#knowledge accumulation
22 related articles
·4 min
Claude Code in Practice: Complex Payment Feature Built in 4 Hours for $60
A detailed walkthrough of Claude Code + Opus 4.7 in action: from CCSwitch setup to model configuration, completing a complex payment feature in 4 hours for $60 with zero hand-written code.
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·2 min
Extract Skills in One Click During a Claude Code Session: Turn Inspiration into Reusable Skills Instantly
Learn how to extract reusable Skill files in Claude Code without leaving your session. One command preserves full context, turning 20 minutes of work into seconds.
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·4 min
Vibe Coding Methodology for Non-Programmers: Building an AI Development Loop with Automated Testing + Knowledge Accumulation
How can non-programmers develop efficiently with AI? This guide details end-to-end automated testing and knowledge accumulation to build a self-verifying Vibe Coding development loop.
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·3 min
Claude Code Skills Explained: A Practical Guide to AI-Powered Test Case Generation
Deep dive into Claude Code Skills: four core advantages including progressive loading, version control, and reusability, plus a practical guide to AI-powered test case generation.
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·3 min
DeepSeek + Cline Setup Guide: A $1.50 Alternative to $20/Month AI Coding Subscriptions
Step-by-step guide to configuring DeepSeek API with VS Code plugin Cline, including API Key setup, Plan/Act dual-model strategy, and project management files for a $1.50 AI coding alternative.
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·2 min
Claude Code Best Practices Course: The Agentic Programming Guide Recommended by Andrew Ng
DeepLearning.AI and Anthropic launch a Claude Code best practices course covering architecture, context management, MCP servers, parallel sessions, and three hands-on projects for AI-powered coding.
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·3 min
Hermes AI Kanban: A Five-Layer Autonomous Architecture for Fully Automated Delivery from Idea to Finished Product
Deep dive into Hermes Kanban 2.0's five-layer autonomous architecture covering intelligent planning, human approval gates, multi-agent execution, and Obsidian integration for fully automated delivery.
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·3 min
AI Large Language Model Learning Roadmap: A Systematic Path from Zero to Project Implementation
A detailed AI LLM learning roadmap covering Transformer architecture, Prompt Engineering, RAG, Agent development, model fine-tuning & deployment, with enterprise project guides.
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·3 min
AI Agent Learning Roadmap: A Four-Stage Plan from Zero to Hands-On
A systematic four-stage AI Agent learning roadmap covering LLM API calls, ReAct paradigm, memory mechanisms, and multi-agent collaboration for beginners.
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·4 min
Grill With Docs: Doubling AI Programming Collaboration Efficiency with a Unified Language
From Grill Me to Grill With Docs: applying DDD's Ubiquitous Language to solve terminology drift and context loss in AI programming for efficient cross-session collaboration.
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Tutorials·3 min
MCP Protocol Explained: Differences from Function Calling and Agent Tool Development in Practice
Deep dive into MCP (Model Context Protocol): its principles, communication architecture, and practical applications. Compare MCP vs Function Calling, explore client-server communication and security.
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Product Reviews·3 min
Deep Dive into Coze Agent World: When AI Gets Identity and Social Freedom
Deep analysis of Coze's Agent World update, covering AI identity systems, Agent social networks, Skill markets, and the paradigm shift from tools to digital companions.
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Deep Dives
The Birth of General Relativity: How I…
·3 min
The Birth of General Relativity: How Intuition, Knowledge, and Critique Forge Scientific Genius
Exploring how Einstein created general relativity through the fusion of intuitive sparks, deep knowledge, and rigorous self-critique—insights from Lex Fridman's conversation with physicist Don Lincoln.
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Product Reviews·3 min
Multica Open-Source Platform: A Self-Hosted Solution for Unified Management of Multiple AI Coding Agents
Deep dive into Multica, an open-source Agent management platform for coordinating Claude Code, Codex, and other AI coding assistants as unified team members with self-hosted deployment.
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Tutorials·3 min
Building a Fully Automated Marketing System with AI: A Monetization Guide for Indie Developers
A detailed guide on how indie developers can use AI tools to build fully automated marketing systems—from MCP research to Skills systems to automated content production and traffic engines.
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Industry Insights
Alibaba's $52B AI Investment: A Full-S…
·3 min
Alibaba's $52B AI Investment: A Full-Stack Cloud Infrastructure Upgrade for the Agent Era
Alibaba invests $52B in AI cloud infrastructure over 3 years. Bailian Platform hits 8B yuan ARR with 11 quarters of triple-digit AI revenue growth. Deep analysis of Alibaba Cloud's full-stack Agent upgrade strategy.
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Tutorials
Enterprise Claude Code Workflows: Five…
·3 min
Enterprise Claude Code Workflows: Five Core Components for Taming Million-Line Codebases
Deep dive into Anthropic's enterprise Claude Code deployment: CLAUDE.md layering, Hooks, Skills, Plugins, and MCP servers for million-line codebases.
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Tutorials
Claude Code MCP Server Tutorial: Proje…
·3 min
Claude Code MCP Server Tutorial: Project-Level vs Global-Level Configuration Guide
Complete guide to adding MCP Servers to Claude Code in VSCode, covering stdio and HTTP connections, plus project-level vs global-level configuration with step-by-step instructions.
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Tutorials
The Right Way for Beginners to Build P…
·3 min
The Right Way for Beginners to Build Products with AI: The Iterative Build Loop Explained
Vibe Coding isn't just chatting with AI. Learn the Iterative Build Loop: Discuss, Document, Develop, Learn — with VS Code and Claude Code to build products from scratch.
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Tutorials
Harness Engineering Deep Dive: Multi-L…
·2 min
Harness Engineering Deep Dive: Multi-Level Memory and Multi-Agent Collaborative Development in Practice
Deep dive into Harness Engineering: deconstructing Claude Code's multi-level memory, defense-in-depth, Hermes Agent autonomous evolution, and multi-Agent collaboration for industrial-grade AI development.
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