Personal knowledge base
Personal knowledge management has a survival problem. People build elaborate Notion second brains, abandon them in three months, switch to Obsidian, abandon that, end up with three half-finished systems and zero net benefit. The systems that survive share two properties. They're easy to capture into, and the act of resurfacing happens automatically instead of requiring discipline.
The posts here are about what those long-running PKMs look like. How people who've been running a personal knowledge base for years actually use it day to day (spoiler: almost never via manual browsing, almost always via search or AI lookup). What capture habits compound versus which ones decay. How to structure a vault so the cost of adding a new note is near zero, even if the cost of retrieving it later is also near zero. How AI changes the math entirely. When an LLM can read your whole knowledge base, the structure matters far less than the capture rate.
You'll also find more opinionated takes here. The case against folders. The case for backlinks over tags. The argument that the second-brain era ends the moment LLMs can read raw markdown directly. Pick the ones that match your stage.
15 articles in this topic
## articles
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Claude + Obsidian: The 2026 AI Knowledge Base Setup
Connect Claude to your Obsidian vault in 5 minutes. Your AI finally reads your notes, web clips, and research — not just the current chat. Step-by-step MCP guide.
· #claude · #obsidian · #ai -
Markdown Wikis Are Replacing RAG — Karpathy's Pattern Explained
A folder of Markdown files beats a vector database for personal knowledge. Why Karpathy's post-RAG pattern works, when to use it, and how to build one in 15 minutes with Save Vault.
· #rag · #llm · #knowledge-base -
Karpathy Uses Obsidian Web Clipper. Save Vault Does the Same Thing — With Claude Built In
Andrej Karpathy's viral LLM Knowledge Base workflow needs a web clipper, a folder, and an MCP server. Save Vault is all three, in one toggle.
· #ai · #llm · #knowledge-base -
Save Vault Is a Wiki Builder for the Claude Era
Stop thinking of Save Vault as a folder of clippings. With the new Claude connection, it's a living wiki that compiles itself — the pattern Karpathy went viral for, without the setup.
· #wiki · #knowledge-base · #claude -
Build a Personal LLM Knowledge Base in 15 Minutes (2026)
The simplest AI knowledge base: a folder of Markdown files, read by Claude or ChatGPT directly. Smarter than RAG, zero database, 15 minutes to set up. Full Karpathy-style playbook.
· #ai · #llm · #knowledge-base -
How AI Agents Use Your Obsidian Vault in 2026 (MCP + Markdown)
Connect AI agents like Claude Code to your Obsidian vault via MCP. Turn your saved Markdown notes into context that makes AI smarter about your work.
· #obsidian · #ai · #mcp -
Obsidian Daily Notes + Web Clipping: A Simple System That Works
Combine Obsidian's Daily Notes with web clipping for a lightweight knowledge capture system. Clip articles, log insights, and build context over time.
· #obsidian · #daily-notes · #workflow -
Query Your Saved Web Content With Obsidian Dataview
Use Obsidian's Dataview plugin to search, filter, and visualize web content saved as Markdown. Build dynamic dashboards for your clipped articles and research.
· #obsidian · #dataview · #plugins -
PARA Method in Obsidian: Organize Your Web Clips Like a Pro
Use the PARA method (Projects, Areas, Resources, Archives) to organize web content saved to Obsidian. A practical guide to clipping and filing with purpose.
· #obsidian · #para · #pkm -
7 Obsidian Plugins That Make Web Clipping Actually Useful (2026)
The best Obsidian plugins for organizing, querying, and connecting web content saved as Markdown. Turn saved articles into a working knowledge system.
· #obsidian · #plugins · #workflow -
Obsidian Web Clipper vs Save: Which Produces Better Markdown?
Compare Obsidian's official Web Clipper with Save for converting web pages to Markdown. Side-by-side test of output quality, AI features, and vault integration.
· #obsidian · #web-clipper · #comparison -
The Zettelkasten Web Research Workflow for Obsidian
Build a Zettelkasten knowledge system in Obsidian using web clipping. Turn articles, tutorials, and documentation into atomic notes that compound over time.
· #obsidian · #zettelkasten · #pkm -
How to Save Notion Pages as Markdown
Convert Notion pages to clean Markdown files. Export notes, databases, and wikis as portable Markdown for Obsidian, AI tools, or offline use.
· #notion · #notes · #pkm -
Build Your Second Brain with Markdown: Obsidian, Notion & Logseq Guide (2026)
The complete guide to building a second brain with Markdown. Save web content to Obsidian, Notion, or Logseq with one click. Includes AI integration tips for 2026.
· #second-brain · #pkm · #obsidian -
Obsidian vs Notion in 2025: Which Is Best for Your Markdown Workflow?
Compare Obsidian and Notion for note-taking and knowledge management. Learn how to import web content to both tools. The complete comparison guide.
· #obsidian · #notion · #comparison