Claude-Code
41 posts

Different Models, Different "Scripts"——Model-Specific Tuning Revealed
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.

How Do 40+ Tools 'Grow' onto an AI?
Deep dive into Claude Code’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.

Tool Execution Orchestration——The Art of Parallelism, Streaming, and Interruption
Deep dive into Claude Code’s tool execution orchestration mechanism: the complete permission checking flow, concurrent execution scheduling strategy, streaming progress propagation, and the implementation principles of user interruption.

Claude Code Is Not a CLI Tool, But a 'Living' System
A deep dive into Claude Code’s underlying architecture: why it’s not a traditional CLI tool but an intelligent system running in a ‘distributed state.’ From TypeScript to Bun runtime, three-tier architecture to Feature Flags, understand the core design philosophy of this AI coding assistant.

Reverse Engineering Claude Code's API Request Signing
An in-depth reverse engineering analysis of Claude Code’s API request signing mechanism, revealing how the cch hash and xxHash64 are implemented, the secrets of Bun’s runtime, and how Anthropic protects API calls with native code.

Claude Code Channels: Give Your AI Coding Assistant a Phone Number
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.

Don't Build a Thousand Agents: How Ramp Automates Finance with One Agent
Ramp, America’s fastest-growing enterprise finance platform valued at $32B with 50,000+ customers and $100B+ in annual transaction volume, chose a ‘one Agent + a thousand skills’ architecture over building many agents. This is a deep dive into Ramp’s AI实战经验.

You Use AI for Coding, But Have You Ever Used One That Holds Grudges?
When AI programming tools become goldfish - discussing the context loss pain point and how to make AI remember what you’re working on

Claude Code Memory System: The Complete Guide to Making Your AI Assistant Remember Your Project
Deep dive into Claude Code’s memory mechanisms: Auto Memory vs CLAUDE.md, hierarchical memory structure, modular rules configuration, making your AI assistant truly remember your project habits.

The Redis Author Had AI Write an Emulator, 30 Minutes to Run Through All Z80 Instructions
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.
