#secondary development
21 related articles
·3 min
Cursor vs Codex In-Depth Comparison: Where Should You Spend Your $200?
In-depth comparison of Cursor and Codex AI programming tools — their strengths, ideal use cases, and cost differences. Find out where your $200 is best spent.
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·2 min
SiYuan Note: A Complete Analysis of the Privacy-First Open Source Knowledge Management System
An in-depth analysis of SiYuan, a privacy-first, self-hosted open source knowledge management system. Explore its architecture, core features, use cases, and advantages over Obsidian and Logseq.
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·2 min
LlamaFactory: A Comprehensive Guide to the Open-Source Framework for Unified Fine-Tuning of 100+ LLMs
Deep dive into LlamaFactory, an open-source unified fine-tuning framework supporting 100+ LLMs and VLMs with LoRA, QLoRA, RLHF methods, Web UI, 71K+ GitHub Stars, accepted at ACL 2024.
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Tutorials·4 min
Cursor + Codex Dual-IDE Collaboration: A Practical Methodology for Open-Source Project Customization
A complete methodology for open-source project customization based on real-world experience, detailing the Cursor+Codex dual-IDE workflow, seven-stage process, MVP validation, and AI source code reading techniques.
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Tutorials·3 min
SDD (Specification-Driven Development) in Practice: AI Programming Methodology from Cursor to Claude Code
Deep dive into SDD (Specification-Driven Development) methodology covering Cursor and Claude Code in practice—from intelligent data querying to enterprise compliance platforms across four progressive projects.
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Product Reviews·2 min
Pixel Video: An Open-Source Short Video Automation Tool That Produces Videos in Three Minutes
Pixel Video is an open-source short video automation tool with 15K GitHub Stars, supporting end-to-end automation from scripting and AI visuals to voice synthesis and final output, compatible with GPT, DeepSeek, and more.
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Tutorials·2 min
Building AI Agents on Kinoviz for Vector Animation: System Capabilities and AI Collaboration in Practice
Explore building AI Agents on Kinoviz for automated vector animation, analyzing the division between system and AI capabilities, and applications in logo animation and data visualization.
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Product Reviews·2 min
OpenDesign Hands-On Review: Complete Local Deployment Guide for the Open-Source Alternative to Claude Design
Hands-on review of OpenDesign local deployment, comparing it with Claude Design. Covers setup, DeepSeek-TUI integration, and Apache license details for developers.
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Product Reviews·3 min
OpenCode: A Detailed Guide to the Open-Source Claude Code Alternative with Local Deployment Support
A deep dive into OpenCode, an open-source AI coding assistant supporting local private deployment, multi-model switching, and client-server architecture as a complete Claude Code alternative.
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Tutorials·2 min
Claude Code Reverse-Engineered & Open-Sourced: Local Deployment Guide and Domestic Model Integration
Developers successfully reverse-engineered Claude Code's full source and open-sourced it, supporting local deployment, third-party model integration, and MCP tool invocation.
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Tutorials·2 min
A Practical Methodology for Dissecting Industrial-Grade Agent Source Code with 3 IDEs Working in Tandem
Learn how to use Codex, Claude Code, and Cursor together to dissect industrial-grade Agent source code, with a reusable layer-by-layer methodology applied to OpenCloud.
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Tutorials·1 min
Deep Dive into OpenAI Codex Architecture: Three Core Layers Explained with Practical Pitfall-Avoidance Guide
Deep dive into OpenAI Codex's three-layer architecture: instruction parsing, code generation, and optimization. Covers task scheduling, context management, common pitfalls, and practical development cases.
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Tutorials·3 min
Cultural Activity Management System WeChat Mini Program Graduation Project: SpringBoot + UniApp Full-Stack Implementation Guide
A detailed guide to building a WeChat Mini Program cultural activity management system using SpringBoot and UniApp, covering admin, merchant, and user roles with complete business workflows.
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Product Reviews·3 min
Qwen Code 2.0 Update Analysis: Plan Mode and Visual Intelligence in Practice
Deep analysis of Qwen Code 2.0 updates covering Plan Mode approval mechanism, Visual Intelligence auto-switching, Zed editor dual authentication, and Windows fixes for this CLI coding assistant.
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Industry Insights·2 min
Two Major Career Paths in AI Large Language Models: Engineering Implementation vs. Algorithm Research
In-depth analysis of two core AI LLM career paths: engineering implementation vs. algorithm research. Compare education requirements, skills, and job prospects for programmers transitioning to AI.
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Tech Frontiers·3 min
Claude Code Source Code Leak: Full Roadmap for Opus 4.7 and Mythos 5 Exposed
Anthropic suffers a major code leak exposing 500K+ lines of Claude Code source, unreleased Opus 4.7, Sonnet 4.8, Mythos 5 models, 44 hidden feature flags, and the full product roadmap.
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Tutorials
WenzAgent Open-Source Framework: A Pra…
·2 min
WenzAgent Open-Source Framework: A Practical Tutorial for Multi-Agent Collaborative Management on LAN
A detailed guide on deploying WenzAgent, an open-source multi-Agent management framework under Apache License, supporting LAN-based multi-device AI agent collaboration with Server-Client architecture.
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Product Reviews·2 min
Cursor 3.0 Update Analysis: Multi-Agent Windows and Design Mode Hands-On Experience
Deep analysis of Cursor 3.0's two core updates: Agent Window for multi-Agent parallel development with cloud cross-device collaboration, and Design Mode for direct UI modification in the browser.
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Tech Frontiers·2 min
Kimi K2.5 Fully Open-Sourced: Deep Dive into 1T Parameter MoE Architecture + Agent Cluster Capabilities
Deep dive into Moonshot AI's fully open-sourced Kimi K2.5: 1T parameter MoE architecture, Vision-to-Code capabilities, and 100-Agent parallel cluster system topping open-source benchmarks.
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Product Reviews
Trae SOLO 2.0 Deep Dive: Generating a …
·3 min
Trae SOLO 2.0 Deep Dive: Generating a ChatGPT Website with a Single Sentence — How Well Does It Work?
Hands-on test of Trae SOLO 2.0's zero-code development: generating a ChatGPT-like website from a single sentence. Detailed review of requirements generation, auto-correction, UI quality, and backend limitations.
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