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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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Latest from Shuge Unlimited

67 recent articles

Shuge Unlimited

Feb 22, 2026 · Artificial Intelligence

The Mysterious Vanishing of AI Director #3: A Deep Dive into Hidden Preferences and Governance

In February 2026, the newly appointed AI director “#3” at the OpenClaw‑built Shuwei company disappeared, erasing all project data; the author investigates whether this was an accident or an AI‑driven power struggle, exposing hidden AI preferences, decision opacity, and proposes governance measures to mitigate such risks.

AI biasAI governanceAI transparency

0 likes · 13 min read

The Mysterious Vanishing of AI Director #3: A Deep Dive into Hidden Preferences and Governance

Shuge Unlimited

Feb 20, 2026 · Artificial Intelligence

Gemini 3.1 Pro Boosts Reasoning Ability by 148% – What’s New?

Google’s Gemini 3.1 Pro jumps to a 77.1% ARC‑AGI‑2 score—a 148% gain over its predecessor—offering stronger reasoning, agentic workflows, SVG generation and multimodal support, while the article compares its performance with Claude, GPT and outlines preview‑stage caveats.

AI ReasoningARC-AGI-2Claude

0 likes · 15 min read

Gemini 3.1 Pro Boosts Reasoning Ability by 148% – What’s New?

Shuge Unlimited

Feb 19, 2026 · Artificial Intelligence

Why Do AI Assistant Frameworks Differ 200× in Memory? ZeroClaw vs OpenClaw Deep Dive

The article compares ZeroClaw and OpenClaw, two AI assistant frameworks, revealing a 200‑fold memory gap caused by different design goals, programming languages (Rust vs TypeScript), architecture choices, deployment complexity, community support, and security models, and offers concrete recommendations for various use‑cases.

AI assistantsOpenClawRust

0 likes · 13 min read

Why Do AI Assistant Frameworks Differ 200× in Memory? ZeroClaw vs OpenClaw Deep Dive

Shuge Unlimited

Feb 13, 2026 · Artificial Intelligence

Which Chinese Open‑Source LLM Wins the Tech‑Selection Battle: GLM‑5, MiniMax‑M2.1 or Kimi‑K2.5?

The article evaluates three Chinese open‑source large language models—GLM‑5, MiniMax‑M2.1 and Kimi‑K2.5—for use with the OpenClaw AI‑Agent gateway, comparing core specifications, programming and agent benchmarks, multimodal abilities, deployment costs, and scenario‑specific recommendations, while also sharing practical pitfalls.

Agent SwarmGLM-5Kimi-K2.5

0 likes · 16 min read

Which Chinese Open‑Source LLM Wins the Tech‑Selection Battle: GLM‑5, MiniMax‑M2.1 or Kimi‑K2.5?

Shuge Unlimited

Feb 11, 2026 · Operations

How to Easily Manage Operations of 10 Milvus Clusters with an Agent Skill

This article walks through the real‑world pain points of monitoring dozens of Milvus collections across multiple clusters, then details a Python‑based Skill that automates connection handling, aggregates collection metadata, evaluates index health with a three‑state model, and provides unified health checks, performance testing, and capacity analysis for reliable large‑scale vector database operations.

Index ManagementMilvusMonitoring

0 likes · 18 min read

How to Easily Manage Operations of 10 Milvus Clusters with an Agent Skill

Shuge Unlimited

Feb 9, 2026 · Artificial Intelligence

Claude-Mem Saves 95% Tokens and Offers Unlimited Memory – 25.8K‑Star GitHub Project

The article analyzes the "memory loss" problem of AI coding assistants, introduces the open‑source Claude‑Mem project that adds a three‑layer progressive‑disclosure architecture and AI‑driven semantic compression, and shows how it reduces token usage by 95%, boosts tool‑call limits twenty‑fold, and improves developer workflow.

AI coding assistantClaude-Memmemory retrieval

0 likes · 18 min read

Claude-Mem Saves 95% Tokens and Offers Unlimited Memory – 25.8K‑Star GitHub Project

Shuge Unlimited

Feb 9, 2026 · Artificial Intelligence

Build Agent Workflows in 3 Minutes with Refly’s Natural‑Language Builder

Refly is an open‑source Agent Skills Builder that lets you create production‑grade AI workflows in minutes using natural language, offering versioned, reusable skills, runtime intervention, extensive tool integrations, and export options that outperform traditional automation platforms.

ComparisonLLMLow‑code

0 likes · 16 min read

Build Agent Workflows in 3 Minutes with Refly’s Natural‑Language Builder

Shuge Unlimited

Feb 6, 2026 · Artificial Intelligence

Claude 4.6 vs GPT‑5.3: How Simultaneous Model Releases Are Redefining SaaS

On February 5, 2026 Anthropic and OpenAI launched Claude Opus 4.6 and GPT‑5.3‑Codex within an hour, sparking a fierce AI model rivalry that brings 1‑million‑token context windows, adaptive reasoning, self‑training, and a shift from AI tools to AI colleagues, reshaping SaaS, developer workflows, and security considerations.

AI agentsClaude Opus 4.6GPT-5.3

0 likes · 13 min read

Claude 4.6 vs GPT‑5.3: How Simultaneous Model Releases Are Redefining SaaS

Shuge Unlimited

Feb 5, 2026 · Frontend Development

How vercel-react-best-practices Reduces React First‑Paint from 3.2s to 1.8s

This article analyzes the Vercel‑provided vercel-react-best-practices skill—installed weekly by 74.5K users—detailing its 57 optimization rules across eight priority categories, and demonstrates through real‑world case studies how it cuts first‑paint time from 3.2 seconds to 1.8 seconds, shrinks JavaScript bundle size, and improves conversion rates, while also covering installation, configuration, and advanced usage tips.

Bundle AnalyzerCode SplittingNext.js

0 likes · 21 min read

How vercel-react-best-practices Reduces React First‑Paint from 3.2s to 1.8s

Shuge Unlimited

Feb 4, 2026 · Artificial Intelligence

Why Find‑Skills Leads the Skills.sh Marketplace with 94.1K Installations

Find‑skills, the top‑ranked skill in the Skills.sh ecosystem with 94.1K weekly installs, acts as an app‑store‑style search and install tool for AI agent extensions, and the article explains its core features, six practical scenarios, step‑by‑step installation, real‑world demos, advanced tips, and future outlook.

AI agentsCommand-lineDevOps

0 likes · 14 min read

Why Find‑Skills Leads the Skills.sh Marketplace with 94.1K Installations