# knowledge-management

Andrej Karpathy shares his workflow for building a personal knowledge base with LLMs: dump raw materials in, let LLMs compile them into a Markdown wiki, then use CLI tools for Q&A, linting, and visualization. He thinks there's room for an incredible new product here.

In his full blog post, rodspeed lays out six ways to treat Claude Code as a general-purpose automation system rather than a code editor: manufacturing fresh eyes, meta-skills, freshness-aware search, conversation harvests, structured memory, and session handoffs. The deeper lesson is to look for workflows that can be framed as read, filter, decide, and present.

Chapter 4 of Simon Willison's Agentic Engineering Patterns: Hoard Things You Know How to Do. Core thesis: every problem you've solved should leave behind working code, because coding agents can recombine your old solutions into things you never imagined.

The original article builds a personal AI content factory with Obsidian + Claude. We rewrite it from a Tech Lead's perspective — managing a 6-person backend team with an AI-native doc system called orion-dev-doc.

Obsidian v1.12 ships an official CLI that lets you control your entire vault from the terminal. On the surface it's a power user tool — underneath, it's paving the road for AI agents. This article covers the full CLI command reference and demonstrates real Claude Code + Obsidian CLI workflows.

When AI processes your notes by just 'reorganizing' without 'transforming,' it's expensive copy-paste. The Cornell Notes methodology pointed this out long ago: passive copying isn't the same as learning. Your AI summarizer falls into the same trap.

The key to going from 'AI user' to 'AI master': turn fragmented AI usage into a systematic workflow. Build a complete system with Claude Code for memory, content reuse, and methodology accumulation.

Humans have Tools for Thought like Obsidian. Claude needs an AI-native version. Build a knowledge graph using markdown, wiki links, hooks, and subagents where agents can actually think.

Meetings used to be overhead. Now yapping (chatting/rambling) is work. When my colleague and I 'chat' about a project, we record it. An hour later, the transcript is processed, and suddenly: we have docs, feature ideas are in the backlog, decisions are captured with reasoning, project status is updated. Yapping IS Work.

Heinrich's six-part tutorial series: Building an AI agent thinking infrastructure with Claude Code + Obsidian. From vault basics to context engineering to meta layers — a complete knowledge management system.

Heinrich spent a year building an 'OS for thinking with AI': let Claude Code operate your Obsidian vault, extract concepts, link ideas, and build a living representation of your thinking. You don't take notes anymore — you command a system that takes notes.