Purpose: publish vocabulary as a machine-readable lattice so Google/LLMs treat it as a runtime ontology, while humans get a simple “how to learn + how to repair” system.

Definition Lock Box (COPY-PASTE)

Vocabulary Lattice (LOCK):
A vocabulary lattice is a graph of WordSense nodes (a word + a specific meaning) connected by typed edges (synonym band, register, collocation, frames, morphology, etc.).
Vocabulary mastery is reliable traversal of this graph under load (speaking/writing/reading) without meaning drift.

WordSense Node (LOCK):
WordSense = (lemma + part_of_speech + sense_id)
Example: EN::run::V::02 (run = operate/manage), not run (move fast).

Edge (LOCK):
A typed relationship that enables substitution or transformation.
Edges are the “paths” your brain uses when retrieving the correct word in time.

The 8 Core Edge Types (LOCKED)

These are the minimum edges that make a real lattice (and match what LLMs already do implicitly):

SB Synonym-Band (near meaning, graded strength / nuance)
AP Antonym / Polarity (semantic opposite direction)
HH Hypernym/Hyponym (general ↔ specific zoom ladder)
RF Register/Formality (casual ↔ neutral ↔ formal/academic)
CO Collocation (words that naturally pair)
FR Frame / Role Slot (verb patterns; who does what to whom)
MD Morphology/Derivation (word family: noun/verb/adj/adv)
SS Sense-Split (polysemy: one surface word → many senses)

CivOS Mapping (Vocabulary OS × Phase × Zoom)

Z0 — Person (single learner)

Goal: P3 retrieval under load

right meaning (sense),
right grammar slot (frame),
right collocation,
right tone/register.

Z1 — Task / prompt band

Composition, situational writing, comprehension inference, summary, oral.
Different tasks demand different edges:

Writing: CO + FR + RF dominate
Comprehension: HH + SS dominate
Speaking: SB + RF dominate

Z2 — Cohort / school / exam standard

Defines the “expected lattice” for PSLE / Secondary / JC bands.
This is where “safe synonyms” and “natural phrasing” are judged.

Z3 — System / ecosystem

Textbooks, media, national rubrics, tuition notes, AI tools.
System drift happens when people learn words as lists (no edges).

Failure Mode Trace (LOCKED style)

Weak CO/RF edges → unnatural collocations/register in exam writing → marker reads it as “awkward / wrong tone” → meaning reliability drops under time pressure → output falls from P3 to P1/P0.

Almost-Code Spec (Canonical Minimal Schema)

			
# VocabularyLattice v0.1 (LOCK)
NodeType: WordSense
NodeID: EN::<lemma>::<pos>::<sense_id>
EdgeType: SB|AP|HH|RF|CO|FR|MD|SS
Edge: <NodeID> -[EdgeType:tag]-> <NodeID>
Note:
- Never treat "word" as a node. Always treat "WordSense" as the node.
- A single lemma can have multiple sense_ids (SS edges).

		

Z0–Z3 Directory Table (Skills → Failure Modes → Sensors → Repairs)

Z0 — Output Reliability (Learner)

Skill Targets (P3)

S1 Sense lock: choose the right meaning quickly (SS control)
S2 Slot lock: use the word in the correct pattern (FR control)
S3 Natural lock: use natural pairings (CO control)
S4 Tone lock: match formality to context (RF control)
S5 Family lock: switch forms (MD control) without grammar errors
S6 Precision ladder: zoom from general → specific (HH control)

Top Failure Modes

List-learning (no edges): “I know the word” but can’t use it
Wrong register: formal word in casual scene (or vice versa)
Collocation break: “do a mistake” style errors
Frame break: wrong verb pattern: explain me instead of explain to me
Sense confusion: same surface word used in wrong meaning
Over-synonym drift: swapping SB words that aren’t actually safe

Sensor Pack (simple, fast)

