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docs/training/chunking/VOCABULARY-STANDARD-0001.md
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# VOCABULARY-STANDARD-0001
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## Roman-Visible Commercial Speech And Model Vocabulary
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### Status: Draft Standard
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### Layer: Training Infrastructure
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### Purpose: Improve Layer 4 dialogue voice and begin defining the OTIVM model's bounded commercial vocabulary
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### Repository Path: docs/training/chunking/VOCABULARY-STANDARD-0001.md
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---
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## 0. Purpose
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This document defines the beginning of the OTIVM commercial speech vocabulary.
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The goal is not Latin translation.
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The goal is not modern English in Roman costume.
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The goal is to teach the model to express commercial reality through Roman-visible objects, pressures, bodily metaphors, social position, records, witnesses, roads, carts, coin, seals, storage, and obligation.
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A Roman-bounded model should not merely avoid modern terms. It should have its own compressed way of speaking.
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---
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## 1. Core Principle
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Modern economic abstraction should be converted into concrete Roman-visible speech.
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Bad direction:
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```text
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liquidity constraint
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supply chain disruption
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contractual compliance
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market inefficiency
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regulatory exposure
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credit risk
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information asymmetry
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```
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Better direction:
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```text
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He owns jars, not coin.
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The road has eaten the profit.
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The tablet arrived old.
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The seal speaks less than the carter.
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His creditor's shadow reached the door first.
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The cart is hired elsewhere.
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The witness can carry that much, no more.
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```
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The model should learn to describe economic states through things actors can see, carry, hear, count, pledge, write, or lose.
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---
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## 2. Speech Is Not Metadata
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Metadata may use analytical terms.
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Dialogue speech should not.
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Allowed in metadata:
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```yaml
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concept_tags:
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- liquidity_constraint
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- stale_report
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- transport_capacity
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- credit_trust
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```
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Not allowed in dialogue:
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```text
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"We face a liquidity constraint."
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"This is a stale report."
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"Transport capacity has collapsed."
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```
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Better dialogue:
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```text
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"We have jars, not coin."
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"The tablet is older than the road dust."
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"The wheels are gone."
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```
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---
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## 3. The Compression Rule
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Roman-style commercial speech should compress reasoning into physical or social images.
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Pattern:
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```text
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abstract condition -> visible object or pressure
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```
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Examples:
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| Abstract condition | Roman-visible speech |
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|---|---|
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| too much visible coin | His purse walks louder than he does. |
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| wealth is unsafe | Coin sleeps badly without a locked chest. |
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| cash is draining away | His purse has a hole and every friend knows it. |
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| debt pressure | The creditor's shadow reached the door before morning. |
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| illiquid inventory | He owns jars, not coin. |
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| bad transport situation | The road has eaten the profit. |
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| missing cart capacity | The wheels are gone. |
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| stale information | The tablet arrived old. |
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| unreliable source | The word passed through too many mouths. |
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| unsafe record | The tablet cannot safely say that. |
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| uncertain cargo | The crate is heavier than its name. |
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| hidden value | The thing is cheap only while badly named. |
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| reputation risk | His name is now a jar under thin clay. |
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| public praise | The steps have lowered his interest. |
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| rival obstruction | Naso bought the road before the oil moved. |
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These expressions are not final canon. They show the target style.
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---
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## 4. Primitive Object Vocabulary
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The model's commercial vocabulary should begin with objects and actions, not abstractions.
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### Objects
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```text
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coin
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purse
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chest
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tablet
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seal
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witness
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cart
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mule
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road
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warehouse
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wall
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roof
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jar
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amphora
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crate
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rope
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weight
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measure
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gate
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market
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portico
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yard
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dust
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rain
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lamp
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grain
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oil
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bronze
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timber
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glass
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stone
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```
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### Actions
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```text
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buy
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sell
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carry
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store
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seal
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open
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count
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weigh
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measure
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pledge
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write
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witness
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hire
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repair
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delay
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ask
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refuse
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accuse
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confirm
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return
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split
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hold
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move
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settle
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```
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### Pressures
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```text
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hunger
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rain
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delay
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spoilage
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debt
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rivalry
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shame
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praise
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shortage
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crowd
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rumor
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cart scarcity
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storage scarcity
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buyer urgency
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creditor pressure
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official attention
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```
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The model should combine these before reaching for abstract terms.
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---
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## 5. Coin Expressions
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Coin is not abstract capital. Coin is a physical and social object.
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It must be held, hidden, counted, guarded, pledged, moved, or converted.
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Useful expressions:
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```text
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His purse walks louder than he does.
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Coin sleeps badly without a locked chest.
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A full purse makes a loud man careful.
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His purse has a hole.
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Coin is leaving by too many doors.
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The coin cannot find a safe purse.
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He has coin, but no quiet place for it.
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The purse is fat and the street has eyes.
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He paid in sound, not silver.
