#context management
125 related articles
Deep Dives·3 min
How Multi-Agent Teams Solve AI Hallucination and Make AI Reliable
Deep 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%.
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Tutorials·3 min
Claude Code Agent Deployment: Comparing Three Approaches with a Selection Guide
A 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.
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Tutorials·3 min
AI Penetration Testing in Practice: Comparing Three Agent Tools with DeepSeek for Vulnerability Discovery
Hands-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.
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Tutorials·3 min
Zero-Code QR Code Ordering Mini Program with Cursor: A 38-Lesson AI Programming Course
Learn how to build a complete QR code ordering WeChat Mini Program with zero code using Cursor AI, covering frontend, backend, WeChat Pay, and analytics across 38 lessons.
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Tutorials·3 min
Beginner's Guide to Skills: Packaging Repetitive Workflows as AI Skill Packs
Learn AI Skill packs: how to install and create them. Encapsulate repetitive workflows into reusable Skills and trigger complete AI workflows with one sentence.
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Industry Insights·2 min
Claude Code Source Leak Reveals the Core Paradigm of Harness Engineering
Deep analysis of the Claude Code source leak, comparing OpenCode architecture differences, revealing how Harness Engineering determines the floor of Agent capabilities.
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Tutorials·3 min
Frontend AI Full-Stack Development in Practice: Building Multimodal Applications with PNPM MonoRepo Architecture
A practical guide to frontend AI full-stack development covering PNPM MonoRepo architecture, TurboRepo build optimization, and LangChain multimodal applications with Ollama local model deployment.
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Industry Insights·4 min
Deep Dive into Claude Code's Open-Source Architecture: Six Core Design Principles and Engineering Practices Revealed
Deep analysis of Claude Code's open-source architecture: six core design principles including dual-loop mechanism, seven-step tool pipeline, four-layer token compression, multi-agent collaboration, and memory systems.
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Tutorials·3 min
Coze Skill Packs Fully Explained: From Concept to Hands-On Creation Guide
Deep dive into Coze's Skill feature: progressive disclosure concepts, practical cases in comic generation and contract review, two creation methods, and layered SOP design principles.
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Tutorials·3 min
Build a Website with AI from Scratch: A Complete Hands-On Guide from Generation to Deployment
A detailed guide for beginners on using Vibe Coding with Google AI Studio to generate web code, then deploying via GitHub and Netlify for a free static website accessible in China — no coding required.
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Product Reviews·2 min
Hands-On Comparison of 4 AI Coding Agents: Claude Code vs. Copilot vs. Cursor vs. OpenCode
Hands-on comparison of Claude Code, GitHub Copilot, Cursor, and OpenCode across three real-world tests — bug fixing, large project debugging, and app development from scratch — with pricing and recommendations.
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Product Reviews·2 min
Aider Workshop: An AI Programming Session Management Workbench for JetBrains IDEs
Aider Workshop is an open-source JetBrains IDE plugin providing a visual workbench for CLI AI coding tools like Claude Code and Codex, with session history management and quick task launching.
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Product Reviews·3 min
Claude Code vs Cursor In-Depth Comparison: Billing Models & Optimal Plan Selection
In-depth comparison of Claude Code vs Cursor across billing models, use cases, and budget matching. Covers four budget plans ($20-$220/month) to help developers find the most cost-effective AI coding tool combination.
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Tutorials·2 min
Complete Guide to Configuring Local DeepSeek Model in PyCharm for AI-Assisted Programming
Learn how to configure a local DeepSeek model in PyCharm via Ollama for free, privacy-safe AI-assisted programming. Includes installation steps, plugin setup, usage tips, and hardware recommendations.
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Product Reviews·3 min
Claude Code 2.1 Deep Dive: Hooks Automation, MCP Ecosystem & Multi-Agent Collaboration Fully Explained
Full breakdown of Claude Code 2.1: Opus 4.6 model upgrade, Hooks deterministic automation, Skills multi-agent collaboration, MCP tool chain integration, plus IDE shortcuts and practical commands.
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Industry Insights·3 min
Deep Dive into LangChain's Full-Lifecycle Toolchain for Agent Development
LangChain unveils a full-lifecycle toolchain for Agent development at Interrupt, covering Deep Agents 0.6, SmithDB, Context Hub, LLM Gateway, and LangSmith Engine.
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Tutorials·4 min
Gemini CLI with Any LLM: A Deep Dive into the EasyLLM CLI Open-Source Modification
Deep dive into how EasyLLM CLI modifies Gemini CLI to support any LLM including local models, solving account barriers, model lock-in, and data security issues with code-level API integration.
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Tutorials·3 min
The Complete Guide to Claude Code Commands: 10 Core Commands & Practical Workflows
A systematic guide to Claude Code's 10 core commands, keyboard shortcuts, CLI parameters & 4 practical workflows covering context management, code review, model switching & cost optimization.
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Tutorials
Spring AI + MCP Protocol in Practice: …
·3 min
Spring AI + MCP Protocol in Practice: Tool Calling, Security Authentication, and Enterprise Deployment
Deep dive into Spring AI and MCP protocol integration, covering tool calling, OAuth security, horizontal scaling, and context optimization for enterprise AI Agent services.
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Industry Insights
MCP Isn't Dead! Anthropic's Two Power …
·3 min
MCP Isn't Dead! Anthropic's Two Power Moves Cut Costs by 85% + 12 Agentic Patterns Fully Explained
Deep dive into MCP's cloud repositioning strategy, how Anthropic cuts token costs by 85% with Tool Search and code sandboxes, and 12 Agentic patterns for production-grade AI Agents.
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