Concepts
The irreducible epistemic atoms underlying the curriculum. 4,828 atoms across 8 types
Rule
One-in-one-out for option sets — adding a new option…
Implement one-in-one-out constraints where adding a new option requires removing an existing one, preventing option accumulation from eroding reduction benefits over time.
1 lessonchoice-architectureoption-managementaccumulation-prevention
Rule
Add 5-10 new cards per day in a mature SRS — this pace…
Add 5-10 new spaced repetition cards per day when maintaining a mature system, as this moderate pace produces a daily review load of 50-100 cards taking 10-15 minutes.
1 lessonspaced-repetitionsustainable-pacereview-load
Rule
Four nested processing cadences
Operate information processing on four nested cadences: daily triage (20-30 min), weekly review (catch drift), monthly audit (source quality), and quarterly purge (accumulated sediment).
1 lessonprocessing-cadencenested-reviewtemporal-architecture