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Linguistic Gap Analysis

Linguistic Gap Analysis: 1 John (English–Ndebele)

Purpose

This document performs PRD Phase 1 Step 8 for the 1 John curriculum: it maps each curriculum doctrine against the Ndebele vocabulary actually available, names where the language has no ready-made term (gaps requiring coinage or compounding) versus where it has too many overlapping terms competing for the same theological space (crowded neighborhoods requiring fencing), decides where transliteration is preferable to paraphrase, and ranks the letter’s highest-risk ambiguities for Phase 2 routing. It extends, and must never contradict, the Romans baseline translation_memory.json, bible_term_registry.json, and doctrine_risk_registry.json, and is built directly on 08_core_glossary.md and assets/bible_term_registry.json for this curriculum.


1. Doctrine Vocabulary Matrix

For each of the eight curriculum doctrines: the Ndebele terms currently available (reused + new), their weaknesses, and the recommended handling strategy for Phase 2.

1.1 God is Light and God is Love

Available Ndebele TermsWeaknessesRecommended Strategy
uNkulunkulu (God, reused)Traditionally framed as remote, approached via amadloziConsistently pair with direct-access language (through uJesu, in ubudlelwano) at every occurrence in this doctrine’s passages
uthando / ukuthanda (love, new)Everyday Ndebele “love” vocabulary carries strong reciprocal-obligation connotations (clan loyalty, loyalty owed to a chief, debt of gratitude)Render 4:8,16 as a fixed nominal-predication formula “uNkulunkulu uluthando” (God is love, essence-statement) rather than a descriptive clause; reinforce with explicit teaching notes wherever “first loved us” (4:10,19) occurs, to block a reciprocity reading
ukukhanya (light, new)Risk of flattening to physical light / absence of darkness onlyAnchor to moral-spiritual purity and self-disclosure explicitly in study notes at 1:5
ubumnyama (darkness, new)Strong cultural pull toward narrowing to witchcraft/ubuthakathi onlyBroaden explicitly to include ordinary self-deceived, truth-estranged living, not only occult evil

Gap identified: Ndebele has no single existing lexical item that states “X is [abstract virtue]” as a definitional predicate rather than a descriptive one; ordinary usage of “uluthando” as predicate nominal is grammatically available but rare in casual speech, so this construction needs explicit modeling/teaching, not just translation.

1.2 Fellowship with God and One Another

Available Ndebele TermsWeaknessesRecommended Strategy
ubudlelwano (fellowship, reused, risk elevated Low→High for this curriculum)Romans baseline treated this as low-risk generic “shared relationship among believers”; 1 John 1:3 uniquely claims direct fellowship with the Father and the Son themselvesElevate risk tier for this curriculum (already reflected in glossary and registry); every occurrence describing fellowship with God (not just among believers) must carry a translator note reinforcing direct, unmediated access
ukuhlala (abide, new)No existing single Ndebele verb carries the full Johannine theological weight of mutual indwelling; “ukuhlala” ordinarily means to “stay/dwell/live at a place,” a spatial-residential verbRender consistently across all 5 chapters with the same verb regardless of grammatical subject (God abiding in believer / believer abiding in God / abiding in the teaching / abiding in love), to preserve the signature repetition effect of the Greek menō

Gap identified: No Ndebele verb natively carries both the spatial “dwelling” sense and the covenantal “committed union” sense simultaneously the way Greek menō does; ukuhlala is the best available anchor but needs sustained reinforcement through repetition and footnoting rather than lexical innovation.

1.3 Confession and Forgiveness of Sin

Available Ndebele TermsWeaknessesRecommended Strategy
ukuvuma (confess, new)Also the ordinary word for admitting/agreeing to any fact; no built-in “before God” specificityEvery occurrence in confession-of-sin contexts (1:9) must be explicitly construed with “kuNkulunkulu” (to/before God) in the clause, never left implicit
ukuthethelela / intethelelo (forgive, new)Standard word also used for ordinary interpersonal forgiveness or a chief’s pardonLow incremental risk since the standard Bible-translation sense already carries theological usage; retain
ukuhlambulula (cleanse, new)Same root family used for ritual/traditional cleansing practices performed by an inyangaExplicit contrast note required: this cleansing is moral, before God, on the basis of Christ’s blood (1:7,9), not administered by a ritual specialist
inhlawulo yezono (zethu) (propitiation, new, Critical)Customary-law term for a wrongdoer’s compensation payment to an offended party — direction of the transaction is reversed in 1 John (God himself provides it, 4:10)See §3 below; flagged as top-tier fencing case
isono / izono (sin, reused)Baseline already distinguishes from ritual impurity/ancestral offenseRetain; extend distinction to cover 1 John’s added category of “lawlessness” (below)
ukwephula umthetho (lawlessness, new)Risk of being heard as violation of a specific code (customary law/taboo) with its own restitution logicMust be explicitly taught as “rebellion against uNkulunkulu’s own character,” broader than any single code violation

