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ZhiKe AI
ZhiKe AI
May 28, 2026 · Artificial Intelligence

Why Your LLM Skill Gets Ignored and 5 Proven Design Patterns to Make Agents Work

Even after spending hours crafting a Skill, many LLM agents ignore it, leading to failed automation; this article analyzes why and presents five validated design patterns—linear flow, decision tree with lazy loading, iterative loops, baton passing, and multi‑stage checkpoints—plus concrete examples and a minimal Skill template to ensure reliable, production‑grade agent behavior.

AgentDesign PatternsLLM
0 likes · 12 min read
Why Your LLM Skill Gets Ignored and 5 Proven Design Patterns to Make Agents Work
AI Insight Log
AI Insight Log
May 26, 2026 · Frontend Development

How Taste Skill Gives AI‑Generated Front‑Ends Real Design Sense

Taste Skill, a 21.5k‑star GitHub project, adds a set of design rules that AI coding agents can follow, turning generic, “slop” front‑end pages into more aesthetically pleasing layouts by banning common pitfalls and offering adjustable parameters for variance, motion, and visual density.

AIFrontendGitHub
0 likes · 10 min read
How Taste Skill Gives AI‑Generated Front‑Ends Real Design Sense
Tencent Cloud Developer
Tencent Cloud Developer
May 26, 2026 · Artificial Intelligence

What Hidden Secrets Does the Agent’s System Prompt Code Reveal?

This article dissects OpenClaw's agent architecture, detailing how the System Prompt, Skill modules, and Agent Loop interact, explaining PromptMode variations, safety rules, tool definitions, skill loading pipelines, heartbeat handling, sub‑agent spawning, silent replies, and the context engine that assembles messages for LLMs.

Agent LoopContext EngineHeartbeat
0 likes · 17 min read
What Hidden Secrets Does the Agent’s System Prompt Code Reveal?
James' Growth Diary
James' Growth Diary
May 25, 2026 · Artificial Intelligence

How Agents Turn a Single Success into a Reusable Skill

The article explains how Hermes separates memory from skills, automatically creates structured SKILL.md files from successful interactions, prioritizes updates over new creations, manages supporting files, tracks usage, and compares its approach with other agent frameworks, offering a detailed, code‑driven walkthrough of the entire skill‑generation pipeline.

AIAgentHermes
0 likes · 16 min read
How Agents Turn a Single Success into a Reusable Skill
Baidu Geek Talk
Baidu Geek Talk
May 20, 2026 · Artificial Intelligence

How We Tamed AI Output with a Three‑Layer Architecture for Android Code Migration to KMP

This article details how we used a three‑layer AI architecture—Skill for stable execution, SubAgent for context‑aware scheduling, and Agent Team for parallel collaboration—to reliably migrate a large Android codebase to a Kotlin Multiplatform project, addressing instability, context inflation, and efficiency challenges.

AIAgent TeamAndroid
0 likes · 15 min read
How We Tamed AI Output with a Three‑Layer Architecture for Android Code Migration to KMP
Baidu Geek Talk
Baidu Geek Talk
May 18, 2026 · R&D Management

Automating the Full Development Cycle with Claude Code’s /prd, /goal, and /after-goal

Using a real-world case, the article demonstrates how Claude Code’s three slash commands—/prd, /goal, and /after-goal—can fully automate a development workflow, turning requirement decomposition into structured PRDs, card‑based implementation, and automatic code submission, review, and closure, thereby boosting efficiency and consistency.

AI automationCLIClaude Code
0 likes · 14 min read
Automating the Full Development Cycle with Claude Code’s /prd, /goal, and /after-goal
AgentGuide
AgentGuide
May 18, 2026 · Artificial Intelligence

AI Agent Essentials: Tokens, Skills, RAG, MCP, SDD & Harness Engineering

The article explains AI Agents as LLM‑based entities with planning, memory, and tool‑use capabilities, covering model pre‑training, fine‑tuning, hallucinations, the Model Context Protocol (MCP), tokenization, Retrieval‑Augmented Generation (RAG), multi‑layer memory, Skill packaging, ReAct reasoning‑action loops, self‑reflection, Harness engineering, and Spec‑Driven Development (SDD).