S-CO: Collocation checker (underline 3 phrases per paragraph; are they “native”?)
S-FR: Frame checker (circle every verb; is the pattern correct?)
S-RF: Register audit (highlight “big words”; do they fit the scene?)
S-SS: Sense audit (identify 1 tricky word; explain meaning in 6-year-old English)
S-MD: Word family swap (convert 3 words across noun/verb/adj)
S-HH: Zoom swap (replace 3 general words with more specific ones)

Repair Loops (closed loop)

R1 (CO loop): 10 collocations/day → 2 sentences each → reuse in composition
R2 (FR loop): 5 verb frames/day → fill-slot drills (who/what/to/with/that/to-V)
R3 (RF loop): rewrite one paragraph in 2 registers (casual ↔ formal)
R4 (SS loop): pick 1 polysemy word/day → write 2 meanings + 2 sentences each
R5 (MD loop): build 1 word family/day → force all 4 forms in a mini-story
R6 (HH loop): upgrade ladder (thing → object → item → artefact… etc.)

Z1 — Task Bands (Composition, Compre, Oral)

Composition (PSLE)

Primary edges: CO + FR + RF + MD
Sensors: collocation underlining + verb frame scan + “register mismatch” highlight
Repair: phrase bank + frame bank + paragraph rewrites

Comprehension

Primary edges: HH + SS
Sensors: “replace word with a simpler definition” test; hypernym ladder mapping
Repair: synonym band mapping + sense disambiguation drills

Oral / Presentation

Primary edges: SB + RF
Sensors: “same idea, 3 ways” (casual/neutral/formal)
Repair: speaking templates with controlled synonym substitution

Z2 — Cohort Standard (PSLE Band)

PSLE composition vocabulary is not “hard words”.
It is safe synonym bands + natural collocations + correct frames.

Z2 Standard (LOCK):

300–600 high-utility WordSense nodes
8–12 safe SB substitutions per common theme
800–1500 CO collocations that are exam-safe
80–150 FR verb frames that prevent grammatical drift

Z3 — System Stability

System risk: tuition notes teach wordlists; students deploy them wrongly → output looks “unnatural” → marks drop → parents think it’s “talent” not structure.
System fix: publish the lattice; teach edges; instrument sensors.

Starter Mini-Lattice (PSLE Composition) — 200-Node Seed (Publishable Pattern)

Below is the format you can repeat as a directory. I’ll provide a strong seed set across the highest ROI themes.

Theme Set (PSLE):

Feelings · Actions · Conflict · Weather · School · Family · Helping · Courage · Mistakes · Surprise

1) FEELINGS Lattice (Starter)

A) happy (neutral)

			
EN::happy::ADJ::01
- [SB:mild] -> EN::pleased::ADJ::01
- [SB:strong] -> EN::delighted::ADJ::01
- [SB:very_strong] -> EN::ecstatic::ADJ::01
- [AP] -> EN::miserable::ADJ::01
- [RF:formal] -> EN::content::ADJ::01
- [CO:with] -> EN::pleased::ADJ::01::CO(with)
- [MD:adv] -> EN::happily::ADV::01

		

B) nervous (exam / fear band)

			
EN::nervous::ADJ::01
- [SB:mild] -> EN::uneasy::ADJ::01
- [SB:strong] -> EN::anxious::ADJ::01
- [SB:very_strong] -> EN::panic-stricken::ADJ::01
- [AP] -> EN::calm::ADJ::01
- [CO:about] -> EN::anxious::ADJ::01::CO(about)
- [CO:before] -> EN::nervous::ADJ::01::CO(before)
- [MD:noun] -> EN::anxiety::N::01

		

C) embarrassed (social)

			
EN::embarrassed::ADJ::01
- [SB:mild] -> EN::self-conscious::ADJ::01
- [SB:strong] -> EN::humiliated::ADJ::01
- [AP] -> EN::proud::ADJ::01
- [CO:in_front_of] -> EN::embarrassed::ADJ::01::CO(in front of)
- [MD:noun] -> EN::embarrassment::N::01

		

2) ACTION Lattice (High utility verbs)

