ClickClickClick: How Any LLM Can Control Your Android or Mac with Simple Commands
1 months ago 高效码农ClickClickClick in Depth: How to Let Any LLM Drive Your Android Phone or Mac Without Writing UI Scripts “ What’s the shortest path from a spoken sentence to a working UI automation? Install ClickClickClick, pick an LLM, type one line—done in under three minutes. What This Article Answers What exactly is ClickClickClick and how does it turn words into clicks? Which real-world tasks (with exact commands) can I copy-paste today? How do I install, configure, and run my first task on both Android and macOS? How do I mix and match LLMs so the job finishes fast, accurately, and cheaply? …
OpenAI Codex Upgrade: Complete Guide to Installing gpt-5.2-codex Model
1 months ago 高效码农OpenAI Codex Upgrade: Complete Guide to gpt-5.2-codex Model and Installation Summary: OpenAI Codex has upgraded to gpt-5.2-codex, a frontier agentic coding model featuring enhanced speed and project-scale task handling capabilities. Upgrade via npm install -g @openai/codex@latest to access version v0.85.0 with gpt-5.2-codex medium mode and Agent Sandbox environment for secure Windows isolation. What Exactly Is gpt-5.2-codex and Why Should You Upgrade? OpenAI Codex just rolled out a major version update. If you’re currently using this AI coding assistant, you’ll see a prompt notifying you that Codex now runs on the brand-new gpt-5.2-codex model. This isn’t just a minor patch. The …
Novel-to-Video AI Workflow: Create Ready-to-Edit CapCut Drafts Completely Locally (2026 Guide)
1 months ago 高效码农Novel Video Workflow: Turn Any Novel into Ready-to-Edit CapCut Videos Using Local AI (2026 Tested Guide) Meta Description / Featured Snippet Summary Novel Video Workflow is an open-source macOS automation pipeline that converts full-length novels into short-form videos by intelligently splitting chapters, generating cloned-voice audio with IndexTTS2, creating AI illustrations via DrawThings, producing time-aligned subtitles with Aegisub, and exporting .json draft projects directly compatible with CapCut (Jianying / 剪映) version 3.4.1. The entire process runs locally using Ollama (qwen3:4b recommended), requires Apple Silicon, ≥16 GB RAM (32 GB preferred), and outputs production-ready assets in roughly 1–3 hours per chapter depending …
Building BananaMall: A Technical Deep Dive into AI-Powered E-Commerce Content Generation
1 months ago 高效码农The central question this article answers: How can engineering teams and solo developers build a desktop-native AI tool that transforms raw product photos into platform-compliant, conversion-optimized e-commerce detail pages without requiring design expertise? BananaMall is an AI-native desktop application that compresses an entire product-page production pipeline—visual analysis, copywriting, batch image generation, mobile preview, and export—into a single 10MB window. Built with Tauri v2, React 18, TypeScript, and Google Gemini, it demonstrates how modern desktop frameworks can deliver cloud-grade AI capabilities while keeping sensitive product data firmly local. This article dissects the architecture, workflow, and engineering trade-offs that make it possible. …
Action100M: A Deep Dive into a Million-Scale Video Action Understanding Dataset
1 months ago 高效码农In the field of artificial intelligence, particularly computer vision and video understanding, high-quality, large-scale datasets are the critical foundation for driving technological progress. Today, we take an in-depth look at a significant resource released by Meta FAIR in collaboration with several top academic institutions—Action100M. This is a project aimed at advancing fine-grained video action understanding through a massive dataset. This article will provide a comprehensive and thorough explanation, from the dataset’s composition and core features to its specific usage. Dataset Overview: Scale and Source Action100M, as the name suggests, targets a scale of one million annotated video segments. Currently, the …
Open Claude Cowork Desktop App: Your Visual AI Coding Assistant for macOS & Linux
1 months ago 高效码农Open Claude Cowork: Bringing Your AI Coding Assistant into Your Native Desktop Workflow If you’re tired of conversing with your AI assistant through a terminal window—or feel that Claude Code’s command-line interface is limiting your productivity—this article is for you. The open-source project we’re exploring today could fundamentally change how you collaborate with AI. What Exactly Is Open Claude Cowork? In simple terms, Open Claude Cowork is a native desktop AI assistant application that runs on macOS and Linux. It’s far more than just a graphical wrapper. It transforms Claude Code’s core capabilities into a visual, interactive desktop experience—enabling you …
LUI vs. GUI: How Alibaba’s AI Qianwen is Reshaping Tech Interaction with Natural Language
