#memory system
4043 related articles
Tutorials·1 min
CLAUDE.md: Making Your AI Coding Assistant Truly Understand Your Project
CLAUDE.md is a memory file for Claude Code that stores your project's tech stack, conventions, and architecture — so the AI understands your codebase from the start.
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Tutorials·4 min
Zion No-Code Platform: A Complete Hands-On Tutorial for Building AI Agents with Drag-and-Drop
Learn how Zion's no-code platform lets you build AI agents via drag-and-drop, with a hands-on prompt optimization assistant tutorial covering knowledge base integration, UI building, and API access.
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Industry Insights·3 min
Real Numbers from a Startup Founder: How AI Tools Saved Nearly ¥1 Million in Labor Costs in One Year
A startup founder with a 50-person sales team shares real AI cost-cutting results: AI sales system cut 10+ staff while boosting performance, AI customer service saves 85% monthly. Plus opportunities for developers building vertical AI tools.
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Tutorials·3 min
Building an Automated Money-Making System with AI Agents: A Multi-Agent Hands-On Tutorial
Learn how to build a full-pipeline automated money-making system using Multi-Agent architecture, covering Customer Service Agent, Cashier Agent, Delivery Agent setup, workflow orchestration, RAG knowledge bases, and MCP tool calling.
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Tutorials·2 min
Claude Code Multi-Agent Orchestration: The tmux Dilemma on Windows and Solutions
Explaining how Claude Code's multi-Agent orchestration fails on Windows due to tmux incompatibility, analyzing WSL limitations, and exploring native alternatives and best practices.
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Industry Insights·4 min
In-Depth Analysis of the AI Large Model Job Market: Two Core Directions and Future Trends
In-depth analysis of the AI large model job market, breaking down the two core directions—algorithm research and engineering deployment—covering requirements, barriers, and career prospects.
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Product Reviews·2 min
Windsurf Integrates Devin Review: A Deep Dive into IDE-Native AI Code Review
Deep dive into Windsurf's integration of Devin Review and Quick Review—how IDE-native AI code review eliminates context switching, boosts developer efficiency, and reshapes workflows.
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Product Reviews·2 min
Claude Code v2.1.144 Update: Background Resume Support and Comprehensive Stability Improvements
Claude Code v2.1.144 adds background task Resume support, unifies Usage Credits naming, and fixes network errors, startup lag, and long session display issues for improved stability.
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Tutorials·3 min
One Person, Three Machines: Local Agent Deployment and Multi-Machine Collaborative Operations in Practice
Deploy Cloud Code and Hermes AI Agents to efficiently manage three physical hosts solo. Covers Ventoy single-file deployment, BTRFS+RAW Image setup, Agent task division, and risk control strategies.
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Tech Frontiers·3 min
Windsurf Rebrands as Devin Desktop: A Complete Breakdown of the Multi-Agent Collaborative IDE Platform
Windsurf rebrands as Devin Desktop with Agent Command Center for multi-agent management, open-source ACP protocol, and a Rust-rewritten local Agent. Full breakdown of the upgrade and platform strategy.
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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·4 min
Deep Dive into Claude Code's Agent Architecture: From Principles to Minimal Implementation
Deep analysis of Claude Code's four core agent modules: Agent Loop, Tool System, Skills, and Memory, with a TypeScript minimal implementation guide for frontend engineers transitioning to AI development.
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Product Reviews·3 min
BuildBuddy: An AI Learning Tool That Guides Unreal Engine Operations in Real Time
BuildBuddy is an AI overlay tool that identifies the Unreal Engine editor in real time, providing step-by-step guidance, automatic YouTube tutorial decomposition, and MCP remote control.
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Industry Insights·3 min
Career Switching to AI with Zero Background: Is a Three-Month Fast Track Really Feasible?
In-depth analysis of switching to AI with zero background: insights from 300+ job descriptions, tailored advice for different backgrounds, and realistic expectations for the three-month timeline.
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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
Claude Code for Academic Research: 3 Skills to Build a Paper Workflow
How to build a structured paper workflow with Claude Code: three core Skills for material classification, literature evidence matching, and reviewer simulation, plus six reusable AI-assisted research principles.
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Tutorials·3 min
Claude Code Source Code Analysis: A Complete Breakdown of the Startup and Bootstrap Flow
Deep dive into Claude Code's source code startup and bootstrap flow, from CLI entry's on-demand loading design and REPL startup to sentiment analysis and the Agent Loop prelude.
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Product Reviews·3 min
Claude Code Firmware-Level Ops in Practice: Virtual Disk Expansion & Local Agent Deployment
Hands-on testing of Claude Code for firmware-level ops: Ventoy virtual disk expansion, ext4-to-btrfs conversion, and a cost-effective local Agent deployment architecture with distributed design.
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Industry Insights·2 min
Cloud AI Agent Architecture Design: Far More Than Moving Local Agents to a Server
Building cloud AI Agents requires entirely new architectural thinking. This article analyzes three core infrastructure components—durable execution platforms, execution frameworks, and dev environment tools—to help teams avoid common pitfalls when migrating from local to cloud.
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Tutorials·4 min
WeChat Mini Program Login & Registration: A Full-Stack Integration Guide with SDK Integration and Debugging Lessons
Complete guide to WeChat Mini Program login/registration full-stack integration, covering SDK splitting, Pixso design-to-component workflow, debugging techniques, and AI-assisted programming collaboration methods.
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