Aquin Lucid - Gain Lucid AI Powered Insights

Aquin Lucid is an AI-powered interpretability platform that debugs and improves ML models using mechanistic interpretability. It lets you trace any output token back to the exact prompt span and layer where it formed, simulate training runs (LoRA, QLoRA, DPO, distillation), and catch failure modes before deployment. Built for ML engineers and researchers who need to reduce hallucinations, ensure safety, and understand precisely what changed during fine-tuning.

Reduce hallucinations in language models

Debug role confusion and prompt injection vulnerabilities

Detect and fix context bleed in multi-turn conversations

Validate fine-tuning changes before production

Identify failure modes in safety-critical models

Inspect which features fire during inference

Optimize model behavior through mechanistic understanding