Use cases · The research pile

Twenty sources.
One brief that cites them.

The hard part of research is not reading. It is holding twenty things in your head at once, and being able to say where a claim came from three weeks later when somebody challenges it.

LumenNotesLumenDocsLumenPDFLumenSheets

What you start with

  • A folder of papers, reports and saved articles
  • Your own notes, in the pages where you were thinking
  • An export or two that nobody has looked at properly
  • A brief due to someone who will ask “says who?”

What you say

Read everything in this folder and my notes on it, and write me a brief on what they agree and disagree about — with the source for each point.

One message. LumenAgent plans the run, asks before anything leaves your machine, and shows each step as it happens.

What it does

  1. 1
    It reads the pile

    PDFs, documents, spreadsheets and your own note pages, from your disk. Long documents are read in passes rather than skimmed.

  2. 2
    It finds the shape

    What the sources agree on, where they conflict, and what none of them addresses — which is usually the most useful of the three.

  3. 3
    It writes the brief with sources attached

    Each claim carries where it came from, so the brief survives being questioned.

  4. 4
    It builds the comparison

    Where sources disagree on a number, they go side by side in a sheet rather than being averaged into a sentence.

  5. 5
    Your notes stay yours

    Nothing rewrites the pages you were thinking in. The brief is a new document; your notes are untouched.

  6. 6
    And it stays findable

    Everything is in the same full-text search afterwards — your notes and the sources together, with wiki-links and backlinks between the pages you connected by hand.

What you are left holding

Real files, in the formats other people expect. Open any of them and keep working — nothing here is a screenshot of an answer.

The whole run is one undo. If it took a wrong turn, one click puts every file back the way it was. Nothing is committed anywhere until you say so.

Then stop doing it by hand

Research is rarely a single event. If you track a subject continuously, save the run and point it at the folder again when it grows — the brief updates instead of being rewritten. Notes made along the way stay linked, so the reasoning is still there next quarter.

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Questions

How good is the search afterwards?

Full-text search across your notes and library is instant and local. There is also semantic search — asking in your own words rather than by keyword — which needs an account and a network connection, because the embeddings are not computed on the device yet.

Are my notes encrypted?

Notes are encrypted at rest using your operating system’s keychain, and the notes index is held in memory so the ciphertext never lands on disk in searchable form.

Will it overwrite my own writing?

No. AI output goes into new documents. Your note pages are edited by you.

Can I link sources to my notes?

Yes — wiki-links between pages, with backlinks generated automatically, so you can walk the connection from either end.

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