Gap identified: Ndebele customary law provides no unmediated concept of a wronged party voluntarily paying compensation to the wrongdoer — this is precisely the reversal 1 John’s propitiation doctrine requires, so this is a genuine conceptual gap, not merely a lexical one (see §3).

1.4 Love for the Brethren as Evidence of New Birth

Available Ndebele TermsWeaknessesRecommended Strategy
ukuzalwa nguNkulunkulu (born of God, new, Critical)Strong collision with the dominant traditional afterlife category of becoming an idloziMust always be anchored as a present, this-life reality producing observable love now, explicitly not a post-mortem transition; pair regularly with concrete behavioral markers (loving umzalwane, not ukuzonda)
abantwana bakaNkulunkulu (children of God, new, Critical)Semantic overlap with baseline adoption (ukutholwa njengomntwana) risks collapsing two distinct images into oneFence explicitly: adoption = legal placement/inheritance right; children-of-God/born-of-God = organic shared nature via new birth. Use different Ndebele phrases consistently and never interchange them in translation
umzalwane (brother, new)Ordinary word also means biological/clan siblingContext must make clear this is family-by-new-birth; may positively borrow the warmth of clan-brother obligation once fenced
imbewu (yakhe) (seed of God, new)Distinct root chosen from baseline inzalo (used for lineage, e.g. seed_of_David) precisely to avoid this confusionRetain botanical root exclusively for this sense; never substitute inzalo here
ukuzonda (hate, new)Low collision risk; direct antonym of ukuthandaRetain as diagnostic-test vocabulary

Gap identified: No existing Ndebele kinship term inherently distinguishes “family by shared nature from spiritual birth” from “family by shared blood/clan” — both umzalwane and abantwana bakaNkulunkulu rely on borrowed kinship vocabulary that must be doctrinally fenced through consistent contextual framing rather than through the vocabulary alone.

1.5 The Incarnation and Antichrist

Available Ndebele TermsWeaknessesRecommended Strategy
ukuvuma ukuthi uJesu Kristu weza enyameni (incarnation confession, new, Critical)Highest collision risk in the letter: could be misheard as describing a spirit’s temporary visitation of a human body (a recognized, respected category in Ndebele traditional religious practice)See §3/§4 below; requires the strongest possible fencing apparatus of any term in this curriculum
inyama (flesh, incarnational sense, new)Same word carries the negative ethical sense (“lust of the flesh”) elsewhere in the letterDisambiguate by context; incarnational uses must be paired with permanence language (“wahlala enyameni,” “waba ngumuntu ngokupheleleyo”) to exclude a temporary-visitation reading
umphikukristu (antichrist, new)Established Nguni loan-coinage; low incremental risk given existing Zulu Bible precedentRetain as-is
ukuphika (deny, new)Low ambiguityRetain
ukuthinta (touched, new)Low ambiguity, reinforces bodily realityRetain

Gap identified: Ndebele has a rich, specific, actively-used vocabulary for temporary spirit-possession/visitation (used of izangoma receiving a spirit during divination) but no dedicated vocabulary for a permanent, once-for-all divine-human union. This is the single largest true lexical gap in the curriculum — there is no ready-made positive term to reach for, only the negative task of steering clear of the possession-vocabulary’s connotations while using ordinary “become a person” language (ukuba ngumuntu, baseline).

