About LumenMind

LumenMind was born from an AI architecture exploration — a project designed to see how Small Language Models (SLMs) and Retrieval-Augmented Generation (RAG) could solve highly technical, niche problems. Instead of digging through multi-page PDF manuals, we built a system that reads the documentation for you.

The idea was simple: what if you could just type “factory reset” and get the exact click sequence for your specific light and firmware version?

How It Works

We ingested the official Anduril V1 and V2 firmware manuals (authored by ToyKeeper) and the Convoy Biscotti 12-Group documentation into a vector database. When you ask a question, our AI retrieves the most relevant passages and generates a step-by-step answer. While grounded in actual documentation to minimize hallucinations, AI can occasionally make mistakes — always double-check critical operations against your light's official manual.

Community-Driven

LumenMind is an independent community project. We are not affiliated with ToyKeeper, Hank Wang (Intl-Outdoor), Wurkkos, Sofirn, Convoy, Lumintop, FireflyLite, or any flashlight manufacturer. All product names and brands mentioned are trademarks of their respective owners.

We believe firmware should be accessible to everyone — from seasoned flashaholics to first-time Anduril users. If you have feedback or want to contribute, we'd love to hear from you.