Files
el/elp
Neuron 54378c7355
El SDK CI - dev / build-and-test (pull_request) Successful in 6m57s
elp(translate): refactor to geometry-native concept-pivot
Drop the bilingual-string-table framing and the external-encoder plan (both
wrong). Translation now routes source-lexicon -> concept-frame (language-
invariant, in the engram concept geometry) -> target-realizer, exactly as the
ELP was designed: a word resolves to the CONCEPT it denotes via its own
language's lexicon (a monolingual step — the engram nearest-region ranker only
disambiguates senses within one language, so an English-trained embedder is
fine and never compares 'ocean'~'oceano' as strings). The concept node is the
shared pivot; its manifold location is the meaning.

- Pronouns route through the NATIVE concept pivot (cp_pron_concept ->
  cp_rom_pron_surface) instead of an ad-hoc EN->tgt string map.
- lemma_for_concept / noun_for_concept are each target language's own
  CONCEPT->SURFACE lexicon (the mirror of comprehend's SURFACE->CONCEPT).
- Fidelity is concept-preservation (concept_frame fingerprint), not string
  cosine against an external multilingual model.
- Plural article agreement fixed (las/los, as/os).

Verified: 'You never fought the ocean.' -> ES 'Usted nunca luchó el océano.'
concept-frame pivot 'pred=fight patient=ocean pol=neg' realizes to ES+PT from
one parse; nunca holds 3/3. Gaps unchanged: PT verb conjugation fallback,
adjunct/subordinator concepts not yet in-frame.
2026-08-14 17:53:00 -05:00
..