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.
Tag
#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 Hits $240M Revenue and Launches Tiny Aya as It Lines Up for a 2026 IPO
The enterprise AI startup topped its revenue target, hired Uber's former IPO CFO, and released open-weight multilingual models that run on a phone. All signs point to a public offering this year.
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.