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How to remember the new words you read

Context makes vocabulary memorable. AI makes it understandable. SRS makes it stick.

The real problem is the gap, not your memory

You meet a word, understand it for a moment, and never see it again. Days later it's gone — and you blame your memory. But forgetting a word you encountered exactly once is not a defect; it is your brain doing precisely what it should, letting go of information that never proved worth keeping. The forgetting curve isn't a flaw to overcome so much as a signal you have to answer.

So the way to remember words from reading is not harder memorization. It is closing the gap between the first encounter and the second — meeting the word again, on purpose, before it fades. Everything below is about making that second meeting actually happen.

Why look-it-up-and-move-on fails

The usual workflow is to look a word up and keep reading. It feels productive, and it does get you through the sentence — but it builds nothing. The lookup answers the immediate question and then disappears, with no record of the word, no trace of the sentence, and no plan to ever see it again.

Saving the word into a list is better, but only barely, if the list is just words and definitions. A bare entry strips away the one thing that made the word learnable — the sentence you met it in — and turns it into trivia you'll skim past. To retain new vocabulary, you have to keep the context, not just the term.

Capture it the moment you meet it

Words you mean to look up later are words you lose; the sentence is already gone by the time you circle back. Capturing in the moment — with the surrounding sentence attached — is the single most important step, because the context is captured while it's still in front of you.

Capecho makes that one shortcut. Rest your cursor near the word on your Mac and press it; macOS's on-device text recognition reads the word and its sentence, even in subtitles or PDFs you can't select, and returns just the text — the screen image never reaches Capecho. A preview shows the word, your sentence, and a meaning; you edit anything that's off and press Enter to save. There's no copying into another app and no card to build.

Understand it well enough to be worth keeping

A word you saved but never really understood is a word you'll fail to recall. Memory holds onto meaning, so the quality of that first understanding matters as much as the act of saving.

Capecho's free, unmetered word explanation gives you the core meaning and part of speech right in the preview, with distinct senses, pronunciation behind a calm expand, and a handoff to the macOS system dictionary for the full entry. When the specific usage is the puzzle, the optional in-context explanation reads the word as it sits in your sentence — metered, free up to ten a day (unlimited on Pro), and reaching that limit never blocks saving or reviewing anything else.

Let it come back on a schedule

This is the step that actually defeats forgetting. Spaced repetition brings each word back at widening intervals, timed to surface just before you'd lose it — early and often for a shaky word, rarely for one that's settled. Each successful recall pushes the next review further out, so a word you genuinely know stops costing you time.

In Capecho, every saved word becomes an FSRS card fronted by your own sentence with the word highlighted, and you rate it Forget, Hard, Good, or Easy. The schedule adapts to those ratings, so the words you find hard come back sooner and the easy ones fade into the background — no decks to organize, no intervals to set by hand.

What a review actually looks like — and where

A review is short and self-paced: a card shows the sentence you read with the new word highlighted, you try to recall what it means, then rate how well you knew it. It tests recognition in the same kind of context where you'll meet the word for real, which is why it transfers back to reading instead of staying trapped on a flashcard.

Today you do this on your Mac, where you also capture. A phone review companion is coming, so the words you gathered while reading will resurface in the idle minutes of your day. And if you'd rather review in a tool you already trust, Capecho exports your context-rich words to Anki and CSV anytime — it's a complement to the spaced-repetition habit, not a replacement for it. Capture in the moment, understand it well, and let the schedule do the remembering: that's how you stop forgetting new words.

Download Capecho for Mac.

Capture a word the moment you meet it, understand it in a popover without breaking your flow, and echo it back right before you'd forget — no deck-building, and the core loop stays free.

  • On-device OCR
  • Free core loop
  • Anki & CSV export

Available now on Mac — the iPhone review companion is coming.