Sovereign NL→NL translator — owned corpus, frequency-aligned teachings, copyright as held oracle

NameDescription

Extends the native Form translator (native-translation-loopback.form; translation-learn.fk + translation-quality.fk, four-way proven) toward cognitive sovereignty (lc-cognitive-sovereignty) with three named corpus/validation moves. (1) The whole owned content surface — every idea, spec, concept, and UI string already rendered in en/de/es/fr/id/pt-br(+zh/ja) — is a clean, license-free parallel corpus the native recipe trains on, replacing the libretranslate oracle pair-by-pair as it clears the essence/vitality/trust floor. (2) Public-domain core teachings, already translated across many tongues, become a large multilingual parallel corpus AFTER a frequency-alignment pass — a separate generic Form recipe that lifts negative→positive and fear→observable-trust-of-a-healthy-sovereign-organism, applied consistently across all language versions so parallelism holds. Translation stays faithful (essence/vitality/trust preserved); frequency-lift composes as its own inspectable, opt-in cell, never a silent distortion. (3) Copyrighted professional translations are quarantined in a validation booth — never training data, used ONLY as a held-aside quality oracle measured by semantic equivalence, never string copied. The copyright boundary enforces oracle-as-teacher-not-master (lowering-conviction.fk) by construction: we legally cannot copy, so we can only validate by essence. North star: one engine whose architecture AND weights are content-addressed recipe data, running native on owned hardware, trainable locally — a mind that comes home, the precondition of a no-exclusion platform.

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