Zettelkasten
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CODE: The Four Stages of a Note
Yesterday I walked through the history of the second brain, the 500-year arc from glued paper slips to LLM-readable vaults. Today I want to zoom in on one piece of it: CODE, Tiago Forte’s four-stage life cycle of a note. If PARA is where things go, CODE is what you do with them. It’s the process half of his methodology from Building a Second Brain (2022), and it breaks down into four moves.
- C: Capture. Get ideas out of your head and into the system. Don’t filter, collect.
- O: Organize. Sort captured notes by actionability, not topic.
- D: Distill. Refine notes over time so each one gets denser and more usable.
- E: Express. Actually use the knowledge. Write, build, decide, share.
Let me give you an example of each.
Capture
You record ideas, quotes, links, and observations as they happen, straight into a temporary inbox. The one rule here is that you don’t organize while you capture. Sorting mid-thought kills the flow. Just get it out of your biological brain and into a note, and don’t worry about where it lives yet.
How you do it doesn’t matter much. Quick-capture apps, web clippers, voice memos, a daily notes file, whatever has the least friction. Capture first, organize later. That’s the whole rule.
Organize
This is where you move inbox items into the right place, and Forte’s twist is that you sort by actionability instead of subject. A note about React hooks doesn’t go in a “programming” folder. It goes into the project it serves, or into Resources if it’s reference material, or into Archives if the project is already done.
Organize is also where everyone’s opinions start to diverge. PARA imposes folders. Zettelkasten throws folders out entirely and organizes by links and unique IDs. There’s no single right answer, and most people end up mixing both.
Distill
This is Forte’s signature move, also called progressive summarization. You read a note and highlight the key passages. On a later pass, you bold the best of those highlights. On an even later pass, you write a short summary of the bolded parts in your own words. Each pass makes the note denser and faster to reuse. You’re building a highlight reel of your own past thinking.
The catch is that aggressive summarizing strips context, and there’s real debate about how far to take it. In the age of AI this matters more, not less. If you compress a note down to three bullet points, you’ve thrown away the surrounding detail that a model (or future you) might need. Distill, but don’t shred.
Express
Express is the payoff, and it’s the stage most note systems quietly skip. You turn distilled notes into output: a blog post, a decision, some new code, a presentation, a reply to an email. This is the part that makes the thing a brain and not a filing cabinet. A filing cabinet stores. A brain produces.
By making Express an explicit, named stage, Forte is fixing the most common failure mode of note-taking, which is collect-and-forget. You hoard articles you never reread and clip quotes you never use. Naming the output step forces the question: what is any of this actually for?
And, by the way, congratulations. You now have yet another thing to maintain.
CODE vs. Zettelkasten
CODE isn’t the only game in town, and it’s worth seeing it next to the other big approach.
CODE (Forte) Zettelkasten Organizing principle Actionability (PARA folders) Links + unique IDs Note shape Action-oriented, distilled Atomic, linked Structure Imposed folders Emergent graph Goal Produce output Think with a partner In practice people combine the two. PARA folders for where things go, wikilinks for how they connect. You don’t have to pick a team.
Why it works
Strip away the acronym and three things are doing the actual work here:
- External cognition. Offloading capture frees your biological brain to think instead of remember.
- Spaced encounter. Each distillation pass re-exposes you to old ideas in a new, denser form.
- Output bias. Making Express a real stage counters the collect-and-forget trap.
That’s CODE. Four letters, one honest goal: not to hoard your thinking, but to ship it.
I’d appreciate a follow. You can subscribe with your email below. The emails go out once a week, or you can find me on Mastodon at @[email protected].
Sources
- Tiago Forte, Building a Second Brain (2022). The CODE workflow (Capture, Organize, Distill, Express) and its relationship to PARA.
- The PARA Method: Building a Second Brain. PARA’s four categories (Projects, Areas, Resources, Archives) and the actionability-over-topic sorting principle.
- Tiago Forte, “Progressive Summarization” (Forte Labs, 2017). The layered highlight/bold/summarize technique that the post calls “Distill.”
