Information is becoming the raw material of everyday work, but folders were never designed for everything people save now.
A flood of useful information
Articles, screenshots, PDFs, threads, and notes create more context than a folder hierarchy can comfortably hold.
We cannot file fast enough
Manual naming and sorting add friction at the exact moment curiosity should be moving forward.
A new path back
Full-text indexing recovers exact language. Semantic search helps when you remember the idea instead, while source metadata lets you verify the result before using it.
A practical decision
| Remembered clue | Start with | Verify in the result |
|---|---|---|
| Exact wording | Full-text search | The passage and source |
| General idea | Semantic search | Why the match is relevant |
| Project or event | Context filters | Date, owner, and format |
Check the result
- A known item appears in a test search.
- The result exposes its original source.
- Scanned text has been checked for OCR errors.
- A semantic match is opened before it is cited.
An important limit
Semantic similarity is not factual support. Treat each match as a lead and verify the exact source before using it as evidence.
