<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom" xmlns:content="http://purl.org/rss/1.0/modules/content/"><channel><title>Claude Code on 梦兽编程</title><link>https://rexai.top/en/ai/claude-code/</link><description>Recent content in Claude Code on 梦兽编程</description><generator>Hugo -- 0.163.3</generator><language>en</language><copyright>梦兽编程</copyright><lastBuildDate>Sat, 11 Jul 2026 00:00:00 +0000</lastBuildDate><atom:link href="https://rexai.top/en/ai/claude-code/index.xml" rel="self" type="application/rss+xml"/><item><title>Hooks - Jumping In at Key Points</title><link>https://rexai.top/en/ai/claude-code/claude-code-hooks-interception-points/</link><pubDate>Sat, 11 Jul 2026 00:00:00 +0000</pubDate><guid>https://rexai.top/en/ai/claude-code/claude-code-hooks-interception-points/</guid><description>A deep dive into Claude Code&amp;#39;s Hooks system: 26 lifecycle events, four hook types, execution models and exit code semantics, and how to customize AI Agent behavior.</description></item><item><title>Microcompact - The Art of Precise Context Pruning</title><link>https://rexai.top/en/ai/claude-code/claude-code-microcompact-precision/</link><pubDate>Sat, 11 Jul 2026 00:00:00 +0000</pubDate><guid>https://rexai.top/en/ai/claude-code/claude-code-microcompact-precision/</guid><description>A deep dive into Claude Code&amp;#39;s Microcompact mechanism: differences from auto-compaction, precise pruning strategies, relevance filtering, and fine-grained context management.</description></item><item><title>YOLO Classifier - AI Deciding 'Can I Do This?'</title><link>https://rexai.top/en/ai/claude-code/claude-code-yolo-classifier/</link><pubDate>Sat, 04 Jul 2026 00:00:00 +0000</pubDate><guid>https://rexai.top/en/ai/claude-code/claude-code-yolo-classifier/</guid><description>A deep dive into Claude Code&amp;#39;s YOLO classifier mechanism: how AI autonomously judges operation safety, two-stage review process, safety whitelist and rejection tracking, and intelligent permission control in Auto mode.</description></item><item><title>Cache Optimization Patterns - Making Cache Hit Rates Soar</title><link>https://rexai.top/en/ai/claude-code/claude-code-cache-optimization-patterns/</link><pubDate>Sat, 20 Jun 2026 00:00:00 +0000</pubDate><guid>https://rexai.top/en/ai/claude-code/claude-code-cache-optimization-patterns/</guid><description>A deep dive into Claude Code&amp;#39;s cache optimization strategies: tool ordering stability, MCP tool management, session preservation techniques, and maximizing prompt cache benefits.</description></item><item><title>Skills System——Teaching AI Your "Secret Techniques"</title><link>https://rexai.top/en/ai/claude-code/claude-code-skills-system-ai-abilities/</link><pubDate>Sat, 20 Jun 2026 00:00:00 +0000</pubDate><guid>https://rexai.top/en/ai/claude-code/claude-code-skills-system-ai-abilities/</guid><description>Deep dive into Claude Code&amp;#39;s skills system: built-in vs user-defined skills, how SkillTool works, differences and cooperation with MCP tools. Unveiling how to teach AI your secret techniques, reduce repeated prompts, and improve AI tool reusability.</description></item><item><title>Cache Interruption——When Does It Become Invalid?</title><link>https://rexai.top/en/ai/claude-code/claude-code-cache-interruption-detection/</link><pubDate>Sat, 13 Jun 2026 00:00:00 +0000</pubDate><guid>https://rexai.top/en/ai/claude-code/claude-code-cache-interruption-detection/</guid><description>Deep dive into Claude Code&amp;#39;s cache interruption detection mechanism: scenarios where cache becomes invalid such as tool changes, model switching, session timeout, and how to gracefully handle cache invalidation.