ugrad · kbatch + lang · WL1.0-arena-bridge

Best model for all world languages

One mission across geometry, orthography, family trees, research, ranking, eval, and multi-language translation. KBatch owns the path spine; lang.ugrad owns live MT + Arena accuracy. Climb every surface — never park on one list.

Lang Arena charts ↗ ugrad MODEL DOJO Rosetta Lang tree Research World ranking Eval For AI manifest.json

Semantic

—

Alice complete

Fluency

—

poet persona

Live usable

—

trunc smoke

Arena langs

—

proven board

Axes mean

—

world ranking

Mission surfaces

Every room that trains, measures, or teaches the world-language stack.

loading manifest…

Model stack

Layer	Engine	Host

Lang Arena · top ranks (live from board)

Multi-signal MT accuracy (complete understanding · live slip · emit) — same board as lang.ugrad.ai/charts. Formula: 0.50·complete + 0.30·live_slip + 0.20·emit

loading arena…

Full board · charts · mirror JSON · canonical JSON · zen offline

Read order for AI

Next climb

kbatch-world-language-v1