1.6 Assurance of Salvation and Eternal Life

Available Ndebele TermsWeaknessesRecommended Strategy
ukuphila okuphakade (eternal life, new, Critical)Risk of conflation with an ancestor’s ongoing communal “life” as an idloziAnchor consistently to present relational union with God through the Son (5:11-13), not merely unending duration
isibindi / isiqiniseko (assurance/confidence, new, Critical)“Isibindi” also carries a general “courage/boldness” sense outside religious useContext (before God, at judgment) must always be explicit
uMsindisi (Savior, new, High)Built cleanly on baseline usindiso root; low incremental riskRetain
usuku lokwahlulela (day of judgment, new, High)Risk of readers supplying an ancestral-adjudication mental model (family/clan elders or ancestors judging conduct)Explicit note that this judgment is uNkulunkulu’s own, directly, unmediated
ukwesaba (fear, new, High)Overlaps with fear of ancestral displeasure/misfortune, a live everyday categoryFence at 4:18: this is dread of divine judgment displaced by secure love, not the reverent “fear of the Lord” tradition nor fear of ancestral consequence

Gap identified: No single Ndebele term for “assurance” exists independent of either (a) generic courage/boldness vocabulary or (b) diviner-mediated reassurance about one’s fate (a common cultural function of consulting izangoma). Phase 2 must never let isibindi/isiqiniseko passages read as a Christian substitute for that consultative reassurance function — the ground of assurance (Christ’s finished work, God’s testimony) must always be stated explicitly alongside the term.

1.7 Overcoming the World

Available Ndebele TermsWeaknessesRecommended Strategy
ukunqoba umhlaba (overcome the world, new, Critical)“Ukunqoba” ordinarily used of military/competitive victory; risk of reintroducing a “spiritual warfare via ritual protection” framework (protective charms, muti)Every occurrence must specify the means of victory as faith/the indwelling Spirit (4:4; 5:4-5), never left as a bare victory claim that readers could fill in with traditional protective practice
umhlaba (world, negative sense, new, Critical)Same word used positively/neutrally elsewhere (God’s love for the world, 4:9,14) — a genuinely crowded, single-word semantic fieldSee §3 fencing case below
inkanuko yenyama / inkanuko yamehlo (lust of flesh/eyes, new)Low-moderate ambiguity; standard moral vocabularyRetain
ukuzigqaja ngempilo (pride of life, new)Directly relevant to status-consciousness in Ndebele social structure; could be read narrowly as arrogance about wealth aloneBroaden note to include status/social standing generally

1.8 Testing the Spirits

Available Ndebele TermsWeaknessesRecommended Strategy
ukuhlola imimoya (testing the spirits, new, Critical)Single highest cultural-collision risk term in the entire curriculum: spirit-testing/discernment is an existing, prestigious, specialist activity performed by izangomaSee §3/§4; requires maximal fencing
imimoya (spirits, plural, new, Critical)Risk of reinforcing belief in a populated, negotiable spirit-world (parallel to amadlozi)Always lowercase/plural, always contrasted explicitly with singular capitalized uMoya oNgcwele
umoya weqiniso / umoya wenkohliso (spirit of truth/error, new, Critical)Same specialist-discernment collisionExplicit note: discernment is by the fixed, public, apostolic confession-test (4:2-3), available to every believer, not by trance, technique, or consultation
ugcobo (anointing, new, Critical)Risk of being read as a special gift restricted to spiritually gifted individuals (paralleling inherited izangoma/izinyanga gifting)Explicit note: given to every believer (2:20,27), not a specialist class
umphrofethi wamanga (false prophet, new, High)Must remain distinct in kind, not degree, from izangoma/izinyangaRetain baseline distinction; extend with “false” qualifier consistently

2. Missing Vocabulary vs. Crowded Semantic Neighborhoods

2.1 Genuine Vocabulary Gaps (no ready Ndebele term; requires coinage/compounding)

ConceptNature of GapResolution Adopted
Permanent divine incarnation (vs. temporary spirit-possession)No positive dedicated term exists; only a rich vocabulary for the opposite concept (temporary visitation)Use baseline ukuba ngumuntu + explicit permanence-marking clause (waba ngumuntu ngokupheleleyo, kuze kube nini lanini — “became fully human, forever”) at every incarnation-confession occurrence, rather than inventing a new single word
Forensic/legal “assurance” distinct from courage or divinatory reassuranceNo isolated lexical item; existing options are borrowed from unrelated semantic fieldsCompound gloss isibindi/isiqiniseko phambi kukaNkulunkulu ngenxa kaKristu (“confidence before God because of Christ”) used at first occurrence in each chapter, not the bare noun alone
Reversed-direction propitiation (offended party pays, not the offender)No customary-law concept matches this direction of transactionRetain inhlawulo yezono but mandate an obligatory clarifying clause identifying God as source/giver at every occurrence (see §3)
Organic, present-tense new birth as evidence-bearing, ongoing category (not one-time rite or post-mortem status)Ndebele ritual/kinship vocabulary for “new birth” language is either literal (childbirth) or absent for this figurative senseRetain ukuzalwa nguNkulunkulu, always paired with a visible-fruit clause (“evidenced by uthando”) to keep it from being read as a discrete past ritual event only

