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TutorialsNovi AI + Seedance 2.0 Hands-On Review: Complete Tutorial for One-Click 5-Minute AI Short Drama Generation
Hands-on review of Novi AI Agent with Seedance 2.0: one-click generation of 5-minute AI short dramas from script to final cut. Detailed workflow, results, and pricing analysis.
TutorialsShopify Agent Cold Start in Practice: A Three-Step Method for Training Production-Grade AI with Zero Conversation Data
Shopify's production AI Agent cold start approach: zero real conversation data, reverse-engineering training samples from existing business workflows, fine-tuning Qwen-32B for 2.2x speed gain and 60% cost reduction.
ResearchContinual Harness: AI Automatically Builds Scaffolding to Beat Pokémon RPGs
Princeton and Google DeepMind propose Continual Harness, enabling LLM agents to automatically build and optimize scaffolding to beat multiple Pokémon RPGs without human intervention, cutting costs by 40%.
Industry InsightsAI Projects Command 2x the Rates While Traditional IT Struggles to Get Approved: The Real Freelance Market in 2024
In 2024, AI projects command day rates up to 4,000 RMB while traditional IT budgets shrink. A freelance developer's real experience reveals AI premiums, workflow orchestration differentiation, and B2B survival strategies.
Tech FrontiersWindows 11 Taskbar Can Now Be Freely Moved! Start Menu Size Is Also Adjustable
Microsoft is testing a movable taskbar and resizable Start menu in the Windows 11 Insider Experimental channel. Users can place the taskbar at the top, bottom, or sides and customize Start menu size.
Tech FrontiersYouTube's Deepfake Detection Tool Now Available to All: AI Facial Scanning Protects Your Likeness
YouTube expands its AI deepfake detection tool to all adult users, using selfie-based facial scanning to proactively identify unauthorized fake videos. Learn how it works, privacy challenges, and what it means for creators.
TutorialsGoogle AI Studio Tutorial: Free Watermark-Free Image Generation, AI Voice & Zero-Code Apps
Master Google AI Studio: watermark-free AI image generation, multi-character text-to-speech, zero-code app building with Firebase. Covers Playground settings, Build features, and quota tips.
Deep DivesFive Core Concepts of AI Programming: A Complete Guide from Prompt to Harness Engineering
A clear breakdown of five core AI programming concepts — Prompt Engineering, Context Engineering, Agent, Skill, and Harness Engineering — with real-world use cases and advice for indie developers.
Product ReviewsMeMo Open-Source AI Agent Platform In-Depth Review: Long-Term Memory + MCP Protocol + Multi-Bot Collaboration in Practice
In-depth review of MeMo, an open-source AI Agent platform. Covers long-term memory, MCP protocol, multi-Bot container isolation, omni-channel deployment, with setup tutorials and usage tips.
ResearchSkills-Oriented Programming: Domain Knowledge Engineering for Efficient Code Generation by Code Agents
Alibaba Mama's Skills-Oriented Programming methodology uses three-layer Skill structures, progressive disclosure, and four-layer anti-corruption systems to achieve 90%+ code generation accuracy for Code Agents in complex enterprise codebases.
TutorialsAnthropic's Official Agent Building Guide: A Complete Breakdown of Workflows vs. Agents
Deep dive into Anthropic's Building effective agents guide: workflow vs. agent distinctions, the technical selection pyramid, and framework pitfalls for building efficient LLM agents.
TutorialsConnect Personal WeChat to AI: Screenshot + OCR Solution for Auto-Reply in 1 Hour
Low-risk personal WeChat AI integration via screenshot + OCR + hotkey simulation. Includes three approach comparisons, Ollama local Qwen vision model deployment, and solutions for infinite loops and cursor flicker issues.
Deep DivesA2A Protocol Explained: Complementing MCP to Build a Standard Communication Layer for Multi-Agent Collaboration
Deep dive into Google's A2A protocol core mechanisms (Agent Card, Task, Transport), comparing A2A vs MCP roles, and tracing the evolution from tool calling to multi-agent team collaboration.
Industry InsightsWhy AI-Generated Test Cases Fall Short — And Why Agent Platforms Are the Real Solution
Deep analysis of 5 common pitfalls in AI-generated test cases and how Agent+Skill platforms solve them with automated requirement splitting, precise generation, and end-to-end test execution.
Tech FrontiersarXiv's New Rule: Upload AI Slop Papers and Face a Ban
arXiv's new policy bans authors who submit AI-generated low-quality papers. Learn about AI slop in academia, enforcement criteria, and the deeper challenges to scholarly integrity.
Deep DivesDeep Dive into OpenAI Agent Kit: Can It Really Replace Dify and n8n?
Deep analysis of OpenAI's Agent Kit visual workflow system: feature breakdown, comparison with Dify/n8n, scenario limitations, and the strategic intent behind its launch.
Product Reviewsn8n vs Dify vs Coze vs OpenAI: In-Depth Comparison & Selection Guide for Four Major Agent Tools
In-depth comparison of n8n, Dify, Coze, and OpenAI across automation, RAG knowledge bases, and complex Agent tasks. Includes a selection guide to help you find the best AI workflow platform.
Deep DivesDeep Dive into OpenAI Agent Kit: Can It Replace Dify or n8n?
In-depth analysis of OpenAI's Agent Kit visual workflow tool vs Dify, n8n, and Coze—examining its real capabilities, strategic intent, and actual impact on the AI workflow automation ecosystem.
Product Reviews2025 Comparison of Six Major Agent Development Frameworks: AutoGen/LangChain/LangGraph Selection Guide
In-depth comparison of six AI Agent frameworks—AutoGen, LangChain, LangGraph, Google ADK, OpenAI Agents, AgentScope—covering architecture, ecosystem maturity, and practical selection advice.
Product ReviewsClaude Code vs Cursor vs Windsurf: In-Depth 2025 AI Coding Tool Comparison & Selection Guide
In-depth comparison of Claude Code, Cursor, and Windsurf's core differences and use cases. Covers Codex, Devin, CodeRabbit, practical workflows, and the best AI coding tool combination for 2025.