Mechanistic interpretability of cross-lingual concept representations in Tiny Aya — rise, peak, collapse.
Early warning for LLM safety drift during fine-tuning: a Circuit Integrity Score read from the model's refusal circuit flags unsafe checkpoints before harm is measurable, with SafeTune repair and AuditKIT audit.
A small-model Gradio music app for era-to-era audio generation, fictional DJ narration, multilingual micro-lyrics, and safety-aware remix prompts.
Hearth is an AI-integrated multilingual mobile communication and translation tool designed to bridge language barriers in women’s shelters.
Is safety repair language-fair? A pre-registered audit of multilingual refusal steering on Cohere's Tiny Aya, built on the Lexsi stack.
Hinglish safety on Tiny Aya Global: refusals that drift out of the user's language, a PlainSFT LoRA repair (SafeTune) and before/after scoring (AuditKIT). Lexsi Labs hackathon, Track 2a.
Private, on-device translation across 67 languages on Apple Silicon — Cohere Labs Tiny Aya Global running locally with MLX and Streamlit.
Hearth is an AI-integrated multilingual mobile communication and translation tool designed to bridge language barriers in women’s shelters.
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