01 Executive Summary

2 Peter 1–3 | English → Malayalam Language Package

Why it matters: Malayalam carries the most settled, longest-continuous Christian vocabulary tradition in this entire translation pipeline — but 2 Peter is the first curriculum to test that tradition against a cosmological and epistemological risk cluster (cyclical time, self-liberating knowledge, temporary hell) rather than the primarily soteriological risk cluster the Romans baseline was built to handle. Getting this book’s small set of new terms right or wrong determines whether Malayalam readers hear a once-for-all Christ, a single linear judgment, and a relational knowing of God — or, through AI-drift toward statistically “natural” but doctrinally wrong vocabulary, a recurring avatar-style return, a repeating cosmic cycle, and a self-realization path to liberation.

Key findings:

• 2 Peter contributes 84 new theological terms beyond the 20 Romans-baseline terms it reuses exactly (104 terms total now under enforcement).
• Of the new terms, 7 are Critical risk (divine nature, partakers of the divine nature, full knowledge, carried along by the Spirit, Christ’s return/parousia, hell/Tartarus, Day of the Lord) and 23 are High risk — combined with 6 inherited Critical and 4 inherited High baseline terms, this curriculum requires mandatory theologian review on 40 individual terms.
• At the doctrine level, the registry assigns 7 Critical-risk and 10 High-risk doctrines (17 of 20 total doctrines) to mandatory human theologian review, with the remaining 3 Medium-risk doctrines routed to native speaker review. Zero doctrines are Low risk or automated-only — a sharp contrast with Romans, reflecting 2 Peter’s unusually dense concentration of eschatological, cosmological, and Scripture-origin claims.
• The single highest-stakes new term is divine nature (ദിവ്യസ്വഭാവം, 2 Peter 1:4): one wrong root choice (പ്രകൃതി instead of സ്വഭാവം) would convert a moral-participation doctrine into a doctrine compatible with Advaita Vedanta’s self-identity-with-Brahman claim.
• The most distinctive new risk category for this pipeline is the Hindu cyclical-cosmology cluster (creation, elements, new heavens/earth, the flood, hell/Naraka) — absent from Romans — which requires a single unified “linear, not cyclical” framing note across 2 Peter 3:4-13 rather than isolated per-term fixes.

Risks:

• Prefix false-cognate risk: പുനരാഗമനം (Christ’s return) shares its പുനർ- prefix with the already-forbidden പുനര്‍ജന്മം (reincarnation); this is a pattern-matching risk for AI systems specifically, not a risk rooted in actual Malayalam Christian usage.
• Settled-term collision risk: നരകം (hell) is correct, established Bible vocabulary, but is simultaneously the standard Hindu term for a temporary, rebirth-oriented purgatorial realm — the single highest term-collision risk in the book.
• Reader-assumption risk (not mistranslation): ഭക്തി (godliness) and ആത്മസംയമനം (self-control) are the doctrinally correct, established Bible terms, but sit inside Kerala’s well-developed devotional and ascetic vocabulary; risk is what readers assume, not what the term denotes.
• AI-drift risk: കാമം (for lust/desire) and ഗുരു-compounds (for false teachers) are statistically more “natural-sounding” in the general Malayalam corpus than the doctrinally correct മോഹം and വ്യാജഉപദേഷ്ടാക്കൾ, making them the most likely fluency-optimizing failure points for an AI translator.

Opportunities:

• Malayalam’s readiness for this curriculum is high: every genuine vocabulary gap identified (θεία φύσις, the ἐπίγνωσις/γνῶσις distinction, φερόμενοι, παρουσία) already has a working, theologian-vetted resolution recorded in the glossary — no unresolved gaps remain heading into Phase 2.
• Two new terms (സ്നേഹം/love, മാനസാന്തരം/repentance) are recommended for promotion into the shared cross-curriculum translation memory, since both will recur in nearly every future NT curriculum in this pipeline.
• The Chapter 3 cosmic-dissolution cluster can be reviewed and taught as a single thematic unit rather than term-by-term, which should reduce reviewer workload relative to treating each of creation/elements/new-heavens-and-earth as an independent risk.
• Kerala’s educated, textually-literate Hindu traditions (Sree Narayana Guru’s Vedanta, Namboothiri orthodoxy) mean translator notes can assume a sophisticated readership capable of tracking precise category distinctions (theosis vs. atman-Brahman identity) rather than requiring maximal simplification.

Recommended actions:

1. Route all segments touching 2 Peter 1:16-21 (the core passage) to human theologian review as a block, regardless of which individual term triggers escalation.
2. Apply the single unified “linear, not cyclical” translator note across all of 2 Peter 3:4-13 rather than issuing per-verse notes.
3. Load both the Romans-baseline and this curriculum’s translation memory and forbidden-substitution lists together for every Phase 2 segment; verify back-translation against both lists at validation.
4. Promote സ്നേഹം (love) and മാനസാന്തരം (repentance) to the shared cross-curriculum translation memory in the same update cycle as this Phase 1 delivery.
5. Prioritize reviewer training on the two genuinely novel risk categories this book introduces — cyclical cosmology and jñāna-mārga-adjacent knowledge vocabulary — since these are structurally different from the Romans baseline’s dominant bhakti-devotion risk pattern.

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This summary is derived from assets/translation_memory.json, assets/bible_term_registry.json, assets/doctrine_risk_registry.json, analysis/11_doctrine_analysis.md, analysis/04_comparative_theology.md, and analysis/06_linguistic_gap_analysis.md. It introduces no new risk tier or translation decision; it summarizes those already fixed in the documents above.