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 / Anthropic and Claude

First-Party Perspective from the Anthropic Engineering Team: Agent Engineering / Skills / MCP / Claude Code (2025–2026 Complete Collection)

25 hub wiki entries from the Anthropic engineering blog. Building Effective Agents framework (Workflow vs Agent + 5 patterns) + new Context Engineering paradigm (evolution of prompt engineering) + 4 categories of Harness design (single-shot / long-running single agent / long-running multi-agent / managed-decoupled) + 5 Tool design principles + Agent Skills open standard + Claude Code engineering (sandboxing / auto mode / best practices / 2 postmortems) + MCP evolution (code execution / DXT/MCPB / advanced tool use). 1-sentence index for all 25 posts. The Anthropic perspective is the "official first-party" layer in the [[wiki-ai-agent-architecture]] / [[wiki-claude-code-workflow]] series, cross-checked against third-party observations.

Agent engineeringSkillsMCPEnglish edition
AI Engineering / Newtype

newtype Skill System in Practice (Super Analyst v1/v2 + Super Writer)

A complete breakdown of 3 representative works in newtype's Skill system. Super Analyst v1 (intelligent selector for 12 analysis frameworks + integration with prompt-house-local MCP) / Super Analyst Pro 2.0 (7-Stage Workflow + dual Sequential Thinking + Bilingual Web Search + 3-level complexity adaptation) / Super Writer (Material Collection + 7 Style Analysis methods + 6 Writing Methodologies + triple Sequential Thinking). Each Skill is an engineering paradigm of "Sequential Thinking + MCP + framework library". It is the practical proof of the judgment "Skill-ification is the end state" in [[newtype-mcp]]

Agent SkillsMCPWorkflowsEnglish edition