9dce4642-4d04-4415-ac26-152e8da9e5e6-medium

Kanha — Custom-Trained On-Device Chatbot

This model was trained by Kanha and runs entirely on-device via WebGPU.

kanha.ai · Docs · SDK

---

What is this?

This is a custom-trained chatbot checkpoint, fine-tuned on a specific website's content using Kanha. It is optimized for on-device inference in the browser via WebGPU — no server-side API calls, no per-query costs, no data leaves the device.

This model is not general-purpose. It is trained to answer questions about a specific website's content.

How to use

Install the SDK and embed the bot:

<script type="module" src="https://cdn.jsdelivr.net/npm/kanha-ai/dist/widget.js"></script>
<kanha-bot model-url="https://huggingface.co/Kanha-AI/9dce4642-4d04-4415-ac26-152e8da9e5e6-medium/resolve/main/" model-size="medium" model-lib="https://huggingface.co/Kanha-AI/kanha-liquid-lfm2.5-1.2b-instruct-sft-v1-MLC/resolve/b5b3e59834bf187e37cfe51acc7edc3c05a08bb8/kanha-liquid-lfm2.5-1.2b-tuned-q4f16_1.wasm"></kanha-bot>

Or with React:

import { KanhaBot } from 'kanha-ai';

<KanhaBot modelUrl="https://huggingface.co/Kanha-AI/9dce4642-4d04-4415-ac26-152e8da9e5e6-medium/resolve/main/" modelSize="medium" modelLib="https://huggingface.co/Kanha-AI/kanha-liquid-lfm2.5-1.2b-instruct-sft-v1-MLC/resolve/b5b3e59834bf187e37cfe51acc7edc3c05a08bb8/kanha-liquid-lfm2.5-1.2b-tuned-q4f16_1.wasm" />

MLC model library: https://huggingface.co/Kanha-AI/kanha-liquid-lfm2.5-1.2b-instruct-sft-v1-MLC/resolve/b5b3e59834bf187e37cfe51acc7edc3c05a08bb8/kanha-liquid-lfm2.5-1.2b-tuned-q4f16_1.wasm

About Kanha

Kanha crawls your website, generates training data, fine-tunes a compact model, and serves it directly in your visitors' browsers via WebGPU.

• On-device execution — all inference runs locally, nothing sent to a server
• Privacy-first — user queries never leave the device
• Zero per-query costs — no API calls, no token billing

Learn more at kanha.ai · GitHub