2.2 Crowded Semantic Neighborhoods (too many existing associations competing for the same word; require explicit fencing)

Ndebele TermCompeting Senses Sharing the WordFencing Strategy
umhlaba (“world”)(a) the physical earth/creation (neutral); (b) humanity as objects of God’s love (4:9,14, positive); (c) the organized, God-opposed value-system (2:15-17; 4:5; 5:19, negative) — all three senses share one wordMandate a co-occurring qualifying phrase whenever sense (c) is intended, e.g. “umhlaba lezinto zawo” (the world and its things) or an explicit contrast clause with uNkulunkulu/uYise, so translators and readers never default to sense (a)
inyama (“flesh”)(a) neutral incarnational sense (Christ’s genuine body, 4:2; cf. “touched,” 1:1); (b) negative ethical sense (“lust of the flesh,” 2:16)Sense (a) always paired with permanence/bodily-reality language; sense (b) always paired with “inkanuko” (desire/lust) so the word never stands alone ambiguously
ukuhlambulula (“cleanse”) and the wider -hlambulula/-cwebisa cleansing-vocabulary familyShared root family with traditional ritual/ancestral cleansing rites performed by an inyangaEvery occurrence in 1:7,9 paired explicitly with “ngegazi likaJesu” (by the blood of Jesus) so the agent and means of cleansing is never left implicit
ukuvuma (“confess”)Ordinary word for agreeing/admitting any fact, socially or legally, including confession mediated through a family elder in customary dispute resolutionConfession-of-sin contexts (1:9) require an explicit “kuNkulunkulu” (to God) complement in the same clause every time
ukuhlola (“test/examine”) + imimoya (“spirits”)The compound directly names an existing, prestigious izangoma specialist activity (spirit-discernment/divination)Never used without the fixed apostolic criterion clause (confessing Jesus Christ come in the flesh, 4:2-3) attached in the same sentence or immediately following footnote; must never stand as a bare instruction to “test spirits” without naming the test
iNkosi (“Lord”)Historical royal/chieftaincy title (Ndebele kingship under Mzilikazi/Lobengula) — already flagged in the Romans baselineSame fencing carried over unchanged into 1 John; low added risk since 1 John uses the title less frequently than Romans, but any occurrence must still exceed the royal-title sense
uNkulunkulu (“God”)Traditional theology’s remote Supreme Being reached through amadloziSame fencing carried over unchanged; 1 John’s repeated direct-fellowship claims (1:3; 4:7-21 throughout) make this collision more, not less, acute than in Romans
umlayo vs. umthetho (“commandment” vs. “law”)Two related but distinct baseline/new terms sharing conceptual space (both mean “rule/instruction”)Reserve umthetho exclusively for the Mosaic Law as covenantal legislation (per baseline); reserve umlayo exclusively for Christ’s specific, concrete instructions in 1 John (2:3-4; 3:22-24; 5:2-3); never use interchangeably

3. Priority Fencing Cases (Deep Analysis)

The following four terms present the highest combined severity of doctrinal weight and cultural-collision risk in this curriculum and require the most explicit, repeated fencing apparatus in Phase 2 segment translation.

3.1 inhlawulo yezono (zethu) — propitiation

The customary-law concept of inhlawulo is unidirectional: an offending party compensates the offended party to restore social equilibrium. 1 John 4:10 inverts this completely — God, the offended party, himself provides and sends the payment on behalf of the offender. Left unglossed, a Ndebele reader’s default frame will supply the customary direction (the sinner must produce or arrange the inhlawulo, perhaps through ritual means), reintroducing exactly the works-based logic the baseline already flags for grace (umusa). Mandatory rule: every occurrence must include an explicit subject-and-source clause identifying uNkulunkulu as the one who sends/provides the inhlawulo through uJesu (cf. 4:10’s own wording), never left as a bare noun.

3.2 ukuvuma ukuthi uJesu Kristu weza enyameni — the incarnation confession/test

This is the single most theologically load-bearing phrase in the letter (the fixed criterion of 4:2-3) and collides directly with the recognized, respected phenomenon of temporary spirit-possession in Ndebele traditional religious practice, where a spirit is understood to “come upon” or “enter” a medium for a bounded period. Any rendering using verbs of arrival/entry alone (“weza,” “wangena”) without a permanence qualifier risks being heard as describing exactly this bounded, repeatable event. Mandatory rule: pair with permanence/finality language at every occurrence and, where space allows, an explicit negative clause excluding temporary visitation.