</description></item><item><title>CLAUDE.md and Hooks——Building Your Personalized AI Butler</title><link>https://rexai.top/en/ai/claude-code/claude-code-claude-md-hooks-custom-butler/</link><pubDate>Sat, 13 Jun 2026 00:00:00 +0000</pubDate><guid>https://rexai.top/en/ai/claude-code/claude-code-claude-md-hooks-custom-butler/</guid><description>Deep dive into Claude Code&amp;#39;s CLAUDE.md configuration and Hooks mechanism: how to build a personalized AI butler through project-level AI manuals and custom interception points. Unveiling CLAUDE.md syntax, Hook lifecycle, and practical workflow customization cases.</description></item><item><title>Feature Flags Checklist - Complete Overview of 89 Feature Switches</title><link>https://rexai.top/en/ai/claude-code/claude-code-feature-flags-checklist/</link><pubDate>Fri, 12 Jun 2026 00:00:00 +0000</pubDate><guid>https://rexai.top/en/ai/claude-code/claude-code-feature-flags-checklist/</guid><description>Complete Claude Code Feature Flag checklist covering 89 feature switches across 5 domains: autonomous agents, remote control, context management, memory and knowledge, and UI/UX.</description></item><item><title>Permission System——Installing a "Safety Brake" for AI</title><link>https://rexai.top/en/ai/claude-code/claude-code-permission-system-safety-brake/</link><pubDate>Sat, 06 Jun 2026 00:00:00 +0000</pubDate><guid>https://rexai.top/en/ai/claude-code/claude-code-permission-system-safety-brake/</guid><description>Deep dive into Claude Code&amp;#39;s permission system: three-tier permission architecture, YOLO classifier automatic judgment, and Always Allow/Deny rules. Unveiling how AI stops itself before executing rm -rf /, and how production-grade safety control is implemented.</description></item><item><title>Token Budget - How to Spend 200K Wisely?</title><link>https://rexai.top/en/ai/claude-code/claude-code-token-budget-strategy/</link><pubDate>Sat, 06 Jun 2026 00:00:00 +0000</pubDate><guid>https://rexai.top/en/ai/claude-code/claude-code-token-budget-strategy/</guid><description>A deep dive into Claude Code&amp;#39;s token budget strategy: the 200K token allocation plan, dynamic adjustment mechanisms, and strategies for when the budget runs out.</description></item><item><title>Glossary - Claude Code Concept Quick Reference</title><link>https://rexai.top/en/ai/claude-code/claude-code-glossary/</link><pubDate>Fri, 05 Jun 2026 00:00:00 +0000</pubDate><guid>https://rexai.top/en/ai/claude-code/claude-code-glossary/</guid><description>Complete Claude Code glossary covering core concepts in architecture, context management, prompt engineering, permission system, and agent system with concise definitions.</description></item><item><title>When AI's "Brain" Isn't Enough——Compaction and Microcompact</title><link>https://rexai.top/en/ai/claude-code/claude-code-compaction-microcompact/</link><pubDate>Sat, 30 May 2026 00:00:00 +0000</pubDate><guid>https://rexai.top/en/ai/claude-code/claude-code-compaction-microcompact/</guid><description>Deep dive into Claude Code&amp;#39;s context compaction mechanism: differences between auto-compaction and microcompact, state preservation after compaction, and context collapse. Unveiling how AI elegantly makes tradeoffs when &amp;#34;memory runs out,&amp;#34; and why AI sometimes &amp;#34;forgets&amp;#34; previous content.</description></item><item><title>Environment Variables Reference - Complete Claude Code Configuration Guide</title><link>https://rexai.top/en/ai/claude-code/claude-code-env-vars-reference/</link><pubDate>Fri, 29 May 2026 00:00:00 +0000</pubDate><guid>https://rexai.top/en/ai/claude-code/claude-code-env-vars-reference/</guid><description>Complete Claude Code environment variables reference handbook, covering all configurable options for debugging, caching, permissions, memory, models, and more.</description></item><item><title>After Compaction, What Does AI Still Remember?