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 / Newtype

newtype · Agent Architecture and Multi-Agent Orchestration

Huang Yihe's judgments and practical experience from 2024-04 to 2026-05 on the 5 key characteristics of Agent / Multi-Agent / Workflow / Agentic Workflow / Agent Native / CLI Agent / Multi-Agent Orchestration. Covers the fatal weakness of Manus / limitations of Claude Code Sub-agents / newtype Profile design / 3 rules for Agent delivery rate / three-layer framework for the AI era

Agent architectureMulti-agent orchestrationWorkflow designEnglish edition