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Agent Skill

18 articles · Page 1 of 1
Big Data and Microservices
Big Data and Microservices
Jul 24, 2026 · Artificial Intelligence

How to Write a Truly Usable and Effective Agent Skill

Agent Skills are structured prompt packages that encapsulate domain knowledge, steps, code, and safety constraints; this guide explains why many AI assistants fall short, presents research‑backed principles—progressive disclosure, locking down deterministic logic, procedural instructions, manual authoring, modular design—and offers concrete metrics, safety checks, and a publishing checklist.

AI WorkflowAgent SkillStructured Prompts
0 likes · 12 min read
How to Write a Truly Usable and Effective Agent Skill
Linyb Geek Road
Linyb Geek Road
Jul 14, 2026 · Artificial Intelligence

Understanding MCP, Skill, Harness, and Loop: A Deep Dive into the Four‑Layer AI Agent Architecture

The article breaks down the four‑layer AI Agent stack—MCP protocol, Agent Skill, Harness runtime, and Loop engineering—showing how each layer solves distinct problems, presenting benchmark data (e.g., a 25.7 pp SWE‑bench gain from Harness changes), security analyses, design trade‑offs, and a production checklist.

AI Agent ArchitectureAgent HarnessAgent Skill
0 likes · 26 min read
Understanding MCP, Skill, Harness, and Loop: A Deep Dive into the Four‑Layer AI Agent Architecture
Linyb Geek Road
Linyb Geek Road
Jul 4, 2026 · Artificial Intelligence

Iterative Development of Agent Skills: A Hands‑On Guide

This article explains the concept of Agent Skill as a modular, file‑system‑based knowledge asset for AI agents, outlines its three‑layer progressive disclosure architecture, details suitable and unsuitable scenarios, and provides concrete iterative development practices—including decision‑tree design, dual verification, and tool‑supported workflows—to turn expert expertise into reusable, zero‑dependency SOPs.

AI WorkflowAgent SkillSelf-Check
0 likes · 16 min read
Iterative Development of Agent Skills: A Hands‑On Guide
DaTaobao Tech
DaTaobao Tech
Jun 12, 2026 · Artificial Intelligence

Iterative Agent Skill Development: Turning Expert Knowledge into Zero‑Dependency SOPs

This article defines Agent Skill as a modular, file‑system‑driven knowledge asset, explains its three‑layer progressive‑disclosure architecture, outlines core features such as decision‑tree logic and dual verification, details suitable scenarios, and provides a step‑by‑step iterative workflow with concrete code snippets and tooling.

AI AgentAgent SkillIterative Development
0 likes · 14 min read
Iterative Agent Skill Development: Turning Expert Knowledge into Zero‑Dependency SOPs
Old Zhang's AI Learning
Old Zhang's AI Learning
Jun 2, 2026 · Fundamentals

Lightning‑Fast Open‑Source Local PDF Parser: LiteParse Processes 400‑Page PDFs in 1 Second

LiteParse, an open‑source Rust‑based local PDF parser from the LlamaIndex team, extracts text from a 400‑page PDF in about one second, offers multi‑language bindings, flexible OCR, bounding‑box output, and Agent Skill integration, while its limitations include basic table handling and complex layout support.

Agent SkillLiteParseLocal processing
0 likes · 9 min read
Lightning‑Fast Open‑Source Local PDF Parser: LiteParse Processes 400‑Page PDFs in 1 Second
SuanNi
SuanNi
May 27, 2026 · Artificial Intelligence

Can Agent Skills Be Trained Like Neural Networks? SkillOpt Demonstrates Success

SkillOpt treats an agent’s Skill document as a trainable external state, applying classic deep‑learning tools such as epochs, batch size, learning rate and validation gating, and in experiments across 52 benchmark units it lifts GPT‑5.5 performance by an average of 23.5 points while enabling cross‑model and cross‑environment transfer with no additional inference cost.

Agent SkillDeep Learning OptimizationLLM
0 likes · 11 min read
Can Agent Skills Be Trained Like Neural Networks? SkillOpt Demonstrates Success
AI Architecture Hub
AI Architecture Hub
May 6, 2026 · Artificial Intelligence

Google’s Five Core Agent Skill Design Patterns: Elevating Agent Skills to a New Design Paradigm

The article explains how, after format standardization removed the bottleneck for enterprise AI agents, the real challenge shifted to internal logic design, and presents five reusable Agent Skill design patterns—Tool Wrapper, Generator, Reviewer, Inversion, and Pipeline—complete with code samples, typical use cases, and best‑practice guidelines for combining and selecting them.

AI AgentsAgent SkillFastAPI
0 likes · 18 min read
Google’s Five Core Agent Skill Design Patterns: Elevating Agent Skills to a New Design Paradigm
Lin is Dream
Lin is Dream
Apr 29, 2026 · Artificial Intelligence

Where Do Agent Capabilities Come From? A High‑Frequency Skill Toolset for AI Agents

This article presents a practical collection of high‑frequency tools—including Python, Shell, SQL, Mermaid, Pandoc, curl, ImageMagick, and PlantUML—that can be wrapped as Agent Skills to give AI agents real execution power, illustrated with concrete prompts and scripts that cut manual work from hours to seconds.