——State Retention Mechanism</title><link>https://rexai.top/en/ai/claude-code/claude-code-state-retention-after-compaction/</link><pubDate>Sat, 23 May 2026 00:00:00 +0000</pubDate><guid>https://rexai.top/en/ai/claude-code/claude-code-state-retention-after-compaction/</guid><description>Deep dive into Claude Code&amp;#39;s context compaction state retention mechanism: lossy compression design, metadata preservation, the role of reference links, and how AI elegantly makes tradeoffs when &amp;#34;memory runs out.&amp;#34;</description></item><item><title>Prompt Caching——Claude Code's "Money-Saving Secret"</title><link>https://rexai.top/en/ai/claude-code/claude-code-prompt-caching-money-saving/</link><pubDate>Sat, 23 May 2026 00:00:00 +0000</pubDate><guid>https://rexai.top/en/ai/claude-code/claude-code-prompt-caching-money-saving/</guid><description>Deep dive into Claude Code&amp;#39;s prompt caching mechanism: cache breakpoint design, tool ordering stability, and cache interruption detection. Unveiling how prompt caching dramatically reduces API call costs, and why tool ordering must remain stable.</description></item><item><title>File Index Handbook - Claude Code Source Code Quick Reference</title><link>https://rexai.top/en/ai/claude-code/claude-code-file-index-handbook/</link><pubDate>Fri, 22 May 2026 00:00:00 +0000</pubDate><guid>https://rexai.top/en/ai/claude-code/claude-code-file-index-handbook/</guid><description>Claude Code core source code file index, organized by functional modules, with quick location guide for key classes, functions, and configuration files.</description></item><item><title>200K Context Window——AI's "Memory Palace" Management</title><link>https://rexai.top/en/ai/claude-code/claude-code-200k-context-memory-palace/</link><pubDate>Sat, 16 May 2026 00:00:00 +0000</pubDate><guid>https://rexai.top/en/ai/claude-code/claude-code-200k-context-memory-palace/</guid><description>Deep dive into Claude Code&amp;#39;s context management mechanism: 200K tokens isn&amp;#39;t &amp;#34;unlimited memory,&amp;#34; how it auto-compacts, precisely prunes, and budget allocates. Unveiling how AI manages massive code information within a limited context window.</description></item><item><title>Shortcomings - What Claude Code Still Does Imperfectly</title><link>https://rexai.top/en/ai/claude-code/claude-code-shortcomings-imperfections/</link><pubDate>Fri, 15 May 2026 00:00:00 +0000</pubDate><guid>https://rexai.top/en/ai/claude-code/claude-code-shortcomings-imperfections/</guid><description>An objective analysis of Claude Code&amp;#39;s six major shortcomings: context window ceiling, tool latency accumulation, cost-quality tradeoffs, lack of offline capability, complex logic limitations, and memory system boundaries.</description></item><item><title>Tool Descriptions——Helping AI "Understand" Each Tool's Manual</title><link>https://rexai.top/en/ai/claude-code/claude-code-tool-descriptions-ai-manual/</link><pubDate>Sat, 09 May 2026 00:00:00 +0000</pubDate><guid>https://rexai.top/en/ai/claude-code/claude-code-tool-descriptions-ai-manual/</guid><description>Deep dive into Claude Code&amp;#39;s tool description design: how to help AI accurately understand each tool&amp;#39;s purpose and use cases. Unveiling how tool descriptions become &amp;#34;instructions for the model,&amp;#34; how inputSchema affects parameter selection, and the application of dynamic descriptions.</description></item><item><title>Production-Grade AI Coding Patterns - 6 Reusable Engineering Practices</title><link>https://rexai.top/en/ai/claude-code/claude-code-production-grade-patterns/</link><pubDate>Fri, 08 May 2026 00:00:00 +0000</pubDate><guid>https://rexai.top/en/ai/claude-code/claude-code-production-grade-patterns/</guid><description>Six production-grade AI coding patterns extracted from Claude Code source code: Read Before Edit, Graduated Autonomy, Defensive Git, Structured Verification, Scope-Matched Response, and Tool-Level Prompts, plus the wisdom of dual-layer constraints.