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Vocabulary OS — Z0–Z3 Directory Table (Almost-Code, WordPress paste-ready)

How to read this

  • Z0 = inside a learner (word-level mechanics)
  • Z1 = paragraph / composition execution
  • Z2 = exam reliability + variance control
  • Z3 = cohort / school system reliability (pipeline regeneration)

Z0 — Word Ownership Mechanics (core units)

Z0 Skill Unit (What must work)Common Failure ModesSensors (fast checks)Repairs (minimal effective loop)
Meaning Core (1-line meaning)vague definition, “vibes comprehension”can’t explain simply; guesses in readingCore+Boundary card: 1-line meaning + 1 “not-this” + 1 example
Boundary Clarity (not-this)confusable pairs (affect/effect etc.)fails confusable pair testPAIR drill: 1 sentence each + boundary statement
Sense Selection (polysemy)chooses wrong sense in contextmisreads despite “knowing” wordSense split: 2 meanings + 2 example sentences
Form (spelling/pronunciation)avoids word; misspells; mispronouncesspelling hesitation; production avoidanceForm lock: chunk spelling + say aloud + write 3× correctly
Pattern/Frame (grammar frame)wrong preposition/frame“depend of”, “responsible on”Frame card: “depend on __” + 3 substitutions
Collocation (natural pairing)unnatural pairing“do a mistake” style errorsCollocation lock: 2 collocations + 2 sentences
Register (tone control)too casual/formalmismatch in comp toneRegister rewrite: casual sentence → formal sentence
Retrieval Speedslow recall → simplificationfiller speech; long pauses in writingActive recall (meaning→word) + timed 20-word sprint
Deployment Accuracy (sentence correctness)correct word, wrong grammar/fitsentence sounds “off”Sentence Gate: write 2 correct sentences (2 contexts)
Transfer (topic/mode/pressure)works only in one contextcollapses timedTransfer pack: same word in 3 topics + timed use

Z0 Ownership Gate (VOT): MeaningGate + SentenceGate + PatternGate + SpeedGate all pass → word becomes T3 load-stable.


Z1 — Composition Execution (paragraph-level vocabulary)

Z1 Skill UnitCommon Failure ModesSensorsRepairs
Precision nouns/verbsvague words (“thing”, “do”, “nice”)repetition index; low specificityUpgrade pass: replace 5 vague words with precise choices
Idea compression (chunks)long clumsy sentenceswordy paragraphs; low clarityChunk insert: add 3 discourse chunks (“as a result…”)
Tone / voice controlinconsistent registerchildish tone in formal compTone template: 3 “formal sentence frames” reused
Imagery + specificityflat descriptionlow sensory detailDetail ladder: noun → adjective → action verb → simile
Cohesion (connectors)jumpy flowweak paragraph linksConnector set: 6 connectors practiced in 6 sentences
Error immunity (avoid fossil errors)repeated wrong collocationssame wrong phrases recurError log: error → correction → 2 new correct uses

Z2 — Exam Reliability (variance under time pressure)

Z2 Skill UnitCommon Failure ModesSensorsRepairs
Timed retrieval stabilityvocabulary “shrinks” timedPressure Shrink TestTimed paragraph loop: 8–10 min paragraph + 1 rewrite
Risk control (don’t use unstable words)forced big words → errorsspikes in wrong usageSafe-band list: only T3 words allowed in exam draft
Speed + quality balanceslow writer uses simple wordstoo many basic wordsMinimum viable sentence frames + plug-in vocab
Consistency across promptsgood only on familiar topicsprompt sensitivityPrompt rotation: 6 prompts/week, same vocab targets
Error containmentone error cascadesmultiple linked mistakesStop-loss rule: if unsure, swap to known T3 synonym

Z3 — System Reliability (class/school regeneration pipeline)

Z3 System UnitFailure ModesSensorsRepairs
Shared meaning standardssame word taught differentlyinconsistent marking & feedbackDefinition locks: school-wide “core+boundary” format
Common error libraryrepeated fossil errors across cohortrecurring collocation mistakesCohort error atlas: top 30 errors + fixes
Threshold-based progressionword count targets (wrong metric)students “know many” but can’t useThreshold targets: % words at T2/T3, not number of words
Teacher/parent coordinationmixed signalspractice not alignedSingle repair protocol: meaning→recall→deploy→retest
Pipeline continuityno spaced retest → decaywords vanish after 2 weeksRetest schedule: +48h, +7d, +30d

Vocabulary OS Router (single block)

Use this to decide what to do next without guessing:

  • Meaning confusion → Core+Boundary card + Confusable Pair drill
  • Wrong collocation/frame → Pattern cards + 3 substitution sentences
  • Slow retrieval → Active recall + timed sprint
  • Register mismatch → Formal/informal rewrite pairs
  • Timed collapse → Timed paragraph loop + Safe-band list
  • Recurring same error → Error log + spaced retest schedule

Snap-in Connectors

Vocabulary OS → English OS (triad hook)

  • Vocabulary OS supplies meaning units (words/chunks/patterns)
  • Grammar OS supplies structure
  • Discourse OS supplies paragraph coherence and intent
    If vocabulary is weak, grammar produces correct-but-vague English.

Vocabulary OS → Civilisation OS (Z0–Z6 hook)

Vocabulary is a coordination primitive: shared meanings reduce drift, lower coordination cost, and regenerate capability across generations (Education pipeline). Weak vocab increases ambiguity → errors → load → pipeline thinning.


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