#upstream branch
49 related articles
·7 min
Dify Enterprise System Integration in Practice: Building a Project Management AI Copilot with Workflows
Using a project management system as an example, this article details how to use the Dify low-code platform to achieve AI-powered integration of enterprise internal systems through interface capture and workflow orchestration.
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·7 min
Dify 1.8.0 in Practice: A Complete Guide to Building Enterprise-Grade AI Workflows with Zero Code
An in-depth walkthrough of deploying Dify 1.8.0 and building applications: three-step Docker deployment, five app types compared, and Workflow vs Chatflow use cases—build enterprise AI apps with zero code.
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·7 min
Spec-Driven Development: Andrew Ng Teaches You to Master AI Coding Agents Efficiently
Andrew Ng partners with JetBrains on a new course systematically teaching Spec-Driven Development. By writing high-quality specs, developers can precisely control AI coding agents, eliminate context decay, and boost intent fidelity.
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·7 min
Hidden Authentication Backdoor Exposed in Tenda Router Firmware: Multiple Versions Affected, Users Beware
Researchers found a hidden authentication backdoor in multiple Tenda router firmware versions, letting attackers bypass passwords to gain admin access. Learn the technical principles, impact, and protection tips.
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·7 min
Context Warp Drive: A Deep Dive into Deterministic Context Folding for AI Agents
An in-depth look at 'Deterministic Context Folding' from Context Warp Drive: solving AI agent context window management with reproducible, cacheable, debuggable context compression for production-grade agents.
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·6 min
Hands-On with Mixar: An AI-Native Blender Fork That Handles Baking and LOD with a Single Prompt
Mixar is an AI-native fork of Blender 5.0 that embeds AI into the kernel layer. This hands-on review tests texture baking, LOD generation, mood boards, image-to-3D, and more, comparing it to MCP. Fully open source and free.
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·4 min
Deep Dive into actions/checkout: The Core Foundation of GitHub Actions CI/CD
A comprehensive guide to GitHub Actions' actions/checkout: how it works, key parameters, and best practices covering fetch-depth, cross-repo checkout, security, and version pinning strategies.
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·7 min
Agentic AI Development in Practice: Evaluation and Error Analysis Are the Real Competitive Edge
Cut through the Agentic AI hype to see the real value of agentic applications. Based on Andrew Ng's course, learn why Evals and error analysis—not framework choice—separate top developers.
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·6 min
Claude Code Chinese Guide: A Complete Path from Zero to an Efficient Workflow
A systematic Claude Code learning guide built for Chinese developers, covering ten core modules including Slash Commands, Memory, MCP, and Hooks, with a three-tier path to build an AI coding workflow in 11–13 hours.
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·5 min
Tracking a Year-Long Crash Mystery: A Complete Investigation of Hardware Defects and an 18-Year-Old Open Source Bug
An engineering team spent a year tracing crashes to two root causes: a silent hardware defect and an 18-year-old open source bug. A deep dive into debugging methodology for distributed systems.
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·4 min
AI Workbench: One-Click Content Creation from Topic Research to Final Output
AI Workbenches automate the full content creation pipeline — from topic research to visual output. Multi-model routing, transparent execution, and reusable workflow templates redefine how creators work.
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6 Free GitHub Security Settings Every …
·4 min
6 Free GitHub Security Settings Every Maintainer Should Enable
GitHub offers 6 free security settings for open source maintainers: 2FA, Dependabot alerts, secret scanning, branch protection, permission reviews, and code scanning. Configure once, benefit long-term.
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·2 min
Deep Dive into n8n Workflow Platform: Core Capabilities and Suitability Assessment for China
Deep dive into n8n's core capabilities including 500+ nodes, AI Agent building, and RAG integration, with an objective analysis of its limitations and suitability for use in China.
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·3 min
1FlowBase in Practice: Adding Vision Tools to DeepSeek V4 for Multimodal Capabilities
Learn how to use 1FlowBase to mount MIMO 2.5 as a vision tool on DeepSeek V4, creating a Fusion multimodal endpoint with step-by-step orchestration guide.
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·3 min
Codex vs Claude Code in Practice: A Complete Guide to AI-Engineered Programming for Enterprise Projects
In-depth comparison of Codex and Claude Code for enterprise AI development, covering Vibe Coding limitations, multi-Agent workflows, OpenRouter platform architecture, and programmer learning paths.
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·3 min
What Happens to Developer Jobs When AI Writes 80% of the Code? A Deep Dive into Anthropic's Landmark Report
Anthropic's latest report reveals over 80% of its codebase is AI-written and engineer output has grown 8x. A deep analysis of AI's impact on software development, the taste moat, AI bubble stages, and loop engineering.
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·3 min
Cursor Programming Tool Deep Dive: Core Advantages and Usage Guide for This AI-Native IDE
A comprehensive analysis of Cursor AI programming tool's core features including intelligent code generation, context awareness, and multi-model switching, with a six-dimension comparison to traditional IDEs.
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·4 min
PeakCode Open-Source AI Coding Tool: An All-in-One Solution Combining Claude Code and Codex
PeakCode is an open-source AI coding tool combining Claude Code's engineering power with Codex's UX, featuring Web/desktop modes, plugins, Git integration, and automated Agent capabilities.
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·4 min
AI Agent Global Variable Pool & Memory Mechanisms: A Practical Guide to Workflow Node Data Passing
Deep dive into global variable pool design for AI Agent development, covering three memory types, variable scoping, node execution architecture, and placeholder variable replacement workflows.
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Tutorials·3 min
The Complete Guide to Git & GitHub Core Concepts: Version Control in the AI Era
A systematic guide to Git and GitHub core concepts covering Commit, Branch, Merge, Pull Request and more. Master version control from local repos to remote collaboration using AI.
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