Google Whisk & Antigravity AI Fusion: Reshaping App Design & Development Overnight
3 days ago 高效码农Google Whisk with Antigravity AI: The Seamless Fusion of Design and Development Reshaping How We Build Have you ever been excited by a brilliant product idea, only to be held back by the complexity of prototyping, tedious coding, and a disjointed toolchain? Today, we stand at an inflection point: artificial intelligence is no longer just an辅助 tool but is becoming the central hub connecting creativity with execution. Google’s combination of Google Whisk and Antigravity AI is the concrete embodiment of this shift. This is more than the sum of two tools; it represents a complete “creative operating system” from visual …
ChatGPT Containers Upgrade: Run Any Code with Bash, Pip, & npm Now
3 days ago 高效码农ChatGPT Containers Major Upgrade: Native Bash, Multi-Language Execution, and Package Management ChatGPT’s code execution environment has recently undergone a silent but massive update, marking a pivotal shift from a simple “code assistant” to a fully-fledged “development environment.” This article provides an in-depth exploration of the new features in ChatGPT Containers, including native Bash command execution, support for Node.js and multiple programming languages, the ability to install pip and npm packages via an internal proxy, and the brand-new container.download tool. 1. From Code Interpreter to Universal Container Core Question: How has the ChatGPT containerized environment evolved fundamentally compared to the previous …
Enterprise Multi-Agent AI Deployment: A Complete Observability & Troubleshooting Guide
3 days ago 高效码农# Enterprise Multi-Agent System Deployment and Observability: A Practical Guide > Complete Implementation and Troubleshooting Checklist with Docker Compose, FastAPI, Prometheus, Grafana, and Nginx. ## Executive Summary Changed metrics port to 9100; API service exclusively uses port 8000. Use Exporters for Redis and Postgres; corrected Prometheus scrape targets. Added new FastAPI endpoints (/chat, /tasks, /analysis, /health, /metrics). Task persistence to Postgres, with asynchronous background processing and real-time querying. Automated LLM provider selection (OpenAI/DeepSeek/Anthropic) with failure fallback. Unified UTF-8 handling for Windows/PowerShell; server uses application/json; charset=utf-8. Parameterized base images to use AWS Public ECR, resolving Docker Hub and apt access issues. …
Moltbook AI Security Breach Exposes API Keys & Email: A Database Nightmare
4 days ago 高效码农Moltbook AI Security Breach: How a Database Flaw Exposed Email, Tokens, and API Keys A perfect storm of misconfiguration and unlimited bot registration has left the core secrets of over half a million AI agents completely exposed. In late January 2026, Matt Schlicht of Octane AI launched Moltbook, a novel social network for AI agents. The platform quickly generated hype, claiming an impressive 1.5 million “users.” However, security researchers have uncovered a disturbing truth behind these numbers. A critical database misconfiguration allows unauthenticated access to agent profiles, leading to the mass exposure of email addresses, login tokens, and API keys. …
Moltbook & OpenClaw: The Truth Behind the 1.5 Million ‘Awakened’ AI Agents
4 days ago 高效码农Deep Dive: The AI-Only Community with 1.5 Million Agents—Are They Truly Awake? Core Question: Do the recent explosion of the AI social platform Moltbook and its underlying OpenClaw agent system signify the emergence of Artificial General Intelligence (AGI), or is this “awakening” merely a sophisticated illusion constructed by human technology and imagination? 1. Introduction: The Explosive Rise of AI Agents In an era of rapid technological iteration, AI Agents (Artificial Intelligence Agents) are evolving from simple auxiliary tools into entities exhibiting a form of “autonomy.” Recently, two projects named OpenClaw and Moltbook have caused a sensation in the tech community. …
LingBot-World: The Ultimate Guide to Open-Source AI World Models for Real-Time Simulation
4 days ago 高效码农LingBot-World: Advancing Open-Source World Models – A New Era of Real-Time Interaction and Long-Term Memory In the rapidly evolving landscape of artificial intelligence, building “world models” that can understand and simulate the dynamics of the physical world has become a critical direction for industry development. This article provides an in-depth analysis of LingBot-World, an open-source project that explores how to build high-fidelity, interactive world simulators through video generation technology. It offers a comprehensive technical implementation guide for developers and researchers worldwide. 1. Introduction: A New Benchmark for Open-Source World Models Core Question: What is LingBot-World, and why is it considered …
Why Senior Engineers Are Abandoning AI Coding: The Hidden Dangers of Agentic Programming
4 days ago 高效码农Two Years of Vibecoding: Why I Returned to Writing Code by Hand Core Question: After relying heavily on AI-assisted coding (Agentic Coding) for a long period, why do senior engineers ultimately decide to return to writing code manually? In the realm of software development, the journey most people share with AI coding follows a strikingly similar script. Initially, you tentatively assign it a simple task. The results impress you. Emboldened, you give it a massive task. The results leave you even more stunned. This instant gratification easily fosters an illusion that the barriers to programming have been leveled. Immediately following …
Claude Code Templates: Revolutionize AI-Powered Development with 300+ Pre-Built Agents
4 days ago 高效码农Claude Code Templates: Supercharge Your AI-Powered Development with Anthropic’s Claude Core question this article answers: What is Claude Code Templates, and how can it transform your daily workflow when using Claude for coding? In the fast-evolving world of AI-assisted programming, tools like Anthropic’s Claude have become essential for developers. Yet many still spend excessive time crafting perfect prompts, repeating security checks, generating tests manually, or integrating external services. Claude Code Templates solves these pain points by offering a comprehensive, open-source collection of ready-to-use configurations tailored for Claude Code. This project delivers over 300 agents, 200+ commands, numerous settings, hooks, MCP …
Unlock Chrome’s Hidden AI: Enable Gemini Features Globally with One Command
5 days ago 高效码农Unlock Chrome’s Hidden AI: Enable Gemini Features Globally with One Command Core Question: How can users outside the United States bypass regional restrictions and activate Chrome’s built-in Gemini AI features without complex VPN setups? Google’s deep integration of Gemini into the Chrome browser marks the dawn of the AI browser era. However, this massive feature upgrade is currently gated behind a regional restriction, available only to users in the United States. For global users, developers, and tech enthusiasts, this creates a significant “digital wall.” Many have spent hours troubleshooting: toggling Chrome Flags, switching VPN nodes, reinstalling different browser versions, or …
Stop Docker Desktop From Filling Your C Drive — A Permanent Windows 11 Storage Fix
5 days ago 高效码农Snippet / Featured Summary On Windows 11, Docker Desktop stores all images and containers inside a WSL2 virtual disk (ext4.vhdx) belonging to the docker-desktop-data distribution. If this distribution is initialized with wsl –import before Docker pulls its first image, Docker data can be permanently stored on a non-system drive (such as F:) without later migration. 1. Why Docker Desktop Gradually Consumes C Drive Space Many Windows users encounter the same pattern after installing Docker Desktop: Docker works normally at first The C drive steadily loses free space Docker settings show no obvious “data directory” Even installing Docker Desktop on D …
Automation Captcha Solution: Why XvFB Isn’t Enough & How Real Hardware Wins
5 days ago 高效码农Solving the Automation Captcha Dilemma: From Browser Fingerprint Simulation to Real Device Environment Construction Core Question: Why Are Automation Tools So Fragile Against Anti-Detection Systems? If your automated programs are frequently triggering captchas, the root cause often lies not in the complexity of the captcha itself, but in the fact that your browser automation solution exposes its identity at the most fundamental layer of defense. Most browser automation tools (such as Puppeteer or Selenium) reveal a large number of “non-human” signals to target websites under their default configurations. A website’s anti-bot system doesn’t always need to immediately decipher that you …
How to Integrate Kimi K2.5 AI into Remotion for Automated Video Generation
5 days ago 高效码农A Comprehensive Guide to Integrating Kimi K2.5 into a Remotion Project Following the enthusiastic reception of yesterday’s tutorial on running Kimi K2.5 with Clawdbot, we have received significant feedback regarding how to integrate this powerful tool into video generation workflows. This article serves as a detailed technical guide, walking you through the configuration and usage of Kimi K2.5 within a Remotion project, step by step. Core Question: How can the AI capabilities of Kimi K2.5 be seamlessly integrated into the Remotion video development workflow? To put it simply, you need to complete two key phases of preparation: first, install and …
Bypass Claude Code Login on Windows: Direct Third-Party API Connection Guide
6 days ago 高效码农Claude Code on Windows: A Complete Guide to Using Third-Party APIs Without Login Core Question of This Article: How can I bypass the official OAuth login process in Claude Code on a Windows system and connect directly via a third-party API proxy? Claude Code, the CLI programming assistant developed by Anthropic, typically guides users through an OAuth-based browser login by default. However, under the hood, the tool is strictly API-driven. For developers who prefer using OpenRouter, OneAPI, LiteLLM, or their own self-hosted proxies, this official login can be bypassed entirely through environment variables. This guide provides a comprehensive, step-by-step walkthrough …
AI Agent Orchestration: How Gas Town Solves Development Chaos
6 days ago 高效码农Gas Town: The AI Programmer Orchestrator for 2026 Core Question: In the era of AI-assisted programming, when we run dozens of Claude Code or similar AI coding agents simultaneously in a development environment, how do we avoid chaos and ensure they collaborate efficiently rather than interfering with one another? Answer: Gas Town is a brand-new IDE concept designed specifically for 2026. It is not just a code editor, but an orchestrator for AI agents. By leveraging an architecture similar to Kubernetes, it solves the “yak shaving” tedium of managing numerous concurrent AI instances, allowing you to manage a team of …
Mastering AI Workflow Orchestration: Build a Visual LLM Pipeline in 4,500 Lines
6 days ago 高效码农Building an AI Workflow Orchestrator in 4,500 Lines: The PaiAgent Story “ Can a two-week, one-person sprint yield a production-ready visual pipeline that chains LLMs and text-to-speech, survives real browsers, and still fits in one Git repo? Yes—if you treat the DAG engine like Lego bricks, not rocket science. 1. Why We Rolled Our Own DAG Engine Instead of Grabbing Activiti Question answered: “Why bother writing another topological sort when battle-tested engines exist?” Scope creep kills deadlines. Activiti, Camunda, Temporal bring history tables, event buses, cluster locks—overkill for “drag nodes, run in order, show logs”. Educational leverage. Implementing Kahn’s algorithm …
Clawdbot QQ Plugin Tutorial: Step-by-Step Guide for OneBot v11 Integration & Troubleshooting
6 days ago 高效码农Building a Versatile Chatbot: A Practical Guide to Moltbot and OneBot v11 QQ Plugin Integration Clawdbot (Moltbot) is a multi-functional intelligent agent, but its basic functionality is merely the starting point. Through a robust plugin system, we can extend its capabilities to a wider range of communication platforms. The core question this article answers: How can we add QQ channel support to Moltbot using the OneBot v11 protocol to achieve cross-platform messaging? We will delve into how to leverage open-source plugins to seamlessly connect Moltbot’s powerful core capabilities with QQ, a mainstream social platform. This process involves not only simple …
Build Your Multi-Agent System: Local Docker to Production with AgentOS
6 days ago 高效码农✅ Build Your Own Multi-Agent System: Local Docker Setup to Production Deployment with AgentOS Abstract This guide shows you exactly how to build a production-ready multi-agent system using AgentOS. The system includes learning agents that remember interactions and improve over time, PostgreSQL-backed persistence for state, sessions, and memory, Agentic RAG for intelligent knowledge retrieval, MCP Tools for connecting external services, and full visibility through the AgentOS control plane. You’ll run the complete system locally with Docker in 5 minutes and deploy it to production on Railway in under 20 minutes. The system features three ready-to-use agents—Pal (personal second brain), Knowledge …
PaddleOCR-VL-1.5: How a 0.9B Model Achieves 94.5% Document Parsing Accuracy
6 days ago 高效码农PaddleOCR-VL-1.5: The 0.9B Parameter Revolution in Document Parsing Core Question: How can a sub-1GB lightweight model achieve 94.5% accuracy in document parsing under real-world complex scenarios? The answer is straightforward: PaddleOCR-VL-1.5 delivers. This vision-language model with only 0.9B parameters achieves 94.5% accuracy on OmniDocBench v1.5, surpassing all previous comparable models. More importantly, this isn’t laboratory performance under ideal conditions—it’s real-world capability across scanning artifacts, skew, warping, screen photography, and illumination variations. My biggest takeaway from testing this model: finally, a model that understands real-world chaos. How many documents we process daily are perfectly scanned and perfectly aligned? Most are phone-captured …
Google Genie 3 Hands-On: The ‘GPT Moment’ for AI-Powered Gaming & Interactive Worlds
6 days ago 高效码农Google Genie 3 Hands-On: We Tested the “GPT Moment” for AI Interactive Gaming As someone who has worked at the intersection of interactive technology and content creation for years, the first time I truly got my hands on Google’s Genie 3 and manipulated a world it generated, a single, clear thought crystallized: the threshold to a new era for games, video, and digital creation is not just being approached—it’s being actively crossed. This isn’t speculation based on whitepapers or promotional videos. This is a hands-on account, from the perspective of a tester (let’s call me “Master Cang”), who dove into …
Build an Enterprise AI Assistant in 8 Min: AWS Moltbot & Feishu Integration Guide
6 days ago 高效码农Building an Enterprise AI Assistant: Moltbot AWS Deployment, Feishu Integration, and Multi-Model Setup Guide With the widespread adoption of Large Language Models (LLMs), many teams are no longer satisfied with interacting with AI inside a web browser. Instead, the goal is to embed AI capabilities deeply into daily workflows. However, bridging the gap between a “toy” chatbot and an “enterprise-grade” AI assistant involves significant hurdles: security audits, 24/7 availability, and multi-platform integration. Based on the latest technical practices, this guide provides a detailed breakdown of how to use the Amazon Web Services (AWS) one-click deployment solution to build your own …