AI agentHarness EngineeringLLM
0 likes · 9 min read
AI Agent Essentials: Tokens, Skills, RAG, MCP, SDD & Harness Engineering
Wuming AI
Wuming AI
May 12, 2026 · Operations

How Two Custom Skills Eliminate Manual Photo Downloads

The article explains how the author packaged repetitive photo‑album download tasks into two Skills—alltuu-downloader and photoplus-downloader—so that an AI Agent can automatically fetch original images from cloud albums, saving users from clicking each picture individually.

AI agentGitHubSkill
0 likes · 6 min read
How Two Custom Skills Eliminate Manual Photo Downloads
IT Services Circle
IT Services Circle
May 6, 2026 · Artificial Intelligence

How to Cut Large‑Model Token Usage by Over 90%

The article analyses why AI Skills waste massive token counts, demonstrates a pure‑Skill implementation that costs $10 and 12 minutes, then shows a code‑plus‑model hybrid that reduces runtime to 17 seconds, API calls to one, and cost to $0.004, saving more than 99% of tokens.

ClaudeOpenRouterPlaywright
0 likes · 19 min read
How to Cut Large‑Model Token Usage by Over 90%
Node.js Tech Stack
Node.js Tech Stack
Apr 28, 2026 · Artificial Intelligence

Turn Your Article Collection into an LLM‑Powered Wiki with a Single Skill

This article walks through using the youdaonote‑llm‑wiki skill to automatically ingest a set of Markdown articles into a cloud‑synced Youdao Note knowledge base, generate structured Wiki pages, perform cross‑document queries with citations, and keep the repository up‑to‑date, while comparing it to Karpathy's original script‑based approach.

AI agentsLLM WikiRAG
0 likes · 14 min read
Turn Your Article Collection into an LLM‑Powered Wiki with a Single Skill
Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
Apr 27, 2026 · Artificial Intelligence

SkVM: A Language VM for Skill Enables One‑Write, Everywhere‑Efficient Execution on Any LLM

SkVM, an open‑source language virtual machine from Shanghai Jiao Tong University’s IPADS team, compiles Skill code once and runs it efficiently across diverse LLMs and Agent harnesses, delivering up to 50× speedups, 40% token savings, and performance comparable to Opus 4.6 on 30B models.

AgentLLMPerformance
0 likes · 10 min read
SkVM: A Language VM for Skill Enables One‑Write, Everywhere‑Efficient Execution on Any LLM
AI Waka
AI Waka
Apr 22, 2026 · Artificial Intelligence

Hybrid MCP‑Skill Model: Keeping LLM Agent Skills Fresh

The article analyzes the trade‑offs between packaging new agent functionality as a static Skill versus a dynamic MCP server, proposes a hybrid thin‑CLI approach that combines the ease of Skills with the up‑to‑date guarantees of MCP, and illustrates the design with concrete code examples.

API VersioningCLI wrapperHybrid Architecture
0 likes · 7 min read
Hybrid MCP‑Skill Model: Keeping LLM Agent Skills Fresh
Machine Heart
Machine Heart
Apr 21, 2026 · Artificial Intelligence

Is Your Skill Document Slowing Down the Model? Strategy‑Based Genes Are the Better Solution

The article analyses why large, document‑style Skill packages often degrade large‑model performance under limited inference budgets, introduces the compact, control‑dense Gene representation and the Gene Evolution Protocol (GEP), and shows through thousands of controlled experiments and CritPt benchmarks that Genes consistently outperform Skills, especially when token budget is tight.