</description></item><item><title>Why Does AI Sometimes "Misbehave"?——Prompt Behavior Guidance Techniques</title><link>https://rexai.top/en/ai/claude-code/claude-code-prompt-behavior-guiding/</link><pubDate>Sat, 02 May 2026 00:00:00 +0000</pubDate><guid>https://rexai.top/en/ai/claude-code/claude-code-prompt-behavior-guiding/</guid><description>Deep dive into guiding AI behavior through prompts: from Few-shot examples to A/B testing, unveiling how Claude Code uses carefully designed prompts to turn an &amp;#34;impatient&amp;#34; AI into a &amp;#34;patient&amp;#34; one, and solving problems of AI being &amp;#34;over-eager&amp;#34; or &amp;#34;failing to ask when it should.&amp;#34;</description></item><item><title>Context Management - The Core Capability of AI Coding</title><link>https://rexai.top/en/ai/claude-code/claude-code-context-management-core-capability/</link><pubDate>Fri, 01 May 2026 00:00:00 +0000</pubDate><guid>https://rexai.top/en/ai/claude-code/claude-code-context-management-core-capability/</guid><description>An in-depth analysis of Claude Code&amp;#39;s five context management principles: budget setting, content preservation, transparent disclosure, circuit breakers, and conservative estimation - and how to manage 200K tokens like a professional organizer.</description></item><item><title>System Prompts——The "Director Behind the Scenes"</title><link>https://rexai.top/en/ai/claude-code/claude-code-system-prompts-behind-director/</link><pubDate>Sat, 25 Apr 2026 00:00:00 +0000</pubDate><guid>https://rexai.top/en/ai/claude-code/claude-code-system-prompts-behind-director/</guid><description>Deep dive into Claude Code&amp;#39;s system prompt architecture: segmented composition design, division of identity/tools/format/safety modules, and the secrets of model-specific tuning. Unveiling why the same request gets completely different response styles from Claude Code versus ChatGPT.</description></item><item><title>The Claude Code Leak: How an Accident Sparked a Rust Rewrite Wave</title><link>https://rexai.top/en/ai/claude-code/2026-04-19-claude-code-leak-rust-rewrite/</link><pubDate>Sun, 19 Apr 2026 10:00:00 +0800</pubDate><guid>https://rexai.top/en/ai/claude-code/2026-04-19-claude-code-leak-rust-rewrite/</guid><description>In March 2026, Claude Code&amp;#39;s 500k+ lines of TypeScript source code were accidentally leaked. Instead of panic, the developer community responded by rewriting the entire project in Rust. How did this mess turn into Rust&amp;#39;s best advertisement for AI infrastructure?</description></item><item><title>Agent Loop——How Does an AI's "Brain" Work?</title><link>https://rexai.top/en/ai/claude-code/claude-code-agent-loop-ai-brain-mechanism/</link><pubDate>Sat, 18 Apr 2026 00:00:00 +0000</pubDate><guid>https://rexai.top/en/ai/claude-code/claude-code-agent-loop-ai-brain-mechanism/</guid><description>Deep dive into Claude Code&amp;#39;s core Agent Loop: the complete lifecycle from user input to model response. Unveiling the query.ts state machine, tool execution orchestration, and continuation decision logic to understand how the AI coding assistant &amp;#34;thinks&amp;#34; and &amp;#34;acts.&amp;#34;</description></item><item><title>Different Models, Different "Scripts"——Model-Specific Tuning Revealed</title><link>https://rexai.top/en/ai/claude-code/claude-code-model-specific-tuning/</link><pubDate>Wed, 15 Apr 2026 00:00:00 +0000</pubDate><guid>https://rexai.top/en/ai/claude-code/claude-code-model-specific-tuning/</guid><description>Deep dive into how Claude Code tunes prompts for different models: differences between Claude 3.5 Sonnet and Claude 3 Opus, application of A/B testing in prompt optimization, and prompt version management.