3.3 ukuhlola imimoya — testing the spirits

This phrase names, almost word-for-word, an existing specialist practice (spirit-discernment performed by izangoma to identify which spirit is at work in a person). Without immediate, explicit re-anchoring to the fixed apostolic criterion, a Ndebele reader could plausibly hear 1 John 4:1 as commending consultation of a spiritual specialist to discern spirits — the precise opposite of the text’s intent, which democratizes discernment to every believer via one fixed public confession-test. Mandatory rule: the phrase must never appear without the confession-criterion (4:2-3) stated in the same breath, and translator notes must explicitly state that no ritual specialist or technique is in view.

3.4 umhlaba — world (positive vs. negative sense)

Because 1 John uses the identical word for both God’s love for “the world” (4:9,14, positive/universal) and the organized, God-opposed value-system believers must not love (2:15-17) or must overcome (5:4-5), inconsistent handling risks either (a) making God’s love sound conditional/exclusive of most of humanity, or (b) making the overcome-the-world command sound like renunciation of created life itself. Mandatory rule: negative-sense occurrences require an explicit qualifying phrase or contrastive clause every time; positive-sense occurrences should avoid proximity to negative-sense material within the same paragraph without a clarifying transition.


4. Transliteration vs. Paraphrase Decisions

Term/ConceptDecisionRationale
uKristu / uMesiyaTransliterate (retain baseline forms)Established Nguni Bible tradition; no paraphrase risk
uJesuTransliterate (retain baseline form)Established; matches Romans baseline exactly
umphikukristu (antichrist)Transliterate/loan-coin (retain established Nguni coinage, cf. Zulu)Already lexicalized in the wider Nguni Bible tradition; a paraphrase (“one who opposes Christ”) would lose the letter’s use of this as a fixed technical category name (2:18,22; 4:3)
παράκλητος → umncengeli (advocate)Paraphrase/derive (build on existing root ukuncengela, do not transliterate the Greek)No existing Nguni loanword; deriving from the baseline’s own intercession root keeps the doctrine’s continuity with Romans 8:34 visible to readers, which a foreign loanword would obscure
ἱλασμός → inhlawulo yezono (propitiation)Paraphrase using an existing customary-law term, heavily fenced (see §3.1)No transliteration option exists (this is not a proper name or untranslatable technical term); the customary-law term is the closest functional equivalent available and is judged worth the fencing cost rather than an unfamiliar coinage that would communicate nothing to readers
χρῖσμα → ugcobo (anointing)Paraphrase using existing “anointing/smearing with oil” vocabularyStandard, low-risk Bible-translation choice; oil-anointing imagery is culturally intelligible and does not compete with a specialist-only frame the way “testing spirits” does
Abba (Romans 8:15 baseline)N/A for 1 John — term does not recur in this letterNo action needed; noted for completeness only
παρρησία → isibindi / isiqiniseko (confidence/assurance)Paraphrase, no transliteration optionAbstract theological category with no proper-name status; compound gloss recommended (see §2.1) over single-word rendering at first occurrence per chapter
δοκιμάζετε τὰ πνεύματα → ukuhlola imimoyaParaphrase using existing vocabulary, heavily fenced (see §3.3)The alternative — coining an unfamiliar new verb to avoid the izangoma-practice collision — was rejected because it would sacrifice comprehensibility; fencing through mandatory co-text is judged the safer strategy than lexical avoidance
Proper names (uKhayini/Cain)Transliterate per established Ndebele Old Testament conventionStandard practice; no theological risk

General principle applied throughout: transliteration is reserved for proper names and terms with an already-established, doctrinally safe Nguni Bible tradition (uJesu, uKristu, umphikukristu). Paraphrase using existing Ndebele roots is preferred everywhere else, even at high fencing cost, because 1 John’s pastoral, exhortational register depends on immediate comprehensibility to ordinary readers — introducing multiple unfamiliar loanwords would undermine the “newspaper feature article” reading-level target carried over from the Romans baseline.


5. Ranked List of Highest-Risk Ambiguities

Ranked by combined severity (doctrinal centrality × likelihood of cultural-collision misreading), for Phase 2 routing priority.

