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12:27

CLAUDE.md Guide: 21 Instructions to Lock In Preferences and Context

用 CLAUDE.md 为 Claude 装上永久记忆:21 条配置指令指南

Most Claude users don't know about CLAUDE.md — a plain-text file placed in a project folder that Claude reads automatically at the start of every session, permanently setting your preferences, context, and behavioral rules. This guide provides 21 concrete instructions across five parts: communication style (no filler, admit uncertainty, match length to task), behavior (ask before big changes, only change what was requested, summarize changes), user context (background, project, writing voice), memory & continuity (log decisions in MEMORY.md, session summaries, track failures), and developer-specific rules including Andrej Karpathy's 4 golden rules (don't assume, simplest solution, don't touch unrelated code, flag uncertainty), which reportedly boosted coding accuracy from 65% to 94%. For anyone who wants to stop repeating themselves and get more consistent, on-brand output from Claude.

x.com · 15 min · AI · LLM
12:17

How to Make Claude Code Fix Its Own Mistakes Automatically (Exact Setup You Can Copy)

让 Claude Code 自动修复自身错误的完整配置

This article provides a complete, copy-paste-ready setup for making Claude Code automatically catch, fix, and learn from its own mistakes. It covers a self-growing CLAUDE.md for project rules, PostToolUse hooks for auto-formatting and type-checking, Stop hooks for running tests on completion, PreToolUse hooks for blocking dangerous operations, and cross-session memory. The included settings.json config reduces back-and-forth from 45 minutes to 10 unattended minutes per feature. Audience: engineers using Claude Code or AI coding assistants.

x.com · 10 min · Agents · AI
08:07

How I set up Claude to actually get work done

我把Claude调教成工作系统:25个实用配置

Most people use Claude as a one-off Q&A, losing context each time. The author shares a systematic setup: personal instructions, projects, reference files, a context file, connected tools like email and calendar, templates, and repeatable workflows. 25 concrete steps transform Claude from a chat window into a reusable work environment. Suitable for technical workers frustrated with inconsistent AI responses.

x.com · 9 min · Agents · LLM
08:04

20 AI Concepts You Must Understand in 2026

2026年AI必知20个核心概念:从神经网络到扩散模型

A beginner-friendly primer covering 20 core AI concepts split into four parts: foundational mechanisms, how LLMs work, how models improve, and how real systems are built. Uses simple analogies and visuals to explain neural networks, transformers, RAG, agents, and more. No code or deep implementation details — a quick reference for building mental models.

x.com · 17 min · Agents · AI · LLM
08:04

Introducing dynamic workflows in Claude Code

Claude Code 推出动态工作流:端到端跑完大型任务,自动并行调度与校验

Claude Code now supports dynamic workflows, enabling parallel orchestration of tens to hundreds of subagents within a single session for large-scale engineering tasks. It handles end-to-end jobs like codebase-wide bug hunts, migrations across hundreds of files, and security audits. Workflows dynamically plan, fan out, cross-validate, and converge results. Example: Bun was ported from Zig to Rust in 11 days, producing ~750k lines with 99.8% test pass rate. Workflows show plans before execution, can resume after interruption, but consume significantly more tokens. Available in research preview for Max, Team, Enterprise users.

claude.com · 7 min · Agents · AI