1 months ago 高效码农From Graphical to Linguistic: How Qianwen’s Alibaba Integration is Reshaping Tech Interaction Executive Summary The Tongyi Qianwen App has fully integrated with Alibaba’s ecosystem—including Taobao, Alipay, Fliggy, and Amap—enabling users to complete daily tasks like food delivery, flight booking, and price comparison through natural language conversation. This marks a paradigm shift from the Graphical User Interface (GUI) to the Language User Interface (LUI). By empowering its AI Agent with execution capabilities, Qianwen is not only streamlining operations but fundamentally重构ing service interaction logic and recommendation models, transforming large language models from conversational tools into actionable assistants. Introduction: When AI Gains “Hands …
Openwork: Take Control of Your Workflow with the Open-Source AI Coworker That Runs Locally
1 months ago 高效码农Openwork: The Open-Source AI Coworker That Runs Locally—Take Control of Your Workflow In an era flooded with AI tools, many professionals crave the efficiency boosts AI offers while worrying about data privacy breaches, subscription lock-ins, and tools limited to basic chat functionalities. Enter Openwork—a game-changing open-source desktop AI coworker designed around the core principles of “local operation, user control, and practical utility.” It’s quickly becoming the go-to choice for professionals looking to elevate productivity without compromising on autonomy. I. What Makes Openwork Stand Out? With countless AI tools on the market, you might wonder what sets Openwork apart. The answer …
iFlow-ROME Explained: How Alibaba’s 30B AI Agent Mastered Real-World Coding Tasks
1 months ago 高效码农iFlow-ROME: A Complete Guide to Alibaba’s Next-Generation AI Agent Training System Snippet Summary: iFlow-ROME is Alibaba’s agentic learning ecosystem featuring a 30B MoE ROME model that achieves 57.40% task completion on SWE-bench Verified. The system generates over 1 million verified interaction trajectories through ROCK sandbox manager and employs a three-stage curriculum training methodology for end-to-end execution optimization in real-world environments. When you type a command in your terminal, expecting AI to help you complete complex software engineering tasks, traditional large language models often disappoint—they might generate code that looks reasonable but crashes when you run it, or they “lose the …
How to Choose the Right Multi-Agent Architecture: A Decision Framework for AI Applications
1 months ago 高效码农How to Choose the Right Multi-Agent Architecture for Your AI Application: A Clear Decision Framework When building intelligent applications powered by large language models, developers face a critical design decision: should you use a single, “generalist” agent, or design a collaborative system of multiple specialized “expert” agents? As AI applications grow more complex, the latter is becoming an increasingly common choice. But multi-agent systems themselves come in several design patterns. How do you choose the one that meets your needs without introducing unnecessary cost and complexity? This article delves into four foundational multi-agent architecture patterns. Using concrete, quantifiable performance data, …
AI Agent Orchestration: How the Big Three Realtime Agents Unlocks Voice-Controlled Coding
1 months ago 高效码农Exploring the “Big Three Realtime Agents”: A Voice-Controlled AI Agent Orchestration System Have you ever imagined directing multiple AI assistants to work together with just your voice? One writes code, another operates a browser to verify results, and all you have to do is speak? This might sound like science fiction, but the “Big Three Realtime Agents” project is turning this vision into reality. It’s a unified, voice-coordinated system that integrates three cutting-edge AIs—OpenAI, Anthropic Claude, and Google Gemini—to seamlessly dispatch different types of AI agents for complex digital tasks through natural conversation. This article will provide an in-depth analysis …
Google AI Mode vs Hallucinations: How a Real Land Dispute Proves AI’s True Limits and Power
1 months ago 高效码农Google AI Mode in Action: How a Real Land Dispute Revealed the True Capabilities and Limits of AI Tools Snippet: Google AI Mode for Search delivered stunning accuracy in local legal policy research for a land dispute, using verifiable footnotes to identify land use classifications and transfer regulations, helping recover a 30,000 yuan deposit. Its synergy with Gemini Deep Think creates a “research + reasoning” powerhouse that mitigates AI hallucinations, yet it refuses complex case judgments—demonstrating remarkably clear product positioning and well-defined capability boundaries. How a Land Dispute Became the Ultimate AI Tool Stress Test If you’re anything like …
Create Animated Videos for Free: The Complete AI Toolkit Workflow
1 months ago 高效码农Create Professional Animated Videos for Free: The Complete AI Toolkit Guide Have you ever dreamed of producing your own animated videos but felt held back by expensive software, complex processes, or a lack of drawing skills? Today, those barriers are gone. We will explore a completely free, efficient, and proven AI workflow that enables you to create animated content in any style at zero cost, perfectly suited for YouTube channel automation and content growth. Executive Summary This article details a complete pipeline for creating fully-styled animated videos using only three free AI tools: Claude AI, Google AI Studio, and Whisk …
AI Inference Explained: How Your Chatbot Generates Answers in Real-Time