AgentExperienceGene
0 likes · 15 min read
Is Your Skill Document Slowing Down the Model? Strategy‑Based Genes Are the Better Solution
AI Waka
AI Waka
Apr 17, 2026 · Artificial Intelligence

Why Claude Code’s Slash Commands Matter and How They Evolve into Skills

This article examines Claude Code’s slash commands—defining their purpose, scope, parameter model, and limitations—while showing why they’re being folded into the newer Skill system to improve modularity, dynamic context injection, and long‑term maintainability for AI‑driven workflows.

AIClaudePromptEngineering
0 likes · 23 min read
Why Claude Code’s Slash Commands Matter and How They Evolve into Skills
Tech Verticals & Horizontals
Tech Verticals & Horizontals
Apr 15, 2026 · Artificial Intelligence

How Hermes Enables AI to Remember, Learn, and Grow Autonomously

The article dissects Hermes’s autonomous learning loop, detailing how immutable facts are stored in long‑term memory, reusable methods become skills, session history is searchable, and a background review process periodically consolidates knowledge while a pre‑compression rescue safeguards key information.

AIContext CompressionHermes
0 likes · 15 min read
How Hermes Enables AI to Remember, Learn, and Grow Autonomously
Wuming AI
Wuming AI
Apr 14, 2026 · Industry Insights

Why Chat History Isn't Enough: Building a Personal AI Knowledge Base

The article details a step‑by‑step journey of creating a private, continuously evolving AI knowledge base—from single‑file markdown archives to modular Skills, data sanitization, Git‑based version control, and automated daily curation—showing why richer personal data and closed‑loop feedback are essential for a truly useful AI assistant.

AI assistantKnowledge BaseOpenClaw
0 likes · 11 min read
Why Chat History Isn't Enough: Building a Personal AI Knowledge Base
Shuge Unlimited
Shuge Unlimited
Apr 10, 2026 · Artificial Intelligence

How Zilliz’s Two Skills Enable AI to Code with pymilvus and Manage Cloud Clusters

This article dissects Zilliz’s Milvus Skill and Zilliz Cloud Skill, showing how a modular set of reference files teaches AI agents to generate pymilvus Python code for vector databases and to operate Zilliz Cloud via CLI, while comparing their architecture, security design, and ecosystem role.

AI agentCloud ManagementHybrid Search
0 likes · 20 min read
How Zilliz’s Two Skills Enable AI to Code with pymilvus and Manage Cloud Clusters
Sohu Tech Products
Sohu Tech Products
Apr 8, 2026 · Artificial Intelligence

Turn GitHub Repo Search into an AI Skill: A Step‑by‑Step Guide

This article walks through creating an AI skill that leverages natural‑language queries to search GitHub repositories, explains how the skill parses input, applies synonym expansion and relevance filtering, and presents results in a table with stars, license and links, all demonstrated with a live example.

AIGitHubNatural Language Search
0 likes · 4 min read
Turn GitHub Repo Search into an AI Skill: A Step‑by‑Step Guide
Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
Apr 7, 2026 · Artificial Intelligence

One‑Click White‑Label ClaudeCode: Custom Commands, Startup Screen, and Isolated Config via a Reusable Skill

The article explains how the author built a reusable Skill that automates the creation of a white‑labeled ClaudeCode CLI, allowing custom branding, commands, startup animation, third‑party API integration, and configuration isolation, while avoiding the pitfalls of manual source modification.

AI CLIClaudeCustomization
0 likes · 6 min read
One‑Click White‑Label ClaudeCode: Custom Commands, Startup Screen, and Isolated Config via a Reusable Skill
DeWu Technology
DeWu Technology
Apr 1, 2026 · Backend Development

How AI‑Powered /log‑diagnosis Skill Automates Bug Tracing in Backend Logs

This article explains how the /log‑diagnosis Skill, built on Claude Code and the Model Context Protocol (MCP) log platform, creates a closed‑loop workflow that automatically fetches logs, extracts key information, maps it to source code, diagnoses root causes, and generates remediation suggestions, dramatically speeding up backend debugging.

