#reading code vs writing code
413 related articles
·2 min
3-Month Roadmap to Becoming an AI/LLM Engineer: A Systematic Learning Guide
A 3-month structured roadmap for developers transitioning into AI/LLM engineering: Python & API basics, LangChain/FastAPI stack, and RAG/Agent projects.
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·2 min
Python Learning Path for Beginners: A Complete Breakdown of Three Core Modules
A complete Python learning path for beginners covering three modules: Fundamentals, Intermediate, and Hands-On Practice — including web scraping, office automation, and data analysis.
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·2 min
Claude Code with Open-Source Models: Why Cache Misses Happen and How to Fix Them
Why Claude Code cache misses occur with DeepSeek and MiniMax, how Prompt Cache and KV Cache work, and practical solutions including API proxy layers and stable prefix strategies to cut AI coding costs.
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·4 min
AI-Powered Automated Testing: Using Pytest + MCP to Tackle Non-Determinism
Deep dive into AI-era automated testing: using Pytest + Playwright + MCP for stable automation, constraining code conventions with Skills, avoiding non-determinism and high token costs. Includes real debugging war stories.
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·4 min
The Complete Guide to Claude Code Skills: Installation, Creation, and Management
A complete guide to Claude Code Skills: what they are, how they differ from Plugins, three installation methods, how to write SKILL.md, trigger mechanisms, and top resource recommendations.
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·2 min
Heap Code: The Open-Source VS Code AI Coding Assistant That Truly Supports Local Models
Heap Code is an open-source VS Code extension supporting local models via Ollama and LM Studio, plus OpenAI-compatible APIs. Features completions, chat, inline edit, and agent mode — zero telemetry, no account required.
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·3 min
Perplexity Max Deep Dive: Is the $200/Month Plan Worth It? The Truth About Credit Consumption
A Reddit user's real experience with Perplexity Max ($200/month): 15,000 credits burned on one task, failed Grok integration, and complex MCP setup. Is it worth it?
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·3 min
What Is CI/CD? A Complete Guide to Automated Release Pipelines at Tech Companies
CI/CD is the automated release pipeline powering modern software. Learn how continuous integration and deployment work, their core value, and where they can fail.
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·4 min
Stop Shipping Skills Blindly! A Google DeepMind Engineer's Hands-On Guide to Agent Evaluation
Google DeepMind engineer Philip reveals: almost everyone uses coding agent Skills, yet almost no one writes evals for them. A deep dive into Skill evaluation methods, 8 actionable tips, and a real Gemini API case study.
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·4 min
AMD Ryzen AI Halo Real-World Test: Can a Non-Programmer Use Local AI to Write Code?
A non-programmer tests AMD Ryzen AI Halo by deploying local AI models to tackle a real dev task. After testing Ollama and Qwen3, the verdict: AI amplifies developers, it doesn't replace them.
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·2 min
Let AI Auto-Generate Your VS Code Copilot Custom Agent Configurations
Stop using generic agents. Learn how to use AI to auto-generate specialized VS Code Copilot custom agent configs — covering models, tool permissions, and more.
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·3 min
Coze Deep Dive: Core Capabilities and Tips for a Multi-Agent Collaboration Platform
A deep dive into Coze 3.0's multi-agent collaboration, covering project workspace architecture, credit economics, local tool integration, and a Dify comparison.
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·3 min
Codex Configuration Tutorials Examined: A Complete Risk Analysis of Third-Party API Keys
A deep analysis of popular Bilibili Codex "one-click setup" tutorials, covering third-party API key risks, unverified installer dangers, and the cost of "Full Allow" permissions — with safer alternatives.
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·2 min
Getting Started with Codex: A Practical Guide to OpenAI's AI Coding Assistant
A practical guide to OpenAI Codex: core features, Codex vs. Claude Code comparison, and why the Codex+DeepSeek combo doesn't work. Avoid common pitfalls and boost your coding productivity.
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·2 min
The Real Moat of AI Agent Builder Platforms: From Demo to Trust on Day 30
One-click deploy is just the beginning. The real value of AI Agent platforms lies in draft-test-publish workflows, version rollback, and permission control. Learn why Day 30 is the true benchmark.
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·3 min
Coze for Beginners: A Complete Guide to Building AI Agents
Coze is ByteDance's low-code AI Bot platform — no coding required. Learn the differences between domestic and international versions, core features, and why now is the best time to start building AI agents.
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·2 min
Getting Started with Vibe Coding: Build Apps Without Writing Code
Vibe Coding lets anyone build apps using natural language — no coding required. Learn what it is, which tools to use, and see real stories of non-programmers shipping products.
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Why Cursor Should Be Split Into Two Se…
·2 min
Why Cursor Should Be Split Into Two Separate Apps: Editor and Agent
Why developers want Cursor split into Editor and Agent apps — an analysis of the core tension, the value of separation, and where AI coding tools are headed.
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·3 min
Dify + MCP in Practice: Building a Multi-Scene Life Assistant Agent with ModelScope MCP Marketplace
Build a multi-scene life assistant Agent using ModelScope MCP Marketplace and Dify. Integrates Amap, LeetCode, recipe, and news MCP Servers with Qwen3 via Chatflow.
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Juggler: An Open-Source GUI Coding Age…
·2 min
Juggler: An Open-Source GUI Coding Agent Built by the Creator of JUCE
Juggler is an open-source GUI coding agent built by the creator of JUCE. It offers a graphical interface for managing AI coding workflows with transparency and full customization.
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