001 — Positioning

We build language infrastructure. Jopara Vibe is where it starts.

002

This is already happening.

003 — In Production
Community feed — real Guaraní sentences submitted by users, with likes and context
Sentence submission interface — phrase in Guaraní, Spanish translation, cultural context
Audio recording interface — six Guaraní sentences for voice contribution

Real sentences.
Real voices.
Real language.

004 — Why

AI fails here. Not because of models. Because of data.

005 — Example
"Aguyje" (thank you) → translated as "es muy fuerte"
006

People don't speak like that. They speak Jopara.

007 — The System

Every sentence matters. Every voice counts. Every contribution builds the system.

008 — Running
Monthly ranking — top contributors with points and rewards
Three values — Mbarete (strength), Pytyvõ (help), Mbojerovia (trust)
User profile — contributions, medals, recognition

Already in use. Already growing.

009 — Foundation

Built on one of the most extensive Guaraní knowledge bases available.

010

This is one layer. More is coming.

011

This is being built. From the data up.