AI debuggingClaude CodeMCP
0 likes · 17 min read
How AI‑Powered /log‑diagnosis Skill Automates Bug Tracing in Backend Logs
Tencent Tech
Tencent Tech
Mar 24, 2026 · Artificial Intelligence

Unlocking AI Power: How Skill Packages Transform Large Language Models

This article provides a comprehensive technical guide to Skill packages—standardized knowledge containers that give large language models expert-level execution capabilities—covering their definition, architecture, integration with the Model Context Protocol (MCP), creation workflow, best‑practice tips, collaborative patterns, debugging strategies, philosophical implications, and future directions.

AI toolingLLMMCP
0 likes · 18 min read
Unlocking AI Power: How Skill Packages Transform Large Language Models
SuanNi
SuanNi
Mar 19, 2026 · Artificial Intelligence

5 Proven Design Patterns for Building Smarter Google AI Agents

Google's engineers distilled five recurring design patterns for Agent Skills—Tool Wrapper, Generator, Reviewer, Inversion, and Pipeline—providing concrete guidance, example implementations, and visual decision trees to help developers craft more reliable and context‑aware AI agents.

AI agentsAgent Development KitDesign Patterns
0 likes · 9 min read
5 Proven Design Patterns for Building Smarter Google AI Agents
Black & White Path
Black & White Path
Mar 17, 2026 · Artificial Intelligence

Supercharge OpenClaw with Skills: A Complete Usage Guide

This guide explains what OpenClaw Skills are, why they matter, how to install and enable them, how to create custom Skills, and highlights the curated Awesome-openclaw-skills repository that categorizes thousands of high-quality Skills for AI agents, plus practical tips for combining and optimizing them.

AI agentCLIGitHub
0 likes · 7 min read
Supercharge OpenClaw with Skills: A Complete Usage Guide
Tencent Cloud Developer
Tencent Cloud Developer
Mar 17, 2026 · Artificial Intelligence

Why Anthropic Skips Function Calling: Inside the 5 Skill Execution Modes

This article dissects Anthropic's Skill framework, revealing how it drives AI agents through five distinct execution modes—pure prompt injection, script execution, library calls, progressive document loading, and workflow orchestration—while avoiding function‑calling registration and optimizing token usage.

AIAgentFunction Calling
0 likes · 32 min read
Why Anthropic Skips Function Calling: Inside the 5 Skill Execution Modes
Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
Mar 13, 2026 · Artificial Intelligence

Why Your AI Agent Feels Stupid and How a Word‑Card Skill Makes It an Expert in 5 Minutes

The article shows that an AI Agent becomes useful only when equipped with Skills, walks through creating a word‑card generation Skill in four steps, demonstrates a high‑vs‑tall example that cuts production time from 45‑85 minutes to 5 minutes, and explains how similar Skills can automate information integration, mining, and output across many domains.

Information IntegrationMulti‑agentSkill
0 likes · 11 min read
Why Your AI Agent Feels Stupid and How a Word‑Card Skill Makes It an Expert in 5 Minutes
Baidu Geek Talk
Baidu Geek Talk
Mar 9, 2026 · Artificial Intelligence

Mastering Agent Skills: Design, Implementation, and Evaluation for Efficient AI Workflows

This article explains why large‑model agents need structured Skills to capture team‑specific knowledge and workflows, describes the evolution from MCP to Skill, details the progressive‑disclosure design, shows how to write, organize, and install Skills, and provides a systematic evaluation and iteration process to ensure high‑quality, token‑efficient agent behavior.

AISkill
0 likes · 26 min read
Mastering Agent Skills: Design, Implementation, and Evaluation for Efficient AI Workflows
Java Backend Technology
Java Backend Technology
Mar 5, 2026 · Artificial Intelligence

How to Slash AI Token Costs: MCP vs Skill and 6 Proven Optimization Techniques

This article explains the fundamental differences between web session tokens and AI tokens, compares MCP and Skill token consumption, presents pricing formulas for major models, and offers practical strategies—including prompt compression, context management, and dynamic toolsets—to dramatically reduce AI token expenses.

