#LLM programming workflow
1595 related articles
Product Reviews·3 min
Local Deployment of Qwen 3.6 27B on 4×3080Ti: Real-World Coding Test with OpenCode
Real-world test of Qwen 3.6 27B FP8 deployed on 4×3080Ti 16GB modded GPUs with OpenCode for system tool development. Covers hardware setup, inference speed, context management, and productivity gains.
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Product Reviews·2 min
AI Coding Appliance vs Cloud LLMs: Can ¥480K in Annual Fees Buy 4 Local Deployment Solutions?
A deep cost comparison between AI coding appliances and cloud LLM APIs. A 20-person team spending ¥480K/year on tokens can deploy 4 local OnePanel units at ¥99K each, breaking even in 2.5 months.
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Tutorials·2 min
Frontend to AI Full-Stack: Complete Skill Tree & Learning Roadmap
A complete skill tree for frontend developers transitioning to AI full-stack engineers, covering TypeScript, NestJS, LangChain JS, RAG, vector databases, and Tauri 2 with a clear learning roadmap.
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Tutorials·3 min
Claude Code + Skills: A Practical Guide to 10x AI-Driven Test Case Generation
Learn how Claude Code combined with Skills encapsulation enables AI-driven test case generation with 10x efficiency gains, from 33 to 400+ cases through encoded expert knowledge.
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Tutorials·2 min
AI Code Explanation: Quickly Understand Someone Else's C# Code
Learn how AI code explanation helps C# developers quickly understand others' code. A 3-step demo with Tongyi Lingma for code handoffs, Code Review, and legacy system maintenance.
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Tutorials·3 min
Getting Started with Vibe Coding: A Zero-to-One Guide for Product Managers
Vibe Coding lets product managers build product prototypes by describing requirements in natural language—no programming needed. Learn the core concepts, setup steps, and why PMs have a natural edge.
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Product Reviews·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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Tutorials·2 min
Qwen + VS Code in Practice: The Full Process of Using AI to Revamp a Webmaster Networking Platform
A blogger uses VS Code and Alibaba Cloud Qwen 3.6 to completely revamp a six-year-old webmaster networking feature. This article details the tech stack, prompt engineering, and practical insights from AI-powered feature renovation.
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Product Reviews·2 min
GPT-5 Codex Deep Dive: 93% Token Savings But Tool Ecosystem Still Needs Work
Deep testing GPT-5 Codex: 93.7% Token savings on simple tasks with deeper reasoning on complex ones. But UI quality drops, search is poor, and tool ecosystem fragmentation remains a major issue.
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Tutorials·2 min
Codex++: Connect Codex to DeepSeek, GLM, and Other Chinese LLMs
Codex++ is a free open-source tool that connects Codex to DeepSeek, GLM, and other Chinese LLMs while unlocking plugin features in API mode. Full setup guide included.
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Tutorials·2 min
Vibe Coding in Practice: Building a Mini-OpenClaw Agent from Scratch Without Writing Code
Learn how to build a Mini-OpenClaw Agent framework using Vibe Coding with zero code, covering OpenClaw's architecture, LangChain integration, and AI-assisted development workflows.
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Tutorials·3 min
Build AI Apps Without Code: A Practical Guide to Rapid Development with No-Code Platforms
Learn how to build AI apps with no-code platforms: visual UI building, LLM integration, data management, and payment monetization—no programming required.
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Tech Frontiers·2 min
Zero Coding Experience, AI-Made Game on Steam: A Two-Month Solo Dev Retrospective
A zero-coding developer used AI tools to build a roguelite survival game and launch it on Steam in two months. Full process retrospective with key lessons.
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Tutorials·2 min
Coze Platform AI Agent Development Tutorial: 15 Hands-On Projects for Beginners
A beginner's guide to AI Agent development on ByteDance's Coze platform — 15 no-code hands-on projects covering content creation, education, design, and more.
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Tutorials·2 min
Replicating Kiro's Spec-Driven Development in Trae: A Free Alternative Tested and Compared
Amazon Kiro pulled offline after crashes. Free Chinese IDE Trae replicates its Spec-driven dev workflow with auto-execution. Side-by-side comparison of requirements, design docs, and task lists.
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Product Reviews·2 min
Building an AI Auto-Chat Bot for the Soul Platform: A High-EQ Automated Reply System Breakdown
Technical breakdown of an AI auto-chatbot for Soul social platform, covering message listening, affective computing, human-like reply timing, cross-platform expansion, and ethical implications.
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Tutorials·2 min
Codex /goal Command Tutorial: A Practical Guide from AI Q&A to Automated Task Execution
Learn how to use Codex CLI's /goal command with a five-part goal template, suitable task types, and best practices for shifting from prompt engineering to task engineering.
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Product Reviews·2 min
Deep Dive into Warren: A Fully Autonomous AI Coding System Where One Person Uses Agents to Handle the Entire Development Workflow
Deep dive into Warren, a fully autonomous AI coding system. Learn how developer Jim West uses multi-agent collaboration to automate the entire pipeline from intent definition to production deployment.
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Product Reviews·2 min
FluMind Super Mind Map: A Free Mind Mapping Tool Built with AI Zero-Code Development in 18 Days
FluMind is a free online mind mapping tool built with AI zero-code development in 18 days. It features node interconnection, HD export, presentation mode, and an AI canvas for business analysis.
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Tutorials·2 min
Codex User Guide: Five Key Concepts for Mastering Agent Workflows
Codex is an Agent, not ChatGPT. Learn the five key concepts — Thread, Workspace, Tools, Patch, Verification — to master Codex's agent workflow effectively.
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