Agent SkillAutomationImageMagick
0 likes · 13 min read
Where Do Agent Capabilities Come From? A High‑Frequency Skill Toolset for AI Agents
Fun with Large Models
Fun with Large Models
Apr 22, 2026 · Artificial Intelligence

How to Quickly Integrate Agent Skills in LangChain DeepAgents

This article provides a step‑by‑step guide to using Agent Skills in LangChain DeepAgents, covering the Skills directory structure, the four engineering steps (discovery, system‑prompt injection, progressive loading, execution), and two practical examples—a simple skill lookup and a complex docx‑processing skill—complete with code snippets and troubleshooting tips.

Agent SkillDeepAgentsFileSystemMiddleware
0 likes · 15 min read
How to Quickly Integrate Agent Skills in LangChain DeepAgents
Yunqi AI+
Yunqi AI+
Mar 25, 2026 · R&D Management

How to Build a Code Review Agent Skill: From Skeleton to Cost‑Effective Localization (Part 2)

This article walks through the complete process of creating a Code Review Skill for AI agents, covering skeleton definition, architecture‑ and coding‑rule derivation, business‑logic checks, unit‑test standards, context routing, token‑consumption analysis, cost‑optimisation tips, and how to extend the pattern to other skills.

Agent SkillCOLA ArchitectureContext Routing
0 likes · 16 min read
How to Build a Code Review Agent Skill: From Skeleton to Cost‑Effective Localization (Part 2)
ShiZhen AI
ShiZhen AI
Mar 22, 2026 · Artificial Intelligence

5 Google-Defined Agent Skill Design Patterns: From Tool Wrapper to Pipeline

Google's ADK team outlines five recurring Agent Skill design patterns—Tool Wrapper, Generator, Reviewer, Inversion, and Pipeline—each solving a concrete pain point, with advantages, suitable scenarios, and ready‑to‑use YAML prompt examples for building more effective AI agents.

AI AgentAgent SkillGoogle ADK
0 likes · 17 min read
5 Google-Defined Agent Skill Design Patterns: From Tool Wrapper to Pipeline
ShiZhen AI
ShiZhen AI
Mar 4, 2026 · Artificial Intelligence

Claude Skill-Creator Gets Major Update: Add Unit Tests to Your Agent Skills

Anthropic's new testing framework for Claude's skill‑creator lets non‑engineers write evals, run benchmarks, and perform A/B comparisons without coding, enabling clear verification of Agent Skill effectiveness, regression detection, and future‑proofing.

AI testingAgent SkillClaude
0 likes · 9 min read
Claude Skill-Creator Gets Major Update: Add Unit Tests to Your Agent Skills
AI Waka
AI Waka
Jan 23, 2026 · Artificial Intelligence

How to Build a Claude Code Agent Skill that Saves Hours with Project Memory

This guide explains how to create a Claude Code Agent Skill that records bugs, decisions, key facts, and issues in a structured markdown system, enabling AI assistants to retain project context across sessions, reduce repetitive debugging, and improve team productivity.

AIAgent SkillClaude
0 likes · 29 min read
How to Build a Claude Code Agent Skill that Saves Hours with Project Memory
xkx's Tech General Store
xkx's Tech General Store
Jan 13, 2026 · Artificial Intelligence

Beginner’s Guide to Agent Skills: How to Supercharge Your AI Efficiency

This article explains what Agent Skill is, how it is structured as a file‑based, standardized unit for Claude agents, walks through its three‑part definition, shows the step‑by‑step loading process (including a PDF‑processing example), and demonstrates practical usage that boosts AI efficiency.

AI AgentsAgent SkillClaude
0 likes · 10 min read
Beginner’s Guide to Agent Skills: How to Supercharge Your AI Efficiency
Qborfy AI
Qborfy AI
Jan 12, 2026 · Artificial Intelligence

Mastering Claude Agent Skills: Build Reusable AI Knowledge Packages

This guide explains how Anthropic Claude’s Agent Skills act as reusable, file‑system‑based knowledge packages that transform a generic AI agent into a domain expert, detailing their structure, on‑demand loading process, best‑practice creation steps, a concrete code‑review skill example, workflow automation, and comparison with MCP.

AI automationAgent SkillClaude
0 likes · 11 min read
Mastering Claude Agent Skills: Build Reusable AI Knowledge Packages
AndroidPub
AndroidPub
Jan 8, 2026 · Artificial Intelligence

Unlocking Anthropic’s Agent Skill: Build Reusable AI Task Assistants in 3 Steps

This article explains Anthropic’s open‑standard Agent Skill, how it serves as a reusable task specification for Claude, walks through creating a skill with metadata, instructions, and advanced Reference/Script features, and compares Skill with MCP to help developers choose the right tool.

AI automationAgent SkillAnthropic
0 likes · 11 min read
Unlocking Anthropic’s Agent Skill: Build Reusable AI Task Assistants in 3 Steps
Rare Earth Juejin Tech Community
Rare Earth Juejin Tech Community
Dec 29, 2025 · Artificial Intelligence

When to Use MCP vs Skill? Decoding AI Agent Extensions

This article explains the fundamental differences between Model Context Protocol (MCP) and Agent Skills, covering their design philosophy, technical architecture, token costs, security considerations, practical use‑cases, and how they complement each other in building powerful AI agents.

AI integrationAgent SkillFunction Calling
0 likes · 19 min read
When to Use MCP vs Skill? Decoding AI Agent Extensions