Artificial IntelligenceCost ManagementMCP
0 likes · 16 min read
How to Slash AI Token Costs: MCP vs Skill and 6 Proven Optimization Techniques
Alibaba Cloud Developer
Alibaba Cloud Developer
Mar 2, 2026 · Artificial Intelligence

Why Spec Coding Beats Vibe Coding: Proven Practices for AI‑Assisted Development

The article examines the evolution of AI‑assisted programming in 2025, contrasts Vibe Coding with Spec Coding, outlines five core context‑engineering patterns, details the Skill vs. Subagent model, and presents a practical workflow system (kuspec) for building, initializing, and executing AI‑driven development tasks.

AI codingSkillSpec Coding
0 likes · 14 min read
Why Spec Coding Beats Vibe Coding: Proven Practices for AI‑Assisted Development
BirdNest Tech Talk
BirdNest Tech Talk
Feb 19, 2026 · Artificial Intelligence

How to Automate Daily News Briefings with OpenClaw: Skill vs Prompt

This guide walks through two practical approaches—Skill and Prompt—to configure OpenClaw for automated RSS aggregation, AI‑driven filtering, summarization, and channel delivery, comparing their setup steps, code examples, advantages, limitations, and when to choose each method.

AI assistantOpenClawPrompt
0 likes · 8 min read
How to Automate Daily News Briefings with OpenClaw: Skill vs Prompt
AI Tech Publishing
AI Tech Publishing
Feb 18, 2026 · Artificial Intelligence

Empowering Agents with Skills: Let Specialized Agents Handle Expert Tasks

This tutorial shows how to extend the MiniManus agent framework with Skill support, explains why Skills are needed compared to plain MCP, details the Claude Skill specification, provides concrete command‑line operations, code implementations, and demonstrates Skill‑MCP collaboration through practical examples.

AgentGitHubMCP
0 likes · 10 min read
Empowering Agents with Skills: Let Specialized Agents Handle Expert Tasks
IT Services Circle
IT Services Circle
Feb 9, 2026 · Artificial Intelligence

Explore 6 Open‑Source AI Skills for Video, Docs, and Social Media Automation

This article introduces six open‑source AI skills—including Remotion video generation, YouTube clipping, expert‑knowledge extraction, NotebookLM integration, Markdown publishing to X, and Anthropic's public skill repository—detailing their purpose, core functionality, installation commands, and repository links for developers seeking automation solutions.

AIClaudeNotebookLM
0 likes · 7 min read
Explore 6 Open‑Source AI Skills for Video, Docs, and Social Media Automation
Alibaba Cloud Developer
Alibaba Cloud Developer
Feb 4, 2026 · Artificial Intelligence

Progressive Disclosure: Making Multi‑Skill LLM Agents Efficient and Scalable

This article examines the core challenge of giving large‑language‑model agents many abilities while keeping context size limited, compares three common loading strategies, introduces a progressive‑disclosure skill mechanism with three loading layers, and details its implementation, benefits, limitations, and suitable use cases in AgentScope‑Java.

AgentContext ManagementJava
0 likes · 17 min read
Progressive Disclosure: Making Multi‑Skill LLM Agents Efficient and Scalable
AI Tech Publishing
AI Tech Publishing
Jan 29, 2026 · Industry Insights

Why You Might Skip Skills to Avoid Repeating MCP’s Failure

The article examines the rise and fall of MCP, explains why simply adding AI‑driven Skills without rethinking workflows leads to “skill debt,” and outlines three hidden costs—expert knowledge capture, version drift, and context explosion—while proposing practical solutions such as experience capture, Skill‑as‑Code testing, and dynamic routing.

AIDynamic RoutingMCP
0 likes · 9 min read
Why You Might Skip Skills to Avoid Repeating MCP’s Failure
AI Tech Publishing
AI Tech Publishing
Jan 27, 2026 · Artificial Intelligence

Step‑by‑Step: Adding Skill Capabilities to Your Agent System

This article walks through the design patterns, three‑level loading mechanism, and practical implementation steps for integrating reusable, domain‑specific Skills into an existing Agent system, covering both local and distributed deployments with Redis‑based versioning and sandboxed execution.