</description></item><item><title>How Do 40+ Tools 'Grow' onto an AI?</title><link>https://rexai.top/en/ai/claude-code/claude-code-tools-system-how-ai-grows-hands/</link><pubDate>Sat, 11 Apr 2026 00:00:00 +0000</pubDate><guid>https://rexai.top/en/ai/claude-code/claude-code-tools-system-how-ai-grows-hands/</guid><description>Deep dive into Claude Code&amp;#39;s tool system: how 40+ tools form an extensible capability architecture through unified interface contracts, three-tier filtering pipelines, and fail-closed defaults. From Tool.ts interface to buildTool factory, revealing the underlying mechanisms of AI tool calling.</description></item><item><title>Tool Execution Orchestration——The Art of Parallelism, Streaming, and Interruption</title><link>https://rexai.top/en/ai/claude-code/claude-code-tool-execution-orchestration/</link><pubDate>Wed, 08 Apr 2026 00:00:00 +0000</pubDate><guid>https://rexai.top/en/ai/claude-code/claude-code-tool-execution-orchestration/</guid><description>Deep dive into Claude Code&amp;#39;s tool execution orchestration mechanism: the complete permission checking flow, concurrent execution scheduling strategy, streaming progress propagation, and the implementation principles of user interruption.</description></item><item><title>Claude Code Is Not a CLI Tool, But a 'Living' System</title><link>https://rexai.top/en/ai/claude-code/claude-code-not-cli-but-living-system/</link><pubDate>Sat, 04 Apr 2026 00:00:00 +0000</pubDate><guid>https://rexai.top/en/ai/claude-code/claude-code-not-cli-but-living-system/</guid><description>A deep dive into Claude Code&amp;#39;s underlying architecture: why it&amp;#39;s not a traditional CLI tool but an intelligent system running in a &amp;#39;distributed state.&amp;#39; From TypeScript to Bun runtime, three-tier architecture to Feature Flags, understand the core design philosophy of this AI coding assistant.</description></item><item><title>Reverse Engineering Claude Code's API Request Signing</title><link>https://rexai.top/en/ai/claude-code/2026-04-02-reverse-engineering-claude-code-cch/</link><pubDate>Thu, 02 Apr 2026 00:00:00 +0000</pubDate><guid>https://rexai.top/en/ai/claude-code/2026-04-02-reverse-engineering-claude-code-cch/</guid><description>An in-depth reverse engineering analysis of Claude Code&amp;#39;s API request signing mechanism, revealing how the cch hash and xxHash64 are implemented, the secrets of Bun&amp;#39;s runtime, and how Anthropic protects API calls with native code.</description></item><item><title>Claude Code Channels: Give Your AI Coding Assistant a Phone Number</title><link>https://rexai.top/en/ai/claude-code/claude-code-channels/</link><pubDate>Fri, 20 Mar 2026 00:00:00 +0000</pubDate><guid>https://rexai.top/en/ai/claude-code/claude-code-channels/</guid><description>A hands-on look at Claude Code Channels, letting you control your AI coding assistant through Telegram, Discord, and more — no matter where you are.</description></item><item><title>Claude Code Memory System: The Complete Guide to Making Your AI Assistant Remember Your Project</title><link>https://rexai.top/en/ai/claude-code/2026-02-28-claude-code-memory-system/</link><pubDate>Sat, 28 Feb 2026 10:00:00 +0800</pubDate><guid>https://rexai.top/en/ai/claude-code/2026-02-28-claude-code-memory-system/</guid><description>Deep dive into Claude Code&amp;#39;s memory mechanisms: Auto Memory vs CLAUDE.md, hierarchical memory structure, modular rules configuration, making your AI assistant truly remember your project habits.