Gemini 2.5 Computer Use: The Revolutionary AI That Finally Uses Your Computer Like a Human
16 days ago 高效码农Gemini 2.5 Computer Use Model: The Revolution That Teaches AI to “Use Computers” Is Here “ As you read this, you might be tired of repetitive web operations or frustrated with tedious UI testing. Now, there’s a new solution to these challenges. Ten years ago, we dreamed of AI assistants that could handle repetitive computer tasks. Today, Google has turned that dream into reality. Based on Gemini 2.5 Pro, the Gemini 2.5 Computer Use model doesn’t just understand your instructions—it actually “sees” the screen and performs clicks, typing, and scrolling like a human, accomplishing tasks that were once strictly manual. …
Master Chrome DevTools MCP Qoder Integration: Zero to Hero Debugging Guide
16 days ago 高效码农Conquer Browser Debugging with Qoder and Chrome DevTools MCP: A Hands-On Starter Guide from Zero to Hero Picture this: You’re deep in the trenches of coding, your React app finally fires up on localhost:3000, looking slick as ever. But deploy it to production, and bam—laggy pages, mysterious API failures, and a console flooded with red JavaScript errors that hit like a freight train. You flip open Chrome DevTools, tab-hopping between Network, Console, and Performance, desperately piecing together clues. It’s exhausting, right? What if you could skip the browser-IDE ping-pong and debug right from your code editor, like chatting with an …
Dayflow App: Automated Time Tracking for macOS Screen Activity & Privacy-Focused Analytics
17 days ago 高效码农Your calendar shows your plans, but your screen shows what you actually did. What if you could automatically transform that screen activity into a clean, intelligently summarized timeline of your day? That’s the promise of Dayflow, a native macOS app built with SwiftUI. It quietly works in the background, turning your screen time into an insightful narrative without becoming a distraction itself. The Problem: Your Calendar Isn’t the Whole Story We’ve all been there: at the end of a busy day, your calendar is filled with meetings, but you can’t quite account for the hours in between. Manual time tracking …
PDF Data Extraction for AI: How OpenDataLoader Converts Documents into Structured Knowledge
18 days ago 高效码农OpenDataLoader PDF: Turning PDFs into AI-Ready Knowledge Have you ever felt stuck with a PDF file? Maybe it’s a research paper, a contract, or a long manual—and when you try to extract the content, all you get is messy text, broken layouts, or unreadable junk. In the age of AI, vector databases, and Retrieval-Augmented Generation (RAG), PDFs often act like data islands. They hold valuable knowledge, but it’s hard to unlock. That’s where OpenDataLoader PDF comes in. It’s an open-source tool designed to convert PDFs into JSON, Markdown, or HTML—formats that AI can easily process. It reconstructs structure (headings, lists, …
Reddit AI Trend Tracker: Your 5-Minute Guide to Global AI Developments
19 days ago 高效码农Reddit AI Trend Report: Your Open-Source Tool for Tracking Global AI Developments “ In today’s rapidly evolving AI landscape, how can you efficiently track cutting-edge advancements? This open-source tool delivers a fresh AI trend breakfast report to your inbox every morning 1. Why You Need an AI Trend Radar? Imagine this scenario: At 6 AM, you’re sipping coffee while opening your laptop to find a freshly generated AI trend report waiting in your inbox. The report tells you: Technical details about the “multimodal model breakthrough” discussed overnight in Reddit communities A 300% surge in discussions about emerging “AI ethics frameworks” …
Trend Finder Tool: Revolutionizing Social Media Trend Monitoring for Marketers & Entrepreneurs
20 days ago 高效码农Trend Finder: A Comprehensive Guide to the All-in-One Social Media Trend Monitoring Tool I. Introduction: Why Do We Need Trend Finder? Have you ever found yourself in these situations? As a marketer, you spend 2 hours every day scrolling through Twitter, digging through industry blogs, only to miss a competitor’s new product launch. As an entrepreneur, you’re desperate to catch industry trends but get drowned in fragmented information—by the time you react, the opportunity is already gone. As a content creator, you’re stuck wondering, “What topic will go viral today?” but can only guess based on intuition… In the era …
Unlocking Time Series Forecasting with TimesFM-ICF: The Few-Shot Learning Breakthrough
21 days ago 高效码农Unlocking the Future of Time Series Forecasting: How TimesFM-ICF Turns Foundation Models into Plug-and-Play Few-Shot Learners Hey, folks! Picture this: You’re a data analyst at an e-commerce giant, buried under mountains of sales data. A hot new product drops tomorrow, and you need to nail the inventory forecast—but all you’ve got are scraps of history from similar items. The old-school way? Spin up a custom model from scratch, debug code for days, and cross your fingers it doesn’t glitch out. Sound familiar? Breathe easy, because today we’re diving into a game-changer: Google Research’s TimesFM-ICF (In-Context Fine-Tuning). This isn’t pie-in-the-sky stuff—it’s …
