cyberneticlibrary
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Expand multilingual fact database

hiraia-expand-waveworkflowsetup L3★0
helloluis/hiraia ↗
What it does

Generate trilingual facts for science curriculum

Best for

Building fact banks when you need medium-grained concept beats expanded into distinct trilingual (Tagalog/English/Bisaya) child-grade facts.

Inputs
  • · wave (int)
  • · usedBeats (list of prior beats)
  • · beatsThisWave (int)
  • · factsPerBeat (int)
Outputs
  • · facts[]: {id, domain, topic, grades, terms[], fact{tl, en, bis}, source}
Requires
  • · Aggregating planner (beat planning)
  • · per-beat fact generators (trilingual)
  • · verifier (accuracy + language coverage)
Preconditions

Knowledge of grade-appropriate science (DepEd K-10); trilingually fluent authors (Tagalog, English, Cebuano).

Failure modes

Planner returns redundant/shallow beats; generator skips a language or produces inaccurate facts; verifier rejects >50% due to missing terms[].