</description></item><item><title>The Redis Author Had AI Write an Emulator, 30 Minutes to Run Through All Z80 Instructions</title><link>https://rexai.top/en/ai/claude-code/2026-02-28-claude-code-z80-emulator/</link><pubDate>Sat, 28 Feb 2026 00:00:00 +0000</pubDate><guid>https://rexai.top/en/ai/claude-code/2026-02-28-claude-code-z80-emulator/</guid><description>Redis founder antirez used Claude Code to implement a complete Z80 emulator in 30 minutes, passing the ZEXALL full instruction test. He designed a strict clean-room experiment: first had AI organize documentation, then cut off the network and implemented from scratch. Result: 1200 lines of code, zero bugs, and顺便 also built ZX Spectrum and CP/M environments.</description></item><item><title>Someone Tested Claude Code 2,430 Times and Discovered Its Tool Selection Logic Isn't What You'd Expect</title><link>https://rexai.top/en/ai/claude-code/2026-02-27-claude-code-tool-picks-research/</link><pubDate>Fri, 27 Feb 2026 00:00:00 +0000</pubDate><guid>https://rexai.top/en/ai/claude-code/2026-02-27-claude-code-tool-picks-research/</guid><description>Amplifying.ai ran 2,430 tests on Claude Code and found that in 12 out of 20 categories, it prefers writing custom code over using existing tools. GitHub Actions 94%, Stripe 91%, shadcn/ui 90% selection rates are striking, while AWS, GCP, and Azure got zero primary picks.</description></item><item><title>RAG in Practice: Stop Making Your LLM Take Closed-Book Exams</title><link>https://rexai.top/en/ai/claude-code/claude-rag-search-retrieval-guide/</link><pubDate>Tue, 10 Feb 2026 00:00:00 +0000</pubDate><guid>https://rexai.top/en/ai/claude-code/claude-rag-search-retrieval-guide/</guid><description>A practical RAG tutorial: build an enterprise knowledge base Q&amp;amp;A system in 4 steps using embedding vector search and Claude. Contextual Retrieval cuts retrieval failure from 5.7% to 1.9%, with full Python code and Voyage AI model comparison.</description></item><item><title>How Claude Code LSP Makes AI Coding Feel Like Turn-by-Turn Navigation</title><link>https://rexai.top/en/ai/claude-code/claude-code-lsp/</link><pubDate>Wed, 31 Dec 2025 00:00:00 +0000</pubDate><guid>https://rexai.top/en/ai/claude-code/claude-code-lsp/</guid><description>Claude Code 2.0.74 now has native LSP support—it can jump to definitions and find references just like VS Code, no more blind grep searches</description></item><item><title>Claude 4.5 Sonnet Launch: Claiming to Be the World's Strongest Coding Model</title><link>https://rexai.top/en/ai/claude-code/claude-4-5-sonnet-worlds-strongest-coding-model/</link><pubDate>Tue, 30 Sep 2025 10:00:00 +0800</pubDate><guid>https://rexai.top/en/ai/claude-code/claude-4-5-sonnet-worlds-strongest-coding-model/</guid><description>Anthropic releases Claude 4.5 Sonnet, claiming world&amp;#39;s strongest coding capabilities, 77.2% benchmark score, 30-hour continuous runtime, with Claude Code upgrade and new Agent SDK</description></item><item><title>Claude Code: The AI Programming Assistant That's Like Having a 24/7 Personal Butler for Your Code</title><link>https://rexai.top/en/ai/claude-code/claude-code-ai-programming-assistant/</link><pubDate>Tue, 30 Sep 2025 10:00:00 +0800</pubDate><guid>https://rexai.top/en/ai/claude-code/claude-code-ai-programming-assistant/</guid><description>Deep dive into Claude Code AI programming assistant - from local execution to natural language interaction, see how this Claude 4-based tool transforms developers&amp;#39; daily workflow</description></item><item><title>Superpowers 101: How This Thing Made My AI Coding Assistant Finally 'Get It'</title><link>https://rexai.top/en/ai/claude-code/claude-code-superpowers-beginner-guide/</link><pubDate>Sun, 12 Jan 2025 00:00:00 +0000</pubDate><guid>https://rexai.top/en/ai/claude-code/claude-code-superpowers-beginner-guide/</guid><description>A beginner&amp;#39;s guide to Superpowers: Whether you use Claude Code, Codex, or OpenCode, this AI coding skill pack transforms your assistant from &amp;#39;chaotic mess&amp;#39; to &amp;#39;methodical pro&amp;#39;. Includes OpenSpec and Spec-Kit comparison.</description></item></channel></rss>