DS2API: Transforming DeepSeek Free Chat to OpenAI & Claude Compatible APIs
12 hours ago 高效码农Bridging the Gap: How to Transform DeepSeek Free Chat into OpenAI & Claude Compatible APIs with DS2API Image Source: Unsplash Introduction: Unlocking Programmatic Access to Free AI Resources Core Question: How can developers bridge the gap between the free, interactive DeepSeek web interface and the standardized, programmatic requirements of modern AI application development? For developers and product engineers, the availability of powerful Large Language Models (LLMs) like DeepSeek is an exciting opportunity. However, the friction arises when these models are initially offered only through a web-based chat interface. Building production-grade applications requires standard APIs—specifically those compatible with the ubiquitous OpenAI …
Build Your Own AI Hub: A Deep Dive into OpenClaw for Omni-Channel Assistants
14 hours ago 高效码农OpenClaw: A Technical Guide to Building High-Performance, Omni-Channel AI Assistants In modern software development and personal workflow management, AI assistants have become indispensable tools. However, with the increasing fragmentation of AI providers (like Anthropic, OpenAI, Google) and communication platforms (like Telegram, Feishu, Discord), a core challenge emerges for technical professionals and product managers: how to integrate these disparate services into a unified, efficient, and manageable system. This article provides an in-depth exploration of the technical implementation and deployment practices of the OpenClaw ecosystem. We will cover the high-performance desktop manager built on Tauri 2.0 + Rust, as well as the …
PixVerse R1: The Real-Time Video Generation Breakthrough & 4 Game-Changing Use Cases You Need to Know
18 hours ago 高效码农PixVerse R1: The Breakthrough of Real-Time Video Generation Models and Its Application Potential In industry exchanges, Yubo once shared a prediction from many senior industry practitioners — one of the stunning breakthrough directions for the next generation of large models is “real-time video generation.” This concept was initially difficult to visualize until the demonstration video and hands-on experience of PixVerse’s self-developed R1 large model emerged. It turned “real-time video generation” from an abstract prediction into a perceptible technological implementation, allowing us to clearly see the enormous potential behind this technology. As the world’s first large model for real-time video generation, …
Master Claude AI: Ultimate Guide from Beginner to Pro with Proven Tips & Tools
20 hours ago 高效码农From Beginner to Pro: Your Ultimate Claude AI Resource & Practical Guide With countless AI tools and rapidly evolving technology, do you feel overwhelmed about where to start? Especially with powerful models like Claude, online tutorials are plentiful yet vary in quality. Which resources are truly worth your time? This article addresses that core challenge. We have systematically compiled ultimate learning guides, verified best practices, high-efficiency tool collections, lesser-known advanced techniques, and common pitfalls to avoid for Claude. Whether you’re a complete beginner or an advanced user looking to boost productivity, this resource package, curated from deep practitioner experience, provides …
Stop Failing at Vibe Coding: The AI Documentation-First System for Shipping Real Software
20 hours ago 高效码农Stop Failing at “Vibe Coding”: The Documentation-First System for Shipping Real Software Why is it that despite using the most advanced AI coding agents like Cursor or Claude Code, you still end up with a pile of broken, non-functional code? The core answer is simple: The problem isn’t AI “hallucinating.” The problem is you, the operator, lacking structured thinking and constraints. AI is a translator that converts your intent into code; if your intent is vague and unstructured, the output will inevitably be chaotic. By establishing a strict “Documentation-First” system that pre-sets all specifications, workflows, and context, you can eliminate …
What is Google PaperBanana? A Framework For AI-Generated Academic Illustrations
1 days ago 高效码农Google PaperBanana: Redefining AI-Generated Illustrations for Academic Papers The Core Question This Article Answers: What exactly is Google’s newly released PaperBanana framework, and how does it solve the persistent challenges of automating scientific and technical illustrations? Google recently released a paper on PaperBanana, introducing a novel approach to creating illustrations for academic papers. For developers and researchers aiming to automate the creation of diagrams and flowcharts for their technical papers or blogs, this tool represents a significant leap forward. While existing image models like Nano Banana or GPT-Image-1.5 are already capable of generating images, PaperBanana is not merely another model. …
How TTT-E2E Lets Transformers Continuously Learn at Inference—A Plain English Guide