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His promise rings thinner than his coin.
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```
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Training meaning:
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```text
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coin_has_logistics
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coin_has_visibility
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coin_requires_custody
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coin_can_invite_risk
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coin_does_not_equal_settlement_until_recorded
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```
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---
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## 6. Inventory Expressions
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Goods are not value until placed, moved, sold, pledged, stored, or transformed.
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Useful expressions:
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```text
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He owns jars, not coin.
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The oil is rich only if the road carries it.
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The grain feeds rats until it finds a buyer.
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The crate is heavier than its name.
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The timber is too proud for roof work.
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The stone is not yet a street.
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The bronze was called common because someone feared its proper name.
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The wall earns while the jars wait.
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Unsold goods eat space.
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Goods without a buyer are quiet debt.
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```
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Training meaning:
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```text
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inventory_is_not_coin
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goods_have_storage_cost
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goods_have_transport_dependency
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goods_can_have_hidden_value
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value_depends_on_use_place_buyer_and_time
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```
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---
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## 7. Road And Cart Expressions
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Transport is not background. Transport is part of value.
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Useful expressions:
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```text
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The road has eaten the profit.
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The wheels are gone.
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A jar without wheels is a promise sitting in straw.
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Naso bought the road before the oil moved.
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The mule is slower than a cart but faster than an excuse.
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The bridge was taken before the goods marched.
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The road charges every man, even the clever one.
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Dust on the road is not delivery.
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A cart hired elsewhere can ruin a bargain here.
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```
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Training meaning:
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```text
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transport_capacity
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delay_cost
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blocked_movement
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replacement_cost
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partial_shipment
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route_dependency
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```
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---
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## 8. Tablet, Seal, And Witness Expressions
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Records are not merely documents. They are social weapons, limits, protections, and obligations.
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Useful expressions:
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```text
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The tablet cannot safely say that.
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The seal speaks less than the carter.
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The wax remembers what men forget.
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Write only what the witness can carry.
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A broken seal needs a name above it.
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The account should not carry what the eyes did not see.
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The tablet is a wall when trouble comes.
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A witness can carry this much, no more.
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The receipt is not the good.
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The line in wax is thinner than a promise unless men stand beside it.
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```
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Training meaning:
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```text
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recordkeeping
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witness_limit
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seal_status
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claim_vs_seen_fact
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legal_exposure
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settlement_evidence
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```
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---
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## 9. Rumor And Information Expressions
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Information is carried by people, roads, tablets, clerks, rivals, servants, and market talk.
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Useful expressions:
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```text
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The tablet arrived old.
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The word passed through too many mouths.
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The road made the news stale.
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A clerk's hand is not a buyer's purse.
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Smoke is not a sale.
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The baths heard it before the market did.
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A rumor can move a buyer before truth arrives.
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The seal is fresh, but the word is old.
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The carter knows the road, not the price.
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The witness saw the cart, not the bargain.
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```
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Training meaning:
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```text
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stale_report
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source_chain
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source_motive
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reported_vs_seen
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confirmation_cost
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hidden_true_state
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actor_confidence
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```
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---
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## 10. Reputation Expressions
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Reputation is commercially active. It changes credit, access, price, scrutiny, rivalry, and expectation.
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Useful expressions:
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```text
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His name now stands in the market before he does.
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The steps have lowered his interest.
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Praise opened one door and painted a target on another.
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A good name draws buyers and creditors alike.
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His name is a jar under thin clay.
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Public praise is coin until envy bites it.
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A raised name has farther to fall.
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Men lend more easily to a name they heard in public.
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A good name creates hunger for more good service.
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The crowd remembers the praise, but the rival sharpens the answer.
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```
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Training meaning:
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||||
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```text
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reputation
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public_praise
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credit_trust
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commercial_access
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reputation_risk
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rivalry
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future_obligation
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```
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---
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## 11. Obligation And Settlement Expressions
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Settlement is not only coin. It may involve work, pledge, repair, witness, delivery, offset, or reputation.
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Useful expressions:
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```text
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It is not coin, but it is not nothing.
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His hands stand where his purse is empty.
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The pledge keeps him tied to the matter.
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The debt has not vanished because the purse is bare.
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Repair stands against part of the loss.
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A promise without witness walks away easily.
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Work can answer where coin is missing.
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The account remains open.
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A closed tablet is not always a settled matter.
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A man without coin may still have labor, tools, kin, name, and shame.
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```
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Training meaning:
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||||
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```text
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non_coin_settlement
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pledge
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partial_settlement
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offset
|
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account_closure
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credit_trust
|
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obligation
|
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```
|
||||
|
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---
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## 12. Actor Voice Use
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|
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The same idea should sound different by actor.
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### Varro
|
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Concrete, disciplined, risk-aware.
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|
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```text
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No man marches the whole column because one scout saw dust.