QuQu: The Privacy-First Voice-to-Text Tool for Chinese Language Users
22 days ago 高效码农QuQu: The Free, Open-Source, and Privacy-First Alternative to Wispr Flow for Chinese Users Are you tired of paying $12/month for voice dictation tools like Wispr Flow ? Concerned about your private voice data being processed in the cloud? Or maybe you’ve just found that mainstream tools don’t quite “get” Chinese the way you speak it? If any of that sounds familiar, meet QuQu—a next-generation, open-source, and completely free voice-to-text workflow tool built specifically for Chinese speakers, with privacy and local processing at its core. In this post, we’ll dive deep into what makes QuQu a compelling alternative to commercial …
Fake News Detector: How AI-Powered Fact-Checking Combats Misinformation
23 days ago 高效码农Fake News Detector: Building an AI-Powered Fact-Checking System App Screenshot Why Do We Need Fake News Detection? Have you ever come across news that felt a little too dramatic? You sense something is off but can’t pinpoint it. You try to verify it, but it takes too much time and effort. A few days later, you realize it was completely fake. That’s the danger of fake news. It wastes attention and time. It shapes public opinion and sometimes even influences policy or markets. So here’s the big question: Can AI help us fact-check news automatically? Yes — and that’s exactly …
Lucy Edit: The AI “Spellbook” That Edits Videos with One Sentence
23 days ago 高效码农A jargon-free, step-by-step walkthrough for creators, marketers and tinkerers who want Hollywood-level edits without opening After Effects. Updated: 23 Sept 2025 | 4,200 words | 15-min read Key phrases you probably Googled: “AI video editing ComfyUI” • “text-guided video inpainting” • “Lucy Edit tutorial English” • “change clothes in video with prompt” Good news—this post answers all of them in plain English. 1. Why I Stopped Using After Effects for TikTok Videos Task Old Way (AE + Mocha) Lucy Edit Swap a hoodie into a kimono 2 h roto + tracking 1 sentence, 3 min Turn the actor into a …
Paper2Agent: Revolutionizing Scientific Research with AI Agents & MCP Servers
23 days ago 高效码农## Introduction: The Problem with Static Papers You find a promising research paper. It describes a perfect method for your project. But then comes the reality: wrestling with complex codebases, dependency nightmares, and cryptic documentation. The excitement fades, replaced by frustration. This is the central bottleneck in modern science. Research papers are passive artifacts. They describe discoveries but require immense effort to use. The knowledge is trapped behind technical barriers. What if the paper could actively help you? What if you could simply ask it a question in plain English? Enter Paper2Agent, a groundbreaking framework from Stanford University that reimagines …
GLM-4.6: How the 200K Context Window is Revolutionizing AI Code Collaboration
24 days ago 高效码农Introduction: When You Hit Enter and Realize Your AI Isn’t That Smart Do you remember the first time you dropped a 5,000-line Python project into an AI model? I was full of excitement, expecting the model to act like a senior engineer—untangling dependencies, fixing annoying bugs, maybe even suggesting a better architecture. Reality hit hard: by the time the model reached line 3,000, it had already forgotten half the functions, produced contradictory answers, and sometimes hallucinated classes that didn’t exist. That’s when it struck me: the size of the context window and the way reasoning is handled determine whether an …
How MIT’s PDDL-Instruct Achieves 94% Planning Accuracy in AI
24 days ago 高效码农How MIT Taught AI to Plan with 94% Accuracy: A Deep Dive into PDDL-Instruct Imagine asking a powerful AI like ChatGPT to devise a plan for building a piece of furniture. It might produce a list of steps that sound perfectly logical: “Attach leg A to panel B using screw C.” It looks right. It sounds right. But if you try to follow it, you might find that step 3 requires a tool you don’t have, or step 7 tells you to attach a part you already sealed away inside the structure in step 2. The plan is plausible-sounding nonsense. …
nvmath-python: Revolutionizing GPU Math Acceleration with Direct CUDA Integration
24 days ago 高效码农1. Why one more Python math package? Python owns the data-science mind-share, but its core linalg stack was never designed to expose every knob in NVIDIA’s hardware. If you need: Mixed-precision GEMM with fused bias–GELU in a single kernel, or In-kernel FFT for radar filtering inside your own CUDA function, or A user-written scaling function welded to an FFT so the output is already normalized, you normally descend into C++ and 300-page PDFs. nvmath-python stays in Python yet exposes the same levers. Think of it as CuPy’s older sibling who studied engineering: same household, more tools. 2. Installation: one pip …
