KNOWLEDGE NOTES

Knowledge Notes

Explore curated knowledge, course notes and methods, with their existing content and sources preserved.

This index lists complete English editions. Additional Chinese notes and bilingual updates remain available in the Chinese index.

350knowledge notes
AI Engineering / Cross-source synthesis

Claude Skill Engineering (Cross-Author Thematic Synthesis)

A synthesis of Skill engineering across 7 perspectives. newtype Lao Huang (Super Analyst three-piece set + Sequential Thinking + 7-Stage Workflow) / Wang Kai (three major pitfalls of Skill + writing Skills in code + IFS + SillyTavern 7 stages) / Xiaohongshu vibecoding (advantages over N8N + calling local services + Vibe Marketing + IELTS three-piece set) / Lao D (SKILL.md + references/ + Git version management) / Anthropic official (Skill format = zip bundle = SKILL.md + references + scripts) / **zara Zhang Zala (opinionated distribution school + Centrally fetch locally Remix + Frontend Slides 16k+ stars + Fork > PR + Skill > SaaS)**. Covers the boundaries between Skill vs MCP vs Sub-Agent, rule applicability scope, memory cross-contamination, and the problem that more Skills lead to more conflicts.

AI WorkflowsSkill EngineeringAutomation orchestrationEnglish edition