- Zettelkasten (Wikipedia). The link-and-unique-ID organizing principle, atomic notes, and emergent graph structure contrasted with PARA in the comparison table.
- Niklas Luhmann (Wikipedia). Luhmann’s description of his Zettelkasten as a “thinking partner” (the “Think with a partner” row of the table).
Second brain Note-taking Zettelkasten Knowledge management Para
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A Brief History of the Second Brain
The phrase “second brain” is glued to Tiago Forte and the productivity wave of the 2010s. But the ambition behind it is nearly five centuries old, and the method is a lot older than the name. So let’s walk the timeline, because the story is more interesting than the buzzword.
It Starts With Slips of Paper
Go back to antiquity and you’ll find people keeping personal notebooks of quotes, recipes, and observations. The commonplace book. Nothing fancy, just a place to park the ideas worth keeping.
Things get more systematic in the mid-1500s. A naturalist named Conrad Gessner suggested cutting notes into individual slips and gluing them onto sheets so you could rearrange and reassemble ideas from pieces. That modular instinct, breaking knowledge into movable units, is the seed of what the Germans would later call the Zettelkasten, the “slip box.”
About a hundred years later, Thomas Harrison built the Arca Studiorum, the “ark of studies.” It was a literal cabinet where paper slips hung on labeled metal hooks, sorted by subject. The design was published posthumously by Vincent Placcius in 1689, which makes it one of the first documented personal knowledge devices. Leibniz reportedly relied on it for one of his projects. A hundred years after that, Carl Linnaeus was working with standard-sized paper slips, over a thousand of which survived. Basically the index card before the index card existed.
For roughly 300 years this stayed a scholarly habit. Researchers, clergy, naturalists, the PhD crowd. Not something the general public thought about.
The Idea Goes Electric (In Theory)
In 1945, Vannevar Bush wrote an essay in The Atlantic called “As We May Think,” and described the Memex: a desk-sized microfilm machine that would store all of your books, records, and correspondence, with mechanical “associative trails” linking related items together. It never got built. But read that description again and tell me it doesn’t sound like every linked-notes tool we use today.
Then comes the patron saint of the second brain: Niklas Luhmann. From the 1950s onward he built a Zettelkasten of around 90,000 index cards over four decades. Each card got a unique ID, each linked to others by ID, a physical knowledge graph made of paper. Out of it came dozens of books (some counts say 70) and hundreds of articles. He described the system as a thinking partner he could have a conversation with. His archive was digitized and put online in 2019, so you can go poke around in it.
Luhmann wasn’t a one-off. The 20th century is full of scholars running the same playbook:
- Walter Benjamin (Arcades Project, 1927-1940)
- Roland Barthes (12,250 cards)
- Hans Blumenberg (30,000+ cards)
- Arno Schmidt (100,000+ cards for Zettels Traum)
- Mario Bunge (70 books, 540 articles out of his card files)
The Computer Was Supposed to Be the Second Brain
Through the 1980s to the 2000s, we still didn’t have today’s vocabulary. We had the PIM, the personal information manager, and the PKM, personal knowledge management. The personal computer itself was pitched as the thing that would know everything about you.
Apple, Xerox, and Microsoft all took a swing:
- NoteCards (Xerox PARC, 1985) was modeled directly on 3×5 index cards with typed links, an early hypertext take on the slip box.
- HyperCard (Apple, 1987) handed people a hypertext stack system, and its card metaphor was a straight callback to the Zettelkasten. It’s also what inspired Ward Cunningham to build the first wiki in 1994.
- Outliners like MORE, Ecco Pro, and Lotus Agenda chased hierarchical thought.
- OneNote (Microsoft, 2003) was the first mass-market freeform digital notebook.
- Evernote (2008) nailed the capture half with “remember everything,” but stayed folder-and-tag based, never a graph.
Zettelkasten Goes Public
In 2017, a writing coach named Sönke Ahrens published How to Take Smart Notes. He translated Luhmann’s dense German academic method into plain English for students and knowledge workers, and put the slip-box workflow, capture, permanent notes, link, develop, in front of a non-academic audience for the first time.