1 months ago 高效码农Decoding the Engine Behind the AI Magic: A Complete Guide to LLM Inference Have you ever marveled at the speed and intelligence of ChatGPT’s responses? Have you wondered how tools like Google Translate convert languages in an instant? Behind these seemingly “magical” real-time interactions lies not the model’s training, but a critical phase known as AI inference or model inference. For most people outside the AI field, this is a crucial yet unfamiliar concept. This article will deconstruct AI inference, revealing how it works, its core challenges, and the path to optimization. Article Snippet AI inference is the process of …
DeepPlanning Benchmark: The Crucial Test for AI’s Long-Horizon Planning Abilities
1 months ago 高效码农DeepPlanning: How to Truly Test AI’s Long-Horizon Planning Capabilities? Have you ever asked an AI assistant to plan a trip, only to receive an itinerary full of holes? Or requested a shopping list, only to find the total cost far exceeds your budget? This might not reflect a “dumb” model, but rather that the yardstick we use to measure its “intelligence” isn’t yet precise enough. In today’s world of rapid artificial intelligence advancement, especially in large language models (LLMs), our methods for evaluating their capabilities often lag behind. Most tests still focus on “local reasoning”—figuring out what to do next—while …
Claude Code Proxies Fail: Why Protocol Translation Breaks AI Agent Intelligence
1 months ago 高效码农Why Proxying Claude Code Fails to Replicate the Native Experience: A Technical Deep Dive Snippet: The degraded experience of proxied Claude Code stems from “lossy translation” at the protocol layer. Unlike native Anthropic SSE streams, proxies (e.g., via Google Vertex) struggle with non-atomic structure conversion, leading to tool call failures, thinking block signature loss, and the absence of cloud-based WebSearch capabilities. Why Your Claude Code Keeps “Breaking” When using Claude Code through a proxy or middleware, many developers encounter frequent task interruptions, failed tool calls, or a noticeable drop in the agent’s “intelligence” during multi-turn conversations. This isn’t a random …
Easily Extend Your AI with Google Antigravity Agent Skills
1 months ago 高效码农Google Antigravity Now Supports Agent Skills: Easily Extend Your AI Agents with Reusable Knowledge Packs Meta Description / Featured Snippet Candidate (50–80 words) Google Antigravity’s Agent Skills feature lets you extend AI agent capabilities using an open standard. Place a SKILL.md file (with YAML frontmatter and detailed instructions) inside .agent/skills/ for project-specific workflows or ~/.gemini/antigravity/skills/ for global reuse. Agents automatically discover skills at conversation start, evaluate relevance via the description, and apply full instructions when appropriate—delivering consistent, repeatable behavior without repeated prompting. Have you ever found yourself typing the same detailed instructions into your AI coding assistant over and over …
Professional Video AI: Mastering JJYB_AI智剪 v2.0 for Automated Scripting and Editing
1 months ago 高效码农JJYB_AI智剪 v2.0: The Complete Guide to Professional AI Video Editing and Automated Commentary In the rapidly evolving landscape of digital content creation, the intersection of artificial intelligence and video editing has opened new frontiers for creators. JJYB_AI智剪 v2.0 stands as a comprehensive solution in this domain, positioning itself not just as a cutting tool, but as a full-fledged intelligent video production studio. Released in version 2.0 on November 11, 2025, this tool represents a mature integration of large language models (LLMs), computer vision, and advanced audio processing. This guide provides an in-depth analysis of the tool’s architecture, functional capabilities, supported …
Cowork AI: Your Digital Colleague That Organizes Files & Creates Reports Automatically
1 months ago 高效码农Cowork: Claude’s New Feature That Lets Everyone Work as Efficiently as Developers Snippet Cowork is Anthropic’s research preview feature that enables users to grant Claude access to local folders for automated file reading, editing, and creation workflows. Built on the Claude Agent SDK, this macOS-compatible tool provides non-developers with the same agentic capabilities as Claude Code, handling complex tasks like file organization, data extraction, and report generation. What do you do when your downloads folder is cluttered with hundreds of randomly named files, or when you need to compile an expense list from a pile of screenshots? Manually organize them …
How DeepSeek’s Engram Makes LLMs Cheaper & Smarter: The N-gram Lookup Table Breakthrough
1 months ago 高效码农Offload Memorization to a Lookup Table, Let the GPU Reason: How DeepSeek’s Engram Makes LLMs Both Cheaper and Smarter ❝ 「Bottom line up front」 Transformers burn layers reconstructing static facts that could be retrieved in one hop. Engram adds an O(1) N-gram lookup table beside the MoE experts, keeps the same parameter and FLOP budget, and immediately gains 3–5 pts on knowledge, reasoning, code and long-context benchmarks. ❞ What this article will answer What exactly is Engram and is it a friend or foe to MoE? Why does a simple lookup table boost MMLU, BBH, HumanEval and even 32 k-needle …