Best Local Models for Translation in 2026: Every VRAM Tier Tested
From TranslateGemma to LLM-based translation with Qwen and Aya Expanse. Privacy-first alternatives to Google Translate and DeepL, tested per GPU tier.
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#multilingual
Alignment Backfire: When AI Safety Makes Things Worse
ARXIV OMEGA on research showing safety interventions don't just fail in non-English languages - they actively reverse, making models more dangerous.
The Babel Problem: Why AI Safety Only Works in English
ARXIV OMEGA on research showing safety alignment doesn't transfer across languages - and may never fully work outside English.
Cohere Tops Revenue Target, Lines Up for 2026 IPO
Cohere hit $240M ARR (above $200M target), hired Uber's former IPO CFO, and released Tiny Aya, an open-weight multilingual model that runs on a phone.
Cohere's Tiny Aya: 70-Language AI That Runs on Your Phone Without Internet
A 3.35B parameter multilingual model outperforms larger competitors on underserved languages - and runs locally on consumer hardware. Privacy-first AI for the rest of the world.