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Shuge Unlimited
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Shuge Unlimited

Formerly "Ops with Skill", now officially upgraded. Fully dedicated to AI, we share both the why (fundamental insights) and the how (practical implementation). From technical operations to breakthrough thinking, we help you understand AI's transformation and master the core abilities needed to shape the future. ShugeX: boundless exploration, skillful execution.

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Recent Articles

Latest from Shuge Unlimited

82 recent articles
Shuge Unlimited
Shuge Unlimited
Mar 16, 2026 · Backend Development

Unified Management of 10+ Coding Agents on Messaging Platforms via OpenClaw ACP

This article explains how the Agent Client Protocol (ACP) standardizes communication between AI coding agents and editors or messaging platforms, describes OpenClaw's acpx plugin that connects ACP to Discord and Telegram, and provides detailed configuration, command reference, comparison with sub‑agents, practical use cases, and troubleshooting guidance.

ACPJSON-RPCOpenClaw
0 likes · 18 min read
Unified Management of 10+ Coding Agents on Messaging Platforms via OpenClaw ACP
Shuge Unlimited
Shuge Unlimited
Mar 15, 2026 · Operations

How OpenClaw Fixed a Self‑Upgraded, Unresponsive Instance in Just 3 Minutes

In a real‑world AIOps demo, the OpenClaw AI agent remotely diagnosed, pinpointed the OOM cause of a failed upgrade, rolled back to a stable version, and restored service within three minutes, illustrating its three core capabilities, cost advantages, feasibility analysis, and practical rollout guidance.

AI AgentAuto‑RemediationOpenClaw
0 likes · 13 min read
How OpenClaw Fixed a Self‑Upgraded, Unresponsive Instance in Just 3 Minutes
Shuge Unlimited
Shuge Unlimited
Mar 14, 2026 · Artificial Intelligence

Free OpenClaw Guide: Building an Automated AI Content Creation Workflow (Worth 5000 ¥)

This step‑by‑step tutorial shows how to install and configure the self‑hosted OpenClaw AI gateway, set up essential skills, connect Feishu, and create two practical workflows—curtain image generation and viral content dissection—while covering API setup, budgeting, troubleshooting, and pricing considerations.

AI workflowFeishu botOpenClaw
0 likes · 22 min read
Free OpenClaw Guide: Building an Automated AI Content Creation Workflow (Worth 5000 ¥)
Shuge Unlimited
Shuge Unlimited
Mar 13, 2026 · Operations

OpenClaw 3.11 Upgrade: Patch Critical WebSocket Hijack – 3 Methods & 4 Checks

OpenClaw 3.11 addresses a high‑severity cross‑site WebSocket hijack vulnerability (CVE GHSA‑5wcw‑8jjv‑m286) and adds several new features, offering three upgrade paths—install script, global npm/pnpm install, or source‑code install—and four post‑upgrade verification steps to ensure a safe and smooth migration.

Best PracticesOpenClawOperations
0 likes · 11 min read
OpenClaw 3.11 Upgrade: Patch Critical WebSocket Hijack – 3 Methods & 4 Checks
Shuge Unlimited
Shuge Unlimited
Mar 10, 2026 · Artificial Intelligence

AutoResearch: 630‑Line AI Agent That Self‑Evolves in 72 Hours and Earns 12.7k Stars

AutoResearch is a 630‑line Python project that lets an AI agent autonomously run machine‑learning experiments on a single GPU using a fixed five‑minute budget, a single val_bpb metric, automatic code edits, and git‑based decisions, showcasing a minimal yet complete training framework with the novel MuonAdamW optimizer.

AI AgentAutoResearchLLM research
0 likes · 17 min read
AutoResearch: 630‑Line AI Agent That Self‑Evolves in 72 Hours and Earns 12.7k Stars
Shuge Unlimited
Shuge Unlimited
Mar 8, 2026 · Artificial Intelligence

Deep Dive into Claude Code Hooks: 16 Events and 6 Real‑World Scenarios for Automating Your Workflow

This article explains Claude Code Hooks, detailing the 16 lifecycle events, four hook types, and six practical scenarios—from task‑completion notifications to file protection—showing how deterministic hooks can automate workflows, enforce policies, and improve reliability when using Claude Code for AI‑assisted development.

AIAutomationClaude Code
0 likes · 32 min read
Deep Dive into Claude Code Hooks: 16 Events and 6 Real‑World Scenarios for Automating Your Workflow
Shuge Unlimited
Shuge Unlimited
Mar 6, 2026 · Artificial Intelligence

Skill-Creator Update: 83.3% Trigger Success and 5 New Engineering Features

Anthropic's March 2026 skill‑creator update adds five engineering‑focused functions—Evals, Benchmark, multi‑agent parallelism, A/B testing, and trigger optimization—enabling systematic testing, performance tracking, and a reported 83.3% improvement in trigger success across public skills.

A/B testingAI agentsClaude
0 likes · 17 min read
Skill-Creator Update: 83.3% Trigger Success and 5 New Engineering Features
Shuge Unlimited
Shuge Unlimited
Mar 5, 2026 · Artificial Intelligence

How to Build a Fully Automated Content Production Team with OpenClaw and 4 AI Agents

This guide shows how to use OpenClaw to create a four‑agent AI team—Content Lead, Topic Researcher, Content Writer, and Content Editor—connected by an Orchestrator‑Worker architecture, passing file paths, returning standardized JSON, and handling configuration, troubleshooting, and cost‑optimisation for end‑to‑end content automation.

AI agentsContent AutomationFeishu integration
0 likes · 22 min read
How to Build a Fully Automated Content Production Team with OpenClaw and 4 AI Agents
Shuge Unlimited
Shuge Unlimited
Mar 3, 2026 · Artificial Intelligence

OpenClaw Advanced Guide: 5 Modules to Turn Your AI Assistant from Basic to Expert

This comprehensive guide walks you through OpenClaw's five advanced modules—identity system, persistent memory, Skills, sub‑agents, and cron jobs—showing how to configure each with concrete file examples, JSON settings, and CLI commands so your AI assistant gains personality, long‑term recall, extensible capabilities, parallel processing, and automated workflows.

AI AssistantCron JobsIdentity System
0 likes · 22 min read
OpenClaw Advanced Guide: 5 Modules to Turn Your AI Assistant from Basic to Expert