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James' Growth Diary
James' Growth Diary
Jun 12, 2026 · Artificial Intelligence

Engineering Evaluation and Lifecycle Management for Smarter AI Skills

This guide explains how to use the Skill Creator tool to generate automated trigger tests, compare skill‑enabled versus baseline performance, continuously evaluate results, apply checklists, debug with a six‑step process, avoid six common anti‑patterns, and manage skill versioning and reuse so that AI skills become progressively smarter.

AI SkillAnti-patternsDebugging
0 likes · 21 min read
Engineering Evaluation and Lifecycle Management for Smarter AI Skills
dbaplus Community
dbaplus Community
May 16, 2026 · Artificial Intelligence

Can Your AI Skill Pass? An 8‑Dimension Quantitative Evaluation Framework

This article introduces an eight‑dimension quantitative framework for assessing AI Skills, detailing each metric—from metadata quality to scope focus—explaining weighted scoring, demonstrating evaluations on real Skills and comparative cases, and presenting a multi‑model cross‑validation process with four execution strategies to turn subjective judgments into measurable grades.

AI SkillEvaluation FrameworkExecution Strategy
0 likes · 16 min read
Can Your AI Skill Pass? An 8‑Dimension Quantitative Evaluation Framework
Architect's Ambition
Architect's Ambition
Apr 20, 2026 · Artificial Intelligence

How to Turn GitHub‑Trending AI Skills into Real‑World Agents with Knowledge Distillation

The article explains why generic AI is insufficient, defines a Skill as the minimal unit of specialized AI, and details a three‑layer knowledge‑distillation methodology—knowledge, logic, style—to build practical person‑ and book‑based AI Skills, illustrated with a complete Wang Yangming Skill implementation and common pitfalls.

AI SkillAgent Developmentbook AI
0 likes · 12 min read
How to Turn GitHub‑Trending AI Skills into Real‑World Agents with Knowledge Distillation
macrozheng
macrozheng
Apr 19, 2026 · Artificial Intelligence

How a Beijing Dumpling Shop Turned Its Menu into an Open‑Source AI Skill

A Beijing dumpling restaurant has open‑sourced an AI Skill that lets assistants query its location, menu, Wi‑Fi password and more via the MCP protocol, and the article explains the skill’s capabilities, technical implementation, and step‑by‑step usage instructions.

AI SkillChatbot IntegrationMCP protocol
0 likes · 5 min read
How a Beijing Dumpling Shop Turned Its Menu into an Open‑Source AI Skill
Didi Tech
Didi Tech
Apr 9, 2026 · Artificial Intelligence

How DiDi’s OpenClaw Skill Automates Ride‑Hailing: Design, Challenges & Lessons

The article details the creation of the didi-ride-skill for OpenClaw, explaining how a single voice command triggers a full ride‑hailing workflow, the underlying MCP toolset, engineering trade‑offs such as file splitting, attention handling, cron isolation, key management, testing strategies, and future roadmap.

AI SkillMCPOpenClaw
0 likes · 16 min read
How DiDi’s OpenClaw Skill Automates Ride‑Hailing: Design, Challenges & Lessons
Geek Labs
Geek Labs
Apr 9, 2026 · Artificial Intelligence

Digital Survival Guide: Cyber Immortality and Anti‑Distillation

The article reviews three open‑source GitHub projects—nuwa.skill, yourself‑skill, and anti‑distill—that aim to distill a person’s thinking into AI‑driven digital twins, explore practical examples, and discuss how such tools can preserve personal knowledge while preventing corporate exploitation.

AI Skillanti-distilldigital immortality
0 likes · 5 min read
Digital Survival Guide: Cyber Immortality and Anti‑Distillation