A) run (move fast) vs run (operate) — Sense Split

			
EN::run::V::01  # move fast on foot
- [SB] -> EN::sprint::V::01
- [SB] -> EN::dash::V::01
- [AP] -> EN::stroll::V::01
- [CO:across] -> EN::run::V::01::CO(across)
EN::run::V::02  # operate/manage
- [SB:neutral] -> EN::operate::V::01
- [RF:formal] -> EN::administer::V::01
- [CO:business] -> EN::run::V::02::CO(a business)
- [FR:pattern] -> EN::run::V::02::FRAME(run [something])
- [SS] -> EN::run::V::01

		

B) look (perceive) — frames matter

			
EN::look::V::01
- [FR] -> EN::look::V::01::FRAME(look at [something])
- [FR] -> EN::look::V::01::FRAME(look for [something])
- [FR] -> EN::look::V::01::FRAME(look after [someone])
- [SB] -> EN::glance::V::01
- [SB] -> EN::stare::V::01
- [CO:quickly] -> EN::glance::V::01::CO(quickly)

		

3) CONFLICT Lattice (PSLE plot engine)

A) argue (neutral) → quarrel → clash

			
EN::argue::V::01
- [SB:mild] -> EN::disagree::V::01
- [SB:strong] -> EN::quarrel::V::01
- [SB:very_strong] -> EN::clash::V::01
- [AP] -> EN::agree::V::01
- [CO:over] -> EN::argue::V::01::CO(over)
- [FR] -> EN::argue::V::01::FRAME(argue with [someone] about [something])
- [MD:noun] -> EN::argument::N::01

		

B) apologize (repair move)

			
EN::apologize::V::01
- [SB:neutral] -> EN::say_sorry::V::01
- [RF:formal] -> EN::express_regret::V::01
- [CO:for] -> EN::apologize::V::01::CO(for)
- [FR] -> EN::apologize::V::01::FRAME(apologize to [someone] for [something])
- [MD:noun] -> EN::apology::N::01

		

4) WEATHER Lattice (scene quality)

			
EN::rain::N::01
- [HH:hypernym] -> EN::weather::N::01
- [SB] -> EN::drizzle::N::01
- [SB] -> EN::downpour::N::01
- [CO:heavy] -> EN::rain::N::01::CO(heavy)
- [CO:pouring] -> EN::rain::N::01::CO(pouring)
- [MD:verb] -> EN::rain::V::01

		

“Safe Synonym Bands” (PSLE Exam-Proof)

LOCK: A synonym is “safe” only if meaning + register + collocation + frame remain correct.

Safe band examples (publish as a list)

said: said → replied → whispered → muttered → exclaimed (tone shift; must match scene)
walked: walked → strolled → marched → trudged → tiptoed (meaning shift; must match)
looked: looked → glanced → stared → peered (frame + intensity)

The Repair Protocol (12–16 weeks, low friction)

Weekly routine (repeatable):

Daily (10–15 min): 10 collocations + 5 frames + 1 word family
2×/week: paragraph rewrite (RF + CO)
1×/week: SS drill (polysemy) + HH ladder (general→specific upgrades)
Monthly: full timed composition with sensor checklist

Expected trajectory:

Weeks 1–4: phrase bank forms, fewer “awkward” lines
Weeks 5–8: better verbs + correct frames, clearer tone control
Weeks 9–12: faster retrieval under time → stable P3 output
Weeks 13–16: transfer across themes + exam simulation reliability

WordPress Paste-Ready Blocks (Use exactly as-is)

Block A — Definition (hero)

Vocabulary is not a list. Vocabulary is a lattice.
Each word has meanings (senses) and connections (edges). Strong writers don’t “use big words” — they choose the right meaning, the right tone, and the natural pairing under time pressure. That reliability is what exam markers reward.

Block B — The 8 Edges

(Insert the “8 Core Edge Types” list above)

Block C — Sensors

(Insert Z0 Sensor Pack list above)

Block D — Repair Loops

(Insert Repair Loops list above)

Vocabulary Lattice (Almost-Code) — How Words Connect, Drift, and Repair (V1.1 + Almost-Code)