GratisAIlearning · field guide · local-first · no account
flashcard queue triage

Project Daily Flashcard Review Minutes From New Card Additions — Free

Adding twenty-five new flashcards does not add twenty-five reviews: new cards cycle through multiple learning steps on day one. Weight new cards at three initial passes on top of due reviews and convert total passes into real study minutes.

The proof surface

Vocabulary recall cards format individual term prompts. This projects daily review-queue duration across decks by combining due reviews with multi-pass new-card learning steps.

Inputstudy deck | due review cards | new cards added today; average seconds spent per card pass
Rare deviceVocabulary recall cards format individual term prompts. This projects daily review-queue duration across decks by combining due reviews with multi-pass new-card learning steps.
Output artifactreview minutes required per row with transparent workings
Cost$0 · local-first · one free run · samples labelled
Sample, not your facts: Illustrative sample: Anatomy terms | 80 | 10; Pharmacology | 45 | 5. With average seconds spent per card pass set to 12, total deck minutes is 34.00 review minutes required.

Why the flat version breaks

Counting new cards as a single pass

New cards fail and repeat through intraday learning steps before graduating to tomorrow’s queue.

Adding new cards while a backlog grows

Today’s new cards become tomorrow’s due reviews and compound the queue.

Using an optimistic two-second card pace

Complex conceptual or cloze cards take far longer than simple word pairs.

How to work the flashcard queue triage

Enter due review cards per deck

Read the number of scheduled review cards waiting in each subject deck today.

Enter new cards you plan to introduce

Each new card requires three initial learning passes in this model before graduating, so 10 new anatomy cards add 30 passes to 80 due reviews (110 total passes).

Set your average seconds per card pass

Use your measured pace including reading the answer and grading recall. At 12 seconds per pass, 110 passes require 22 minutes.

Throttle new cards on flagged decks

Any deck exceeding 30 daily review minutes is flagged — dropping new Kanji cards to zero for a few days lets the review backlog clear before adding more.

What the flashcard queue triage replaces

QuestionBeforeVisible working
Counting new cards as a single passNew cards fail and repeat through intraday learning steps before graduating to tomorrow’s queue.Enter new cards you plan to introduce
Adding new cards while a backlog growsToday’s new cards become tomorrow’s due reviews and compound the queue.Set your average seconds per card pass
Using an optimistic two-second card paceComplex conceptual or cloze cards take far longer than simple word pairs.Throttle new cards on flagged decks

A local arithmetic aid replaces hand calculation, not expert review. No paid AI service is needed.

Run it on the samples, right here

FIRST-LOAD

Input is processed locally and a draft is saved automatically in this browser profile when storage is available. Reset to sample clears that draft; Pro history has its own clear button. A state link encodes your inputs in its URL: share only non-sensitive rows. Browser history, clipboard and anyone receiving the link may retain it. Optional AI use below leaves this device; it is not required.

Queue-time arithmetic using a three-pass new-card model and pace you supply. Not cognitive-science prescription; actual spaced-repetition intervals depend on your software settings and recall accuracy.

Data note: Everything runs in this browser tab on the flashcard queue triage: your study deck | due review cards | new cards added today stays on this device, nothing is uploaded, and the reading is rebuilt only when you press run.

Go deeper: the companion app files the same reading as a triage clipboard with three lanes

The article demo above runs without limits. The companion app keeps a local history, exports the rows as CSV, prints the flashcard queue triage reading, and holds your drafts on this device — one free run, then $ 4 one-time for the layer that keeps filing.

The flashcard queue triage reading is complete for free. The optional $4 layer adds print, row CSV and the last five local reading summaries; it does not add hidden answers. Checkout is not configured yet; the article demo remains unlimited.

Open the project daily flashcard review minutes from new card additions companion

Boundary

Queue-time arithmetic using a three-pass new-card model and pace you supply. Not cognitive-science prescription; actual spaced-repetition intervals depend on your software settings and recall accuracy.

What this is built on

Before: New cards fail and repeat through intraday learning steps before graduating to tomorrow’s queue. After: the flashcard queue triage shows the working beside each named row so the reader can change the assumption and inspect the consequence.

Optional AI formatting, not calculation

For this flashcard queue triage, use the free AI Studio interface only if available to you, with no paid API key. Manual entry completes the same workflow for free. Supply only fictional or non-sensitive notes. Review its output against the source; never paste unresolved questions into the numeric rows.

Format my non-sensitive notes for a flashcard queue triage. Return plain rows only: study deck | due review cards | new cards added today. Preserve supplied quantities exactly. Do not guess missing values; list questions separately. Do not calculate or add advice. I will check every row before pasting into the local tool.

Accepted schema: study deck | due review cards | new cards added today. No AI response is executed as code.