Sorry for spelling errors, I’m writing this on the edge of a waterfall in Yosemite. Views are great here BTW.
Your instinct that holistic cards have value isn’t wrong, but the way you’re describing them creates a real scheduling problem if you don’t isolate them. Here’s the mechanism:
FSRS optimizes its 19 weights against your actual review history within a given preset. When a multi-point basic card or a multi-cloze card sits in the same preset as atomic cards, your “Again” rate is structurally inflated for the non-atomic notes - you only need to miss 1 of 5 points to fail the whole card, while an atomic card requires missing the only atom.
FSRS can’t see that distinction; it just sees more lapses.
The optimizer then lowers stability gains and shortens intervals to compensate, pulling your atomic cards toward “shorter-than-necessary” intervals while still under-fitting the non-atomic ones. You end up with a compromise that schedules neither type well.
The fix is structural, not behavioral.
Anki assigns deck presets per deck, and FSRS optimizes weights per preset.
Here’s a real example that I use. I use mainly 3 different note types: 1. Cloze Deletion 2. Basic and 3. Multiple Choice Questions.
I’ll end up publishing my note type templates in the future once I can’t find any other way to improve on them.
So organize like this:
Parent Deck
├── Cloze → FSRS Preset: Cloze
├── Basic → FSRS Preset: Basic
└── MCQ → FSRS Preset: MCQ
Now FSRS trains on homogeneous review data inside each preset.
Your multi-point basic notes get weights calibrated to their elevated lapse profile; your atomic clozes get weights that reflect their actual difficulty. This is what I do — MCQ, Cloze, and Basic each have their own preset — and the resulting intervals look noticeably different across note types.
That difference is the feature, not a bug. People sometimes see “Cloze interval = 30 days, MCQ interval = 60 days” and assume something’s broken. It’s not. The note types are doing genuinely different cognitive work with genuinely different forgetting curves; correctly tuned FSRS should produce different schedules.
Two honest caveats:
The atomic-card critique isn’t only about FSRS. When you fail 1 of 5 points and re-review all 5, you’re spending time on the 4 you knew and not isolating the weak point. You can mitigate that with image occlusion or sub-clozes where possible, but the time cost is real.
Also, you will only be able to optimize once you have enough reviews for that preset. So if I were you, I’d do that first, if you don’t have enough reviews, just use the optimized FSRS preset you already have (copy the preset) and this will over time (as you recalibrate FSRS, using the (optimize all presets button)), better adjust to your needs.
The added complexity is worth it, at least imo, especially as your note type variety grows. The alternative is letting one note type’s noise pollute scheduling for everything else.
Hope that helps, best.