Almost in parallel, Tiago Forte coined the modern “second brain” and aimed it squarely at the everyday knowledge worker. Through Forte Labs he taught PARA (Projects, Areas, Resources, Archives), an action-oriented filing system that rejects the Dewey Decimal instinct, and the CODE workflow (Capture, Organize, Distill, Express) for the life cycle of a note. The 2022 book Building a Second Brain turned it into a movement.
From Folders to Graphs
Then the tools caught up to Luhmann. Roam Research (2020) made bidirectional links the whole point. Its early adopters were overwhelmingly academics, PhD students, and writers, and they showed everyone what diligent linking actually buys you.
Obsidian launched around the same time and is what most people picture now. Local-first, plain markdown, bidirectional links, a huge plugin ecosystem, and a motto that matters: your data is yours. That’s the real pitch. With Roam, Evernote, or Notion you can get your data in, but getting it back out in a format you own is a different story. You’re renting access to your own thinking. Obsidian doesn’t do that. It’s just markdown files on your disk. For my money that makes it the default, and everything with lock-in is a harder sell.
Either way, the shift is the headline: we moved from folders and notebooks to graphs. Links and backlinks. The knowledge graph stopped being a Luhmann eccentricity and became the norm.
And Now You Hook It Up to an LLM
Which brings us to right now. Somewhere around 2023, people started asking the obvious question: what if you point a language model at your second brain? The best way I’ve found is through a CLI-based agentic harness like Claude Code, pointed at your notes. I’ve been running Claude Code against my own vault for over a year, and the same approach works with other agentic coders. OpenCode is good, and Google’s Antigravity (Gemini) has been pretty good too.
There are different strategies for structuring a vault so an agent can read and extend it, and I’ll dig into those in a future post. One you may have heard of is Karpathy’s recent “LLM wiki” idea, which isn’t just about plugging an LLM in, it’s an opinion about how to structure the vault so the model works well with it.
That’s the real evolution. For 500 years the second brain was storage you read from. Now it’s becoming something that reads and writes back.
Era Metaphor Key figure/tool What it solved 1540s-1890s Card file / commonplace book Gessner, Harrison, Linnaeus Modular scholarly notes 1945 Memex (associative trails) Vannevar Bush The idea of external memory 1950s-1990s Zettelkasten (linked slips) Niklas Luhmann Memory as a thinking partner 1980s-2000s PIM (folders, notebooks) HyperCard, OneNote, Evernote Digital storage 2010s Methodology + capture Tiago Forte (BASB, PARA/CODE) A repeatable workflow 2020-22 Knowledge graph Roam, Obsidian Connection over hierarchy 2023- Agent-readable wiki LLMs, Claude Code, Karpathy Active synthesis Gessner was gluing paper slips onto sheets so he could rearrange his ideas. We’re doing the same thing. We just gave the slip box a way to talk back.
I’d appreciate a follow. You can subscribe with your email below. The emails go out once a week, or you can find me on Mastodon at @[email protected].
Sources
- Vannevar Bush, “As We May Think,” The Atlantic, July 1945 — the Memex proposal.
- Memex — Wikipedia — background on the Memex device and its hypertext legacy.
- Zettelkasten — Wikipedia — Gessner’s glued slips, Harrison’s Arca Studiorum (published by Placcius, 1689), Linnaeus’s paper slips, and the 20th-century card-file users (Benjamin, Barthes, Blumenberg, Schmidt, Bunge).
- Niklas Luhmann — Wikipedia — the ~90,000-card Zettelkasten, digitized and put online by the University of Bielefeld in 2019.
- NoteCards — Wikipedia — the Xerox PARC hypertext system (1985) modeled on 3×5 index cards.
- HyperCard — Wikipedia — Apple’s 1987 hypertext stack system; Ward Cunningham traces the wiki concept back to a HyperCard stack.
AI Obsidian Second brain Note-taking Zettelkasten Knowledge management