includes Memory.md template.
Deep DivesDeep dive into Harness Engineering methodology: Agent=Model+Harness formula, the Prompt→Context→Harness evolution path, and a developer implementation guide.
Product ReviewsHerdr is a terminal management tool designed for AI Agents, supporting visual tracking and free switching between Claude Code, Codex, Aider and more, with remote management and mobile support.
TutorialsLearn J language's module system: differences between import and load, main function definition, type-safe print with unified % placeholder, constant binding syntax, and custom import paths for multi-file projects.
TutorialsStep-by-step guide to CapCut AI ad creation: generate posters with AI image design, animate them with Image-to-Video, and finish with digital human voiceover. Includes tool comparison and real-world examples.
TutorialsHow to save Windsurf credits using an MCP plugin that extends each conversation by 5–6 interactions. Covers setup, core principles, ban risks, and security tips.
Product ReviewsReal-world comparison of Opus 4.5, Gemini 3 Pro, and GPT 5.2 frontend design capabilities. Opus 4.5 goes from worst to best with a Markdown skill file. Includes setup tutorial and full test results.
Tutorials10 essential Claude Code commands covering terminal passthrough, Ctrl+G multi-line editing, double-Esc context compression, code review, and more to dramatically boost your AI programming efficiency.
Product Reviews2025 hands-on comparison of GPT-5.2, Claude Sonnet 4.5, Gemini 3 Pro, and Grok 4.1 across image generation, deep research, writing, and reasoning, with pros/cons summary and budget-friendly access tips.
Deep DivesDeep dive into MCP's Host-Client-Server three-layer architecture and its Resources, Tools, Prompts primitives. Learn how it transforms AI tool integration from M×N to M+N.
Product ReviewsDeep dive into the open-source MCP Trends Hub project: how it aggregates trending topics from Weibo, Zhihu, Douyin and more via MCP protocol, and the core value of MCP in AI real-time data access.