= linking new information to personal context — the deep encoding mechanism@ Craik & Lockhart, 1972 · Levels of Processing
Double-click any line — that IS elaborative rehearsal in action. Select + Right-click to tagmarry (semantic compression).
01//DefinitionTerm
// ##er-def=Elaborative Rehearsal — encoding strategy that connects new information to existing knowledge, personal experience, or emotional context.creates semantic links — not just acoustic or visual repetition.result: richer, more retrievable memory trace// ##er-research*Craik & Lockhart, 1972 — Levels of Processing framework*self-referential elaboration strongest — connecting to your experience*Rogers et al., 1977 — Self-Reference Effect: 200% better recall vs. structural processing
02//vs. Maintenance RehearsalContrast
Same content — two processing modes
Maintenance Rehearsal
"CLN uses = for definitions"
"CLN uses = for definitions"
"CLN uses = for definitions"
Retention after 1 week: ~10%
vs
Elaborative Rehearsal
"= is like an anchor — it pins the meaning"
"I'll use = for my project spec sections"
#tagmarry: "equals-as-anchor"
Retention after 1 week: ~60–70%
// ##er-problem!re-reading = maintenance rehearsal — familiar but not deep!highlighting = structural processing — attention to form, not meaning!both fail to create durable semantic links
03//Levels of ProcessingTheory
L1
Structural — appearance
font, color, layout
~12%
L2
Phonological — sound
rhymes, pronunciation
~28%
L3
Semantic — meaning
definitions, concepts
~55%
L4
Self-referential — personal
#tagmarry · personal schema · decision
~82%
// ##lop-cln→CLN pre-attentive color = Level 1 — free, instant, structural→reading CLN operators = Level 3 — semantic processing required→tagmarry = Level 4 — forced self-reference: "what does this mean TO ME?"
04//Generative EffectResearch
// ##ge-def=Generative Effect — information created or generated by the learner is better remembered than passively received information.Slamecka & Graf, 1978 — generating a word outperforms reading it by 40%.applies to: naming, labeling, completing patterns, creating analogies// ##ge-why*generation requires retrieval from long-term memory — strengthens existing traces*creation involves the self — activates self-referential processing*effort of generation = desirable difficulty — harder encoding = better recall// ##ge-tagmarry→writing a #tagmarry label IS generation — you create the concept, not copy it→link: Enactment Effect — generation is a form of enactment
05//Tagmarry MechanismAnalysis
// ##tm-steps.step 1: select text → forces focused attention (Level 3 semantic scan).step 2: right-click → Event Boundary triggered.step 3: type label → Generative Effect activated.step 4: label attached to ##id → Spatial + Semantic anchor created.result: Level 4 (self-referential) processing achieved in 4 gestures// ##tm-verdict→#tagmarry forces Level 4 processing through frictionless UI design→it is the highest-leverage memory action available in the CLN system
06//CLN DesignDesign
// ##cd-principles+every CLN line is a semantic unit — forces semantic processing by default+operator selection is elaborative act — choosing = vs ! vs ? requires meaning evaluation+block structure creates natural elaboration slots — one concept per block+→ lines require causal reasoning — "why does this follow?"→CLN is a forced elaboration engine — shallow reading breaks the notation→link: Cognitive Workbench — workspace where all elaboration tools integrate
07//LimitationsTradeoffs
// ##er-limits-elaboration requires cognitive resources — unavailable when tired or overloaded-poor elaboration produces false confidence — "I tagged it" ≠ "I understood it"-over-elaborate leads to tangential notes — losing original structure// ##er-mitigation→CLN short lines enforce compression — prevents sprawl→? operator flags uncertainty — honest about processing depth→link: Semantic Compression — technique for controlled elaboration