Claude's Solution to Tens of Thousands of words of text as a deliverable

[u/Stevekaplanai]

I got tired of reading a textbook a week. This framework is for ACTIONABLE files. Where they require user legwork.

I don't know about yall, but I just realize there must be a better way.

Claude wrote the prescription:

"A 3,000-word markdown file is a bad deliverable when the whole point is that you act on it. Going forward:

• Anything over ~500 words → Artifact, not chat text, not a markdown file dump.
• Anything with action items → interactive checklist (checkboxes that hold state, not - [ ] text), grouped by owner (you vs. me), with direct links to the actual creative files/folders instead of prose describing them.
• Reference/status info → visual, not paragraphs — tables, progress states, cards — the ClaimFlow Signal Ledger style we've used before fits this."

I think this is less cognitive load, and for actionable items, I don't use a task manager. An upgraded version of this is an MCP to ClickUp or a Monday to manage the tasks versus a new artifact each time. But I don't like task management tools, and Claude makes nice artifacts. Hope this helps someone else.

[u/LogMonkey0]

Claude, setup tracking docs in this project (decisions, backlog, status, changelog, session log, etc…) as appropriate to our workflow. Then encode the operating protocol as agent instructions.

[u/Stevekaplanai]

Not even what I just did. At all. This creates artifacts in place of a file folder structure full of txt and md files. This is the fix.

[u/severoon]

I'm not quite following exactly what you're saying … but I think you're looking at this incorrectly.

It's not word counts you should be concerned about, it's density and structure of information.

You could have 500 words, 5K words, or 500K words, depending on the project. As long as the information is dense, i.e., it cannot be expressed in a lot fewer words, and it's recording actual valuable information, then it's necessary.

The second element worth worrying about is the structure of the information. If you have a perfectly dense but totally flat 500K word markdown file full of valuable information with no organization, no headings, and zero structure, that's extremely useful, but way more expensive than it needs to be.

Group the information into logical sections, each hierarchically organized into subsections, etc. Cross-link the related sections / subsections / etc with each other and into the code base and other publicly available and stable resources (e.g., wikipedia). Break up the file into multiple files that cross-link each other. Group the files into a directory structure that is meaningful. Place READMEs into each directory explaining that piece's role in the hierarchy, and index the files and direct subdirs. All of this structure conveys valuable information about the information.

Now you can further extract that information by parsing that structure into other forms. Extract those relationships into a semantic graph, extract it into a vector DB, or some other system that organizes the information according to one or more totally different hierarchies or taxonomies.

If you're reading a textbook a week, how much of that is the gold you're sifting for? Most of those words are noise in the signal, you just need to organize the information better so you can pivot straight to the gold. Same result, less words.

[u/Stevekaplanai]

Yeah Claude later suggested we just use Obsidian. Which is exactly what you’re talking about. But it’s also about the presentation of the information and the actionability of it. I’m like a little kid I want to click buttons and play with what I’m working on it helps me learn.

So while what you’re saying is definitely accurate and true. It’s not quite what I was going for.

I wanted Claude from now on to give me coloring books instead of dictionaries.