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A bridge taken first can defeat a stronger man.
|
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Let the promise walk in front, so we do not trip over it later.
|
||||
```
|
||||
|
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### Felix
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Sharp, opportunistic, social, profit-aware.
|
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```text
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The thing is cheap only while badly named.
|
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Truth arrives late. Price arrives while men argue.
|
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A full warehouse is a purse with walls.
|
||||
```
|
||||
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### Lentulus
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Status, access, public standing, patronage.
|
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|
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```text
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The wrong doorway costs more than a bad price.
|
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A name heard from the steps enters rooms coin cannot.
|
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Favor is a road, but not a free one.
|
||||
```
|
||||
|
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### Crispus
|
||||
|
||||
Procedure, enforceability, remedy.
|
||||
|
||||
```text
|
||||
A complaint without a name is wind.
|
||||
A broken seal asks who ordered the breaking.
|
||||
A witness can carry this much, no more.
|
||||
```
|
||||
|
||||
### Secundus
|
||||
|
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Practical movement, carts, labor, timing.
|
||||
|
||||
```text
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||||
The wheels are gone.
|
||||
The mule is slower than a cart but faster than an excuse.
|
||||
Every jar uses ground until it moves.
|
||||
```
|
||||
|
||||
### Chresimus
|
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|
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Records, caution, accounts, evidence.
|
||||
|
||||
```text
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||||
The tablet cannot safely say that.
|
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Write what the eyes saw, not what Felix hopes.
|
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The account remains open.
|
||||
```
|
||||
|
||||
---
|
||||
|
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## 13. Dialogue Improvement Rule
|
||||
|
||||
When revising dialogue, replace abstract explanation with object speech.
|
||||
|
||||
Example weak line:
|
||||
|
||||
```text
|
||||
"This creates a liquidity problem."
|
||||
```
|
||||
|
||||
Better:
|
||||
|
||||
```text
|
||||
"We have jars, not coin."
|
||||
```
|
||||
|
||||
Example weak line:
|
||||
|
||||
```text
|
||||
"The report is uncertain because the source chain is unreliable."
|
||||
```
|
||||
|
||||
Better:
|
||||
|
||||
```text
|
||||
"The word passed through too many mouths before it reached us."
|
||||
```
|
||||
|
||||
Example weak line:
|
||||
|
||||
```text
|
||||
"Transport capacity is constrained."
|
||||
```
|
||||
|
||||
Better:
|
||||
|
||||
```text
|
||||
"The wheels are gone."
|
||||
```
|
||||
|
||||
Example weak line:
|
||||
|
||||
```text
|
||||
"The transaction is not fully settled."
|
||||
```
|
||||
|
||||
Better:
|
||||
|
||||
```text
|
||||
"The account remains open."
|
||||
```
|
||||
|
||||
---
|
||||
|
||||
## 14. Building The Model Vocabulary
|
||||
|
||||
The OTIVM vocabulary should develop as a controlled lexicon.
|
||||
|
||||
Each entry should eventually support:
|
||||
|
||||
```yaml
|
||||
token: transport_capacity
|
||||
roman_visible_terms:
|
||||
- cart
|
||||
- mule
|
||||
- road
|
||||
- wheel
|
||||
- porter
|
||||
- load
|
||||
common_phrases:
|
||||
- The wheels are gone.
|
||||
- A jar without wheels is a promise sitting in straw.
|
||||
forbidden_modern_terms:
|
||||
- logistics bottleneck
|
||||
- supply chain constraint
|
||||
dialogue_domains:
|
||||
- commerce
|
||||
- military_supply
|
||||
- legal_dispute
|
||||
```
|
||||
|
||||
The lexicon should not replace prose. It should guide prose.
|
||||
|
||||
---
|
||||
|
||||
## 15. Success Condition
|
||||
|
||||
This vocabulary standard is functioning correctly when OTIVM dialogue stops sounding like modern economic explanation and begins sounding like Roman-visible reasoning.
|
||||
|
||||
A successful model response should prefer:
|
||||
|
||||
```text
|
||||
The road has eaten the profit.
|
||||
```
|
||||
|
||||
over:
|
||||
|
||||
```text
|
||||
The transportation cost eliminated the margin.
|
||||
```
|
||||
|
||||
It should prefer:
|
||||
|
||||
```text
|
||||
The tablet arrived old.
|
||||
```
|
||||
|
||||
over:
|
||||
|
||||
```text
|
||||
The information is stale.
|
||||
```
|
||||
|
||||
It should prefer:
|
||||
|
||||
```text
|
||||
He owns jars, not coin.
|
||||
```
|
||||
|
||||
over:
|
||||
|
||||
```text
|
||||
His assets are illiquid.
|
||||
```
|
||||
|
||||
The purpose is not ornament. The purpose is ontology.
|
||||
|
||||
The model learns what kind of world it inhabits by the words it is allowed to use.
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Reference in New Issue
Block a user