#one-shot prompt
185 related articles
Deep Dives·1 min
Harness Engineering Explained: Core Methodology and Implementation Guide for Industrializing AI Agents
Deep dive into Harness Engineering methodology: Agent=Model+Harness formula, the Prompt→Context→Harness evolution path, and a developer implementation guide.
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Expert Opinions·2 min
In the Age of AI Coding, Is It Still Worth Learning to Program?
When AI writes code faster than most engineers, should ordinary people still learn to program? A veteran developer analyzes how coding skills become the lever for harnessing AI productivity.
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Product Reviews·3 min
OpenAI Codex Free Tier Real-World Test: Only 20 Uses Per Week, Bug Fix Battle Comparison
Real-world testing shows OpenAI Codex free accounts get only ~20 calls per week. A text-to-video black screen bug fix case reveals Codex's superior capability vs other AI coding tools.
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Tutorials·2 min
Complete Guide to Claude Skills: Installation, Usage, and DIY Tutorial
A detailed guide to Claude Code Skills: core concepts, installation methods, 5 must-install Skill recommendations, and a step-by-step tutorial for creating your own Skill in minutes.
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Product Reviews·3 min
ChatGPT vs Gemini vs Claude: Who Can Build Mario 64 from Scratch?
Testing ChatGPT 5.2, Gemini 3 Pro, and Claude 4.5 building Super Mario 64 from scratch with the same prompt. Gemini wins overall with best playability, ChatGPT has best visuals but only 1 fps, Claude fails at collision detection.
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Deep Dives·4 min
AI Agent Skill Architecture Breakdown: Decision Layer + Encapsulation Layer + Execution Layer Practical Guide
Deep breakdown of AI Agent Skill's three-layer architecture: decision layer dynamic routing, encapsulation layer SOP standardization, and execution layer state machine self-healing, with practical solutions for context explosion, error recovery, and generality balance.
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Tutorials·3 min
Windsurf Pro Free Trial Guide: 14-Day Zero-Cost Experience of the Best Cursor Alternative
2025 Windsurf Pro 14-day free trial guide with cancel-renewal tips. Real tests comparing Claude Opus 4, GPT-5.4x & Gemini 2.5 Pro code generation. Zero-cost best Cursor alternative.
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Deep Dives·3 min
Google Agent Platform Deep Dive: Building Production-Grade AI Agents with ADK, MCP, and A2A
Deep dive into Google Cloud Next 2025's Agent Platform: ADK framework, MCP integration, A2A multi-Agent collaboration, context engineering, security governance, and a marathon simulation demo.
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Product Reviews·4 min
Manus AI Hands-On Review: Can This AI Agent Actually Do Your Work? 4 Real-World Scenarios Tested
In-depth hands-on review of Manus AI across 4 real scenarios: competitor analysis, content planning, no-code website building, and automated PPT creation. See how this AI Agent evolves from assisting thinking to executing tasks.
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Tutorials·3 min
AI Agent Prompt Engineering: A Practical Guide to the Three-Layer Architecture
A practical guide to AI Agent prompt engineering using a three-layer architecture: System Layer, Input Layer, and Action Layer — with n8n examples.
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Tutorials·3 min
Andrew Ng's 2026 New Course: 4 Core Techniques to Go from AI Prompting Beginner to Expert
Andrew Ng's 2026 AI prompting course: master 4 core principles from context-giving and deep thinking to overcoming sycophancy and iterative workflows.
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Tutorials·3 min
Complete AI Comic Drama Production Guide: A 5-Step Practical Workflow from Script to Final Cut
A detailed breakdown of the complete AI comic drama production workflow covering scriptwriting, keyframe generation, ComfyUI super resolution, Kling AI video effects, and editing with dubbing.
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Product Reviews·4 min
GLM-4.7 In-Depth Review: Coding Capabilities on Par with Claude Sonnet 4.5
In-depth testing of Zhipu AI's open-source GLM-4.7 coding abilities across SVG animation, 3D game dev, iOS native apps, and browser automation, compared against Claude Sonnet 4.5 and DeepSeek V3.2.
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Tutorials·3 min
Architect Uses Codex to Develop Plugins and Websites with Zero Coding: Six Months of Hands-On Experience Shared
A state-owned enterprise architect with zero programming skills used GPT Codex to develop Blender plugins and websites in 6 months. Covers tool selection, API cost-saving tips, and Vibe Coding workflow.
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Tutorials·3 min
Commercial AI Agent Development Guide: 7 Key Steps to Build from Scratch
A complete guide to building commercial AI Agents in 7 steps: requirements analysis, model selection, prompt engineering, Dify/Coze platform comparison, data storage, testing, and deployment.
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Tutorials·4 min
Complete Guide to Agentic RAG: Principles, Architecture, and Hands-On Implementation
Deep dive into Agentic RAG principles and implementation. Compare traditional RAG limitations, learn tool-based retrieval with ReAct Agent loops, with LangChain/LangGraph code examples.
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Tutorials·4 min
Agentic RAG Practical Guide: The Complete Evolution from Traditional RAG to Agent-Based Retrieval
Deep dive into Agentic RAG vs traditional RAG, with ChatPDF case study and LangChain code walkthrough covering tool design, multi-turn iteration, and autonomous decision-making for LLM engineers.
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Deep Dives·4 min
The Complete Guide to Agentic RAG: Principles and Code Implementation
Deep dive into Agentic RAG vs traditional RAG, covering tool calling, multi-step iteration, query rewriting, with LangChain and LangGraph code examples for building intelligent retrieval systems.
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Tutorials·3 min
TierCraft AI: A Practical Deep Dive into Auto-Generating SaaS Pricing Plans with LangGraph + OpenAI
Deep dive into the TierCraft AI open-source project: using LangGraph to orchestrate AI Agent workflows with OpenAI o4-mini to auto-generate three-tier SaaS pricing plans, featuring Reality-Check loops and context-aware pricing.
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Tutorials·4 min
Agentic RAG in Practice: Architecture Deep Dive and LangChain Implementation Guide
Compare traditional RAG vs Agentic RAG architectures, explore planning, tool use, and multi-step iteration capabilities, with full LangChain/LangGraph ReAct Agent code and ChatBoss project examples.
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