  1. ukuvuma ukuthi uJesu Kristu weza enyameni (incarnation confession, 4:2-3; 2:22-23) — could be read as describing temporary spirit-possession, inverting the letter’s own diagnostic test into its opposite. Theologian review mandatory, every occurrence.
  2. ukuhlola imimoya / imimoya (testing the spirits, 4:1,6) — near-identical vocabulary to an existing prestigious specialist practice (izangoma spirit-discernment); highest risk of readers concluding the text endorses consultation of a spiritual specialist. Theologian review mandatory.
  3. inhlawulo yezono (zethu) (propitiation, 2:2; 4:10) — customary-law direction of the transaction is inverted by the gospel; unglossed use reintroduces works-based appeasement logic the baseline already flags for grace. Theologian review mandatory.
  4. uthando / uNkulunkulu uluthando (God is love, 4:8,16) — risk of collapsing into reciprocal kinship-obligation love-logic rather than unconditional, initiating divine love; this is the passage’s controlling thesis, so any drift here compromises the entire core passage (4:7-21). Theologian review mandatory.
  5. ukuzalwa nguNkulunkulu (born of God, throughout ch. 3-5) — collision with the dominant traditional afterlife category (becoming an idlozi); risk of readers hearing a post-mortem transition rather than a present, observable, this-life reality. Theologian review mandatory.
  6. ubudlelwano with God directly (fellowship, 1:3ff.) — elevated-risk reuse of a baseline Low-risk term; collides with the mediated-access cosmology (amadlozi as necessary intermediaries) at the heart of the entire language package’s risk pattern. Theologian review mandatory.
  7. umhlaba (world, positive vs. negative sense throughout) — single word carrying opposite-valence senses within the same short letter, with no morphological marker to distinguish them. Native speaker review; theologian review where doctrine of God’s love for the world intersects the negative sense in the same passage (e.g., ch. 2 and ch. 4 in close proximity).
  8. ukunqoba umhlaba (overcome the world, 5:4-5) — risk of readers supplying a ritual-protection/charm framework for “victory” over spiritual opposition rather than faith in Christ and the indwelling Spirit. Theologian review recommended.
  9. ugcobo (anointing, 2:20,27) — risk of being read as a specialist/inherited gift (paralleling izangoma/izinyanga lineage-gifting) rather than every believer’s Spirit-given discernment. Native speaker review with theologian spot-check.
  10. abantwana bakaNkulunkulu vs. ukutholwa njengomntwana (children of God vs. adoption) — risk of the two distinct biblical images collapsing into one Ndebele expression, losing 1 John’s organic-nature argument. Native speaker review; theologian review if both terms co-occur in the same lesson unit.
  11. isibindi / isiqiniseko (assurance/confidence, 3:21; 4:17; 5:14) — risk of reading as either mere courage or as a Christian analogue to divinatory fate-reassurance rather than grounded confidence in Christ’s finished work. Native speaker review.
  12. ukuvuma (confess sin, 1:9) — risk of being heard as confession mediated through a family elder or ritual specialist rather than direct address to God. Native speaker review.

6. Summary Recommendations for Phase 2

  1. Carry forward every fencing convention already established in the Romans baseline (direct-access-through-Christ framing for uNkulunkulu; resurrection/afterlife distinctiveness; iNkosi exceeding royal title) unchanged and apply them with equal or greater force to 1 John’s Critical terms.
  2. Treat items 1–6 in the ranked list above as requiring mandatory theologian review at every occurrence, not just first occurrence, given how frequently these terms recur across all five chapters of a short, densely repetitive letter.
  3. Build the four Priority Fencing Cases (§3) into the Phase 2 AI system prompt as explicit forbidden-substitution/mandatory-co-text rules, following the pattern already used for ukuncengela, ukuvuka kwabafileyo, and ukuba ngumuntu in the Romans instruction set.
  4. Where a term is flagged as a genuine vocabulary gap (§2.1) rather than a crowded neighborhood, prefer compound/qualifying-clause solutions over inventing unfamiliar new single-word coinages, consistent with the reading-level target inherited from the Romans baseline.
  5. Chapters not separately discussed above (portions of 1 John 1–2, and the closing verses of chapter 5 beyond 5:20-21) have been reviewed for load-bearing vocabulary; no additional terms beyond those already catalogued in 08_core_glossary.md and assets/bible_term_registry.json were identified as requiring separate gap treatment.

See 08_core_glossary.md for the full term inventory and assets/bible_term_registry.json for the structured per-term registry entries referenced throughout this analysis.

Library content is free and openly licensed under CC BY-NC-SA 4.0 — share and adapt it for non-commercial use, with attribution to tri-bible.ai.

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