From O(n²) to O(L·√L): How DeepSeek-V3.2-Exp Slashes Long-Context Costs Without Hurting Quality
24 days ago 高效码农A 5-minute read for engineers who need 128 K tokens tonight, not next quarter. 1. The Scene: 2 A.M. and the Context-Length Wall Li, a Beijing-based ML engineer, just wanted his 671 B model to read a 100 k-token spec and answer one obscure question. By token 60 k the GPU fans sounded like jet engines; at 90 k the server threw an OOM and the latency graph looked like Everest. Sound familiar? Long-context is the new memory wall—and the bill is paid in both dollars and sleep. The next morning DeepSeek dropped an experimental image on Docker Hub: lmsysorg/sglang:dsv32 …
Claude Sonnet 4.5 Revolutionizes AI Coding: Checkpoint System Enables True Developer Collaboration
24 days ago 高效码农Claude Sonnet 4.5: When AI Coding Agents Learn “Undo” and “Multithreaded Thinking” How Anthropic’s latest release is transforming AI from a coding assistant to a true collaborative partner It’s 2 AM. You’re staring at a massive codebase that needs refactoring, with hundreds of git commits behind you, and every change risks introducing new bugs. Have you ever wished for a technical partner who not only understands your needs but can also rewind mistakes with a single command? This is no longer science fiction. With Anthropic’s latest release of Claude Sonnet 4.5 and the accompanying Claude Code upgrades, this experience is …
Fix chrome-devtools-mcp Timeout Issues on Windows: Ultimate Guide
25 days ago 高效码农Fixing MCP Client Timeout When Using chrome-devtools-mcp on Windows When integrating Model Context Protocol (MCP) with Chrome DevTools, many developers encounter a frustrating issue: MCP client for `chrome-devtools` failed to start: request timed out This blog post explains the root causes, step-by-step troubleshooting, and the final working solution on Windows. If you’re struggling with no listening ports or Chrome executable path mismatches, this guide will save you hours of debugging. 🔍 Background: Why Does MCP Timeout Happen? The MCP (Model Context Protocol) client allows AI models and developer tools to connect to Chrome DevTools for debugging, inspection, and data extraction. …
Document Parsing AI Breakthrough: Alibaba’s Logics-Parsing Masters Complex Academic Papers
25 days ago 高效码农Logics-Parsing: Breaking Boundaries in Complex Document Parsing – Why I’m Impressed by Alibaba’s Open-Source “All-Rounder” When faced with academic papers featuring multi-column layouts, mathematical formulas, and chemical structures, traditional OCR tools consistently fall short—until I encountered this 7B-parameter “compact powerhouse.” I still remember the last time I needed to parse a double-column academic paper. I had to launch three different tools in sequence: one for text recognition, another for tables, and a third specifically for mathematical formulas. The entire process felt like playing a technical version of “whack-a-mole”—just as I solved one problem, another popped up. That frustration persisted until …
Master MATLAB Integration with Python Using Octave & oct2py
25 days ago 高效码农Integrating MATLAB-Style Code in Python Using Octave and the oct2py Library Python and MATLAB Integration Introduction The integration of scientific computing platforms has become increasingly valuable in today’s data-driven research environment. Many engineers and researchers have extensive experience with MATLAB, a powerful numerical computing environment with its own programming language and ecosystem. However, Python has emerged as a dominant force in data science, machine learning, and scientific computing due to its extensive libraries and open-source nature. This creates a practical challenge: how can we leverage existing MATLAB expertise and code while taking advantage of Python’s rich ecosystem? The solution lies …
Teach Your LLM to Remember: How “Behavior Shortcuts” Can Cut 46% of Reasoning Tokens
25 days ago 高效码农A plain-English walk-through of the September 2025 paper “Metacognitive Reuse: Turning Recurring LLM Reasoning Into Concise Behaviors”—no hype, no formulas, just facts you can use today. 1. The 3-Minute Preview Question One-sentence answer What problem is solved? Large models re-derive the same math tricks in every prompt, burning tokens and time. Do I need a PhD to follow? High-school algebra is enough; zero equations in this post. What can I actually do after reading? Build a self-growing “behavior handbook” and drop inference costs up to 46% without losing accuracy. 2. Why “Longer Chain-of-Thought” Has Hit a Wall Token inflation AIME-24 …