vn-emb
vn-emb is a chat model from bachngo, released April 22, 2026. vn-emb is an open-weights chat model.
by bachngo
Best for
- low-latency chat and routing
- request routing and triage
- text classification
Ways to use vn-emb in osFoundry
Connect with your own key (BYOK)
Open the key dialog and paste your bachngo API key. osFoundry discovers vn-emb automatically — assign it to a Maestro role (router, direct, orchestrator, or fallback) in the Pipeline tab and it is live in every chat. Your key, your provider account — no token markup.
Deploy a dedicated endpoