Clawdbot Security Audit: How Your Private AI Can Be Hacked for Total Identity Theft
18 days ago 高效码农Deep Dive: How Your Personal AI Assistant Can Be Hacked and Lead to Total Identity Theft—10 Security Flaws in Clawdbot (Moltbot) Core Question of This Article: When you enthusiastically set up a “localized, privacy-safe” personal AI robot (like Clawdbot/Moltbot), at exactly what unintended moments might you be handing over your entire digital life to an attacker? Introduction: The Hidden Cost of the “Vibecoding” Trend Recently, social media feeds have been flooded with buzz about automated Gmail management, task reminders, and building a personal “JARVIS.” This wave, often referred to as “Vibecoding,” has excited many non-technical or semi-technical users. You see …
PolyMCP Guide: Transform AI Development with Modular Command Platforms
18 days ago 高效码农Comprehensive Guide to PolyMCP: Unlocking AI-Driven Development Efficiency Core Value Analysis What is PolyMCP? PolyMCP represents a groundbreaking toolkit designed to streamline the development of modular command platforms (MCP). It integrates Python functions, third-party services, and large language models (LLMs) through a unified interface supporting HTTP, stdio, and in-process communication. This solution empowers developers to create automated workflows across heterogeneous tools while ensuring production-grade security and observability[^1.1^][^3.2^]. Key Technical Advantages: Dual Language Support: Compatible with both Python and TypeScript ecosystems. LLM Integration: Native support for OpenAI, Anthropic (Claude), Ollama, and other providers. Visual Monitoring: PolyMCP Inspector enables real-time tracking of …
Claude Agent SDK: The Hidden Go Binary Powering Your AI Workflows
18 days ago 高效码农Silver Bullet or Ball and Chain? The Claude Agent SDK Architecture After You Peek Into node_modules What really happens when you install the Claude Agent SDK? You get a thin TypeScript wrapper around a 190 MB Go binary that is the actual agent runtime—this article unpacks what that means for your project, wallet, and freedom to choose models. 1. The Two-Line Install That Pulls 190 MB of Go Core question: Why does a simple npm install suddenly drop a CLI tool written in Go into my laptop? Official docs tell you to run: npm install -g @anthropic-ai/claude-code # 190 MB …
Prism AI for Scientific Writing: Transform Your LaTeX Workflow
18 days ago 高效码农Prism: Your AI Partner in Streamlining Scientific Writing Have you ever found yourself staring at a complex web of LaTeX code late at night, feeling completely stuck? Perhaps you’ve experienced the frustration of managing multiple versions of a paper as it gets passed between collaborators. Or maybe you just wish you had an assistant to handle the tedious parts of formatting and editing, freeing you up to focus on the actual research. If you answered yes to any of these questions, then Prism might be the solution you’ve been looking for. It is more than just an editor; it’s a …
How to Fix Exposed Clawdbot Security in 15 Minutes: Protect Your API Keys & Chat History
18 days ago 高效码农Clawdbot/Moltbot Security Hardening Guide: Fix Gateway Exposure in 15 Minutes & Protect Your API Keys Summary With over 1,673+ exposed Clawdbot/Moltbot gateways online, this guide reveals critical privacy risks (leaked API keys, chat histories, server access) and offers a 5-minute exposure check + 15-step hardening process. Secure your self-hosted AI assistant with actionable steps for all skill levels. If you’re using Clawdbot (formerly known as Moltbot), you’re likely drawn to its convenience: a self-hosted AI assistant that stays online 24/7, connecting to your messages, files, and tools—all under your control. But here’s a sobering fact: security researchers have identified more …
How Clawdbot’s Local Memory System Works: The Ultimate AI Assistant Privacy Guide
19 days ago 高效码农How Clawdbot Remembers Everything: A Deep Dive into Its Local, Persistent Memory System Have you ever found yourself repeating your requirements to an AI assistant because it forgot your previous conversation? Or felt uneasy about your sensitive chats being stored on some distant, unknown cloud server? Clawdbot, a popular open-source project with over 32,600 stars on GitHub, is redefining personal AI assistants with its core tenets of local execution and a persistent memory system. Unlike cloud-dependent counterparts like ChatGPT or Claude, Clawdbot runs directly on your computer and integrates seamlessly with the chat platforms you already use, such as Discord, …
Manus AI Agent Skills: How to Turn General AI into a Specialized Expert Without Retraining
19 days ago 高效码农Manus AI Embraces Open Standards: Integrating Agent Skills to Unlock Specialization for General-Purpose AI Agents Central Question: How can a general-purpose AI agent evolve into a domain expert without requiring extensive model retraining or lengthy context setup for every task? AI agents are rapidly transitioning from generic digital assistants into powerful tools capable of handling complex, specialized workflows. Yet the gap between general AI capabilities and expert-level task execution remains significant. Bridging this gap traditionally required feeding extensive context and procedural knowledge into every conversation—a process that is inefficient, inconsistent, and wasteful of computational resources. Manus AI has addressed this …
Kimi K2.5 Release: How Moonshot’s Open-Source Visual AI Revolutionizes Coding & Complex Tasks
19 days ago 高效码农Kimi K2.5 Release: The Open-Source Visual Agentic Intelligence Revolution This article addresses the core question: What substantive technical breakthroughs does Kimi K2.5 introduce over its predecessor, and how do its visual understanding, coding capabilities, and new Agent Swarm paradigm alter the landscape of complex task solving? Moonshot AI has officially released Kimi K2.5, marking not just an iterative update but a fundamental reshaping of architectural and capability boundaries. As the most powerful open-source model to date, Kimi K2.5 builds upon the foundation of Kimi K2 through continued pre-training on approximately 15 trillion mixed visual and text tokens. This release establishes …
Integrate Feishu into Your Chatbot: The Complete clawd-feishu Plugin Guide
19 days ago 高效码农How to Integrate Feishu into Your Chatbot: The Complete Guide to the clawd-feishu Plugin This guide aims to answer one core question: How can you quickly and securely connect your Clawdbot intelligent assistant to the Feishu (or Lark) workplace platform? We will walk through the entire integration process from zero to one using the official @m1heng-clawd/feishu plugin, and delve into best practices for different configuration scenarios. Why Choose Feishu as a Communication Channel for Your Bot? Before diving into the technical details, it’s valuable to understand the “why.” Feishu, as a collaboration platform integrating instant messaging, calendar, docs, and video …
Youtu-VL Revolution: How a 4B-Parameter VLM Masters Vision-Centric Tasks Without Extra Modules
19 days ago 高效码农Youtu-VL: Breaking the Limits of Lightweight Vision-Language Models What Problem Does This Model Solve? Traditional vision-language models (VLMs) over-rely on textual processing, reducing visual signals to passive inputs and failing to handle fine-grained vision tasks. Youtu-VL innovates through VLUAS technology, making visual signals active autoregressive supervision targets and truly enabling efficient processing of vision-centric tasks. Why Vision-Language Models Need Reinvention? Current VLMs treat visual features merely as input conditions, neglecting the richness of visual information. This forces models to add extra task modules for tasks like image segmentation or depth estimation. Youtu-VL changes this paradigm by integrating visual signals into …
DeepSeek-OCR 2: The AI That Reads Documents Like a Human Using Visual Causal Flow
19 days ago 高效码农DeepSeek-OCR 2: Visual Causal Flow – A New Chapter in Human-Like Visual Understanding Core Question: How can traditional Vision-Language Models (VLMs) break free from rigid raster-scan limitations to achieve document understanding based on “Visual Causal Flow”? In the rapidly evolving landscape of multimodal large models, we have grown accustomed to treating images as static 2D matrices, converting them into 1D token sequences for input into Large Language Models (LLMs). However, does the default “top-left to bottom-right” rigid processing really align with human intuition when reading complex documents? When facing academic PDFs containing formulas, tables, multi-column layouts, or complex logical structures, …
Qwen3-Max-Thinking: The Breakthrough in AI Reasoning & Autonomous Tool Use
19 days ago 高效码农Qwen3-Max-Thinking: The Next Evolution in Reasoning-Capable Large Language Models Image source: Unsplash What exactly is Qwen3-Max-Thinking, and what tangible breakthroughs does it deliver in the large language model landscape? Qwen3-Max-Thinking represents the latest flagship reasoning model from the Tongyi Lab, engineered through expanded parameter scale and intensive reinforcement learning training to deliver significant performance improvements across factual knowledge, complex reasoning, instruction following, human preference alignment, and agent capabilities. Benchmark evaluations across 19 authoritative tests demonstrate its competitive standing alongside industry leaders including GPT-5.2-Thinking, Claude-Opus-4.5, and Gemini 3 Pro. Beyond raw performance metrics, this model introduces two pivotal innovations that enhance …
Local AI Revolution: How Clawdbot’s 565+ Skills Transform Development Workflows
19 days ago 高效码农# Comprehensive Guide to Clawdbot Skills: How 565+ Local AI Capabilities Revolutionize Development & Workflows Clawdbot is a powerful, locally-hosted AI assistant that runs directly on your machine. Its core strength lies in extending its capabilities through “skills”—mechanisms that allow the AI to interact with external services, automate complex workflows, and execute highly specialized tasks. This article provides an in-depth exploration of this massive, community-built ecosystem, explaining how installing and configuring these tools can transform your local computer into a fully-functional, all-in-one workstation. ## The Core Value of Clawdbot and Its Skill Ecosystem Core Question Answered: What unique value do …
How to Build an Evolving Three-Layer Memory System for Your AI
19 days ago 高效码农How to Build an Evolving Three-Layer Memory System for Your AI In the realm of AI-assisted productivity, a fundamental pain point persists: 「most AI assistants are forgetful by default.」 Even with advanced systems like Clawdbot—which possess solid native primitives for persistence—memory is often static. It acts as a storage locker rather than a dynamic brain. 「This article aims to answer a core question: How can we upgrade a static AI memory system into a self-maintaining, compounding knowledge graph that evolves automatically as your life changes?」 The answer lies in implementing a “Three-Layer Memory Architecture.” By segmenting raw logs, entity-based knowledge …
Claude Agent Skills vs. n8n: The Ultimate AI Automation Showdown Decoded
19 days ago 高效码农Is n8n Dead? Claude Agent Skills vs. n8n: The Ultimate AI Automation Showdown In the rapidly evolving world of AI, a new contender has emerged that is making everyone question the future of workflow automation. Claude Agent Skills has arrived, allowing users to complete complex tasks by simply writing a few lines of description. Naturally, the automation community is buzzing: Is this the end for established tools like n8n? As someone deeply rooted in the n8n ecosystem, I wanted to find the truth. I put both tools to the test in a real-world “head-to-head” battle to see which one truly …
VisGym Exposed: Why GPT-5 & Gemini 2.5 Pro Fail at Simple Visual Puzzles
19 days ago 高效码农VisGym: The Ultimate Test for Vision-Language Models – Why Top AI Agents Struggle with Multi-Step Tasks The Core Question Answered Here: While Vision-Language Models (VLMs) excel at static image recognition, can they truly succeed in environments requiring perception, memory, and action over long periods? Why do the most advanced “frontier” models frequently fail at seemingly simple multi-step visual tasks? In the rapidly evolving landscape of artificial intelligence, Vision-Language Models have become the bridge connecting computer vision with natural language processing. From identifying objects in a photo to answering complex questions about an image, their performance is often nothing short of …
Zero-Cost Claude Code: Unlock Agentic Coding with Ollama & Open-Source Models
20 days ago 高效码农Zero-Cost Claude Code: Unlock the Full Potential of Agentic Coding with a Local Ollama Server Abstract: Anthropic’s Claude Code coding tool is now available for $0 cost. Simply point it to a local Ollama server and pair it with an open-source coding model (e.g., qwen2.5-coder) to retain its original workflow and CLI experience, eliminate API fee constraints, and lower the barrier to using intelligent coding tools. Introduction: The Intelligent Coding Tool Trapped by API Costs If you’re a developer, you’ve likely heard of—if not tried—Claude Code, Anthropic’s intelligent coding tool. With its powerful agentic workflow, it can assist with tasks …
AI Coding Assistant Benchmark: Shocking Data Reveals How to Choose the Most Efficient Programming Partner
20 days ago 高效码农AI Coding Assistant Benchmark Analysis: How to Quantify and Choose Your Intelligent Programming Partner Recently, in discussions with fellow developers about AI programming assistants, our conversations often circled back to “subagents,” system prompt optimization, and various execution frameworks. The much-talked-about “oh-my-opencode” plugin, in particular, raised questions about its practical value and efficiency. Spurred by a friendly challenge to “build a better one,” I decided to act on an idea I had been pondering since summer: creating a system of controllable, steerable subagents, moving away from the “fire-and-forget” text-based approach. As a developer driven by data, I believe “what gets measured, …
CoWork-OSS: The Ultimate Guide to Safe, Local AI Automation on macOS
20 days ago 高效码农CoWork-OSS: A Comprehensive Guide to Local-First AI Agents on macOS In the modern digital workflow, managing files, generating reports, and organizing data across multiple directories can be a tedious and time-consuming process. While cloud-based AI solutions offer convenience, they often come at the cost of privacy and data control. Enter CoWork-OSS, an open-source, local-first agent workbench designed specifically for macOS that brings the power of AI directly to your desktop. This tool allows you to automate multi-step tasks within a folder-scoped workspace, ensuring that your data stays local while leveraging advanced Large Language Models (LLMs). Whether you are generating complex …
Agentic Reasoning AI: How LongCat-Flash-Thinking-2601 Breaks Boundaries in AI Decision-Making
20 days ago 高效码农Breaking the Boundaries of Agentic Reasoning: A Deep Dive into LongCat-Flash-Thinking-2601 Core Question: How can we translate complex mathematical and programming reasoning capabilities into an intelligent agent capable of interacting with the real world to solve complex, practical tasks? As Large Language Models (LLMs) gradually surpass human experts in pure reasoning tasks like mathematics and programming, the frontier of AI is shifting from “internal thinking” to “external interaction.” Traditional reasoning models operate primarily within a linguistic space, whereas future agents must possess the ability to make long-term decisions and invoke tools within complex, dynamic external environments. The LongCat-Flash-Thinking-2601, introduced by …