1 days ago 高效码农How to Let a Transformer Keep Learning While It Reads: A Plain-English Guide to TTT-E2E “ Keywords: long-context language modeling, test-time training, TTT-E2E, sliding-window attention, meta-learning, inference speed-up 1. The Problem in One Sentence Today’s best language models can open a book, but they cannot close it—they forget the first page before they reach the last. TTT-E2E, a paper posted on arXiv in December 2025, offers a different deal: read once, keep learning, and never pay more per new word. 2. A Quick Refresher (No Math Yet) What we already have Pain point Full attention Remembers everything, cost grows with …
Xcode 26.3 Claude Agent SDK: Revolutionizing iOS & SwiftUI Development
1 days ago 高效码农Xcode 26.3 and the Claude Agent SDK: A New Era of Autonomous Development For developers building the future of Apple’s platforms, Xcode is the indispensable command center. It’s where apps for iPhone, iPad, Mac, Apple Watch, Apple Vision Pro, and Apple TV come to life—through coding, debugging, testing, and distribution. A significant shift began in September with the announcement that Claude Sonnet 4 would be coming to Xcode 26. This integration promised assistance with writing code, debugging, and generating documentation. Yet, its capabilities were conversational and turn-by-turn, acting as a sophisticated copilot for discrete tasks. Today, that evolution takes a …
Master Advanced Claude Code Development: Parallel Git Worktrees, Plan Mode & Automation Hooks
1 days ago 高效码农The Ultimate Guide to Advanced Claude Code Usage: Parallel Development, Plan Mode, and Hooks Summary: Based on official Claude Code documentation and internal team best practices, this comprehensive guide covers advanced workflows including Git worktree parallel sessions, Plan Mode for complex task planning, CLAUDE.md knowledge management, Skills automation, Subagents for multi-threading, Hooks for event-driven automation, and 10 core technical strategies for data analysis and terminal optimization. Core Claude Code Workflows Understanding New Codebases Claude Code provides streamlined workflows for rapidly comprehending unfamiliar codebases. When you join a new project, you can master its structure through several key steps: Get a …
Why Chrome Forks Are the Future of Undetectable Browser Automation
2 days ago 高效码农Why Browser Agent Bot Detection Is About to Change Forever Your cloud browser provider’s “stealth mode” is likely already compromised. In fact, current detection mechanisms can identify these so-called stealth environments in under 50 milliseconds. If you are relying on Playwright with stealth plugins, “stealth” cloud providers, or Selenium forks claiming to be undetectable, you are living on borrowed time. These solutions might work for a single session or a handful of requests, but they fail completely at scale. When you are dealing with thousands of concurrent sessions and millions of requests, that is where everything breaks down. The Cat …
GLM-OCR: The Ultimate Guide to the 0.9B Lightweight OCR Powerhouse for Complex Documents
2 days ago 高效码农GLM-OCR: A 0.9B Lightweight Multimodal OCR Model — Complete Guide to Performance, Deployment & Practical Use Abstract: GLM-OCR is a multimodal OCR model with only 0.9B parameters. It achieved a top score of 94.62 on OmniDocBench V1.5, supports deployment via vLLM, SGLang, and Ollama, delivers a PDF parsing throughput of 1.86 pages/second, adapts to complex document scenarios, and balances efficient inference with high-accuracy recognition. Introduction: Why GLM-OCR Stands Out as the Top Choice for Complex Document OCR? If you’re a developer working on document processing or data extraction, you’ve likely faced these pain points: Traditional OCR models struggle with low …
Antigravity AI Agent Skill Training: Teach Once, Automate Forever Workflows
2 days ago 高效码农Stop Repeating Prompts: How Antigravity AI Agent Skill Training Enables “Teach Once, Automate Forever” Are you tired of repeatedly explaining the same workflows to your AI? Have you ever imagined that if you could teach an AI once, it would remember and perfectly execute the task every single time? This is no longer a fantasy. A new paradigm called Antigravity AI Agent Skill Training is quietly redefining how we build, scale, and automate our work with AI. For years, the promise of AI automation has been straightforward: work less, achieve more. But in practice, most tools made things more complicated. …
OpenAI Codex Desktop App Review: From CLI to AI Command Center Revolution
2 days ago 高效码农OpenAI Codex Desktop: The Evolution from Command Line to AI Agent Command Center OpenAI has officially launched the desktop application for Codex, marking a significant evolution of its AI coding assistant from a simple command-line tool to a fully functional graphical “Command Center.” For developers and engineering teams, this is not merely a UI update; it represents a paradigm shift in workflow management. The core question this article answers: How does the release of the OpenAI Codex Desktop App redefine the boundaries and efficiency of AI-assisted software development through multi-agent parallelism, automated tasks, and a reusable skill system? 1. Core …
Agent-Browser: The Ultimate AI Agent Web Automation Guide for Headless Browsing
2 days ago 高效码农Comprehensive Guide to Agent-Browser: The Ultimate Headless Browser Automation CLI for AI Agents 「Agent-Browser is a high-performance headless browser automation Command Line Interface (CLI) designed specifically for AI agents. Built with a fast Rust CLI frontend and a Node.js fallback, it leverages Playwright to manage Chromium instances, supporting semantic locators, refs for deterministic element selection, and isolated sessions across macOS, Linux, and Windows platforms.」 Introduction: Bridging AI Agents and Web Automation In the rapidly evolving landscape of artificial intelligence, the ability for agents to interact with the web in a structured, reliable, and efficient manner is paramount. Traditional browser automation …
The Ultimate AI Desktop Showdown: Comparing the 5 Most Popular Autonomous Agents for Everyone
2 days ago 高效码农The Ultimate Showdown: Yuanqi AI Bot, Clawdbot, GLM-PC, MiniMax Agent Desktop, and QoderWork Reviewed With the rapid evolution of artificial intelligence, we are witnessing a paradigm shift from “chat-based intelligence” to “desktop-based agents.” Large Language Models (LLMs) are no longer just encyclopedias answering questions; they are evolving into agents capable of taking over computers and executing complex tasks. In this wave of innovation, five distinct products have captured significant attention: the one-click Yuanqi AI Bot, the open-source community favorite Clawdbot, GLM-PC by Zhipu AI, the MiniMax Agent Desktop, and the QoderWork promoted by Alibaba. This article aims to deeply analyze …
Anatomy of the 1-Click RCE: How a Malicious gatewayUrl Leads to Full Node.js App Compromise
3 days ago 高效码农Deep Dive into the 1-Click RCE Vulnerability: Gateway Compromise Risks from gatewayUrl Authentication Token Exfiltration In modern software development and deployment ecosystems, npm packages serve as core dependencies for both frontend and backend development. Their security directly determines the stability of the entire application landscape. Recently, a critical security vulnerability has been disclosed in the clawdbot package within the npm ecosystem—this vulnerability starts with authentication token exfiltration and can ultimately lead to “one-click” Remote Code Execution (1-Click RCE). Even gateways configured to listen only on loopback addresses are not immune to this type of attack. This article will comprehensively dissect …
Prompt Engineering Secrets: Anthropic’s 10-Step AI Framework for Elite Claude Outputs
3 days ago 高效码农The Anthropic Guide: Unlock Elite AI Outputs with This 10-Step Prompting Framework Do you ever feel like your AI assistant, Claude, delivers responses that are just shy of “excellent”? You ask a question, but the answer feels surface-level, lacks depth, or comes back in a messy format, forcing you to spend time tweaking and re-prompting to get it right. The issue might not be the model’s capability, but how you’re communicating with it. Recently, Anthropic, the creator of Claude, released an internal masterclass on prompt engineering. It’s a systematic breakdown of how to conduct efficient, precise conversations with Claude to …
Google Opal: Build & Deploy AI Miniapps with Zero Code
3 days ago 高效码农Google Opal: A Deep Dive into Building and Deploying AI Mini-Apps Without Code 「Core Question: How can one build, test, and deploy functional AI-powered mini-apps without writing a single line of code?」 Google Opal is an innovative platform designed to lower the barrier to entry for AI application development. It empowers any user—regardless of their coding background—to discover, build, and deploy AI “mini-apps,” known as Opals, using intuitive natural language descriptions or a visual graphical editor. These apps can chain complex AI models and tools together and offer one-click publishing, completely eliminating the hassle of server configuration and operations. This …
NanoClaw: Building a Trustworthy Personal AI Assistant Through Minimalism and OS-Level Security
3 days ago 高效码农NanoClaw: Building a Trustworthy Personal AI Assistant Through Minimalism and Container Isolation Minimal workspace setup Image source: Unsplash Why Build Minimal When Complex Frameworks Exist? Core question: In an era of sophisticated open-source AI assistant frameworks, why would an engineer deliberately choose to build a system small enough to read in eight minutes? The answer lies in the gap between functionality and trust. Modern AI assistants demand access to our most sensitive data—personal messages, work documents, financial records, and daily routines. Yet most existing solutions grow increasingly opaque as they accumulate features, relying on application-layer permission checks and sprawling dependency …
How to Build a 24/7 DingTalk AI Employee in 4 Steps: A Practical Cloud Deployment Guide with Clawdbot
3 days ago 高效码农How to Build a 24/7 DingTalk AI Employee in 4 Steps: A Practical Cloud Deployment Guide with Clawdbot How can you build a DingTalk AI digital employee that works 24/7 with minimal cost and the simplest process? The answer lies in leveraging Alibaba Cloud’s infrastructure and large model capabilities through Clawdbot, an automation solution that quickly constructs an intelligent robot capable of participating in group chats and private conversations. Based strictly on technical deployment documentation, this guide will walk you through the entire process from environment preparation to going live. Why You Need a DingTalk AI Employee It is not …