AgentLLMMeta-Tool Pattern
0 likes · 14 min read
Step‑by‑Step: Adding Skill Capabilities to Your Agent System
Efficient Ops
Efficient Ops
Jan 26, 2026 · Artificial Intelligence

Why AI Skills Will Redefine Agents Beyond MCP

This article explains how AI Skills serve as structured knowledge bases that complement, rather than replace, Model Context Protocols, enhance Retrieval‑Augmented Generation, and drive three major trends—standardized agent stacks, low‑code knowledge engineering, and the emergence of personal AI agents.

AI agentsAI ecosystemKnowledge Engineering
0 likes · 8 min read
Why AI Skills Will Redefine Agents Beyond MCP
Alibaba Cloud Developer
Alibaba Cloud Developer
Jan 22, 2026 · Artificial Intelligence

How to Build a Prompt‑Optimizer Skill for Claude Using AI Coding Tools

This article explains the common difficulties of writing effective prompts, introduces the open‑source prompt‑optimizer skill that automatically selects and refines professional prompt frameworks, and provides step‑by‑step instructions for preparing materials, packaging the skill for Claude and Chrome, and installing it via GitHub repositories.

AI codingClaudeGitHub
0 likes · 10 min read
How to Build a Prompt‑Optimizer Skill for Claude Using AI Coding Tools
Frontend AI Walk
Frontend AI Walk
Jan 9, 2026 · Frontend Development

From Pitfalls to Skill: Implementing a Peekable Horizontal Card Swipe with Vant

This article walks through common issues when using Vant's van-swipe for a horizontal card list—such as the last card being clipped and the peek effect being hidden—and presents a three‑layer nesting solution with detailed CSS, Vue code, a self‑test checklist, and a reusable skill definition to streamline future development.

FrontendSkillVant
0 likes · 15 min read
From Pitfalls to Skill: Implementing a Peekable Horizontal Card Swipe with Vant
Architecture and Beyond
Architecture and Beyond
Dec 7, 2025 · Artificial Intelligence

How to Turn Industry Workflows into Actionable Skills with Claude

This article explains Claude's Skill system, how Skills differ from prompts, the concept of industry Workflows, the boundaries between Skills, Tools, and MCPs, and provides a step‑by‑step guide for designing Skills, wrapping legacy systems into Workflows, and building a hybrid Workflow‑plus‑Agent architecture for reliable, auditable automation.

AIAgentClaude
0 likes · 18 min read
How to Turn Industry Workflows into Actionable Skills with Claude
Instant Consumer Technology Team
Instant Consumer Technology Team
Dec 5, 2025 · Artificial Intelligence

Transform Complex Prompts into Reusable AI Skills and Hook DeepSeek into Claude Code

This article explains how to replace cumbersome, city‑specific prompt strings with modular AI Skills, demonstrates the food‑diorama‑skill that generates 3D gourmet dioramas, and provides a step‑by‑step guide for connecting the DeepSeek V3.2 model to Claude Code using environment variables or the CC Switch GUI.

AIClaudeDeepSeek
0 likes · 8 min read
Transform Complex Prompts into Reusable AI Skills and Hook DeepSeek into Claude Code
Java Tech Enthusiast
Java Tech Enthusiast
Oct 25, 2025 · Artificial Intelligence

How Claude’s New ‘Skills’ Transform AI Agents and Outpace MCP

Anthropic’s recent addition of Skills to Claude introduces a modular, metadata‑driven approach that lets AI agents load specific capabilities on demand, offering a more efficient alternative to MCP’s context‑heavy tool integration and promising scalable, progressive disclosure for specialized workflows.

AI agentsAnthropicClaude
0 likes · 6 min read
How Claude’s New ‘Skills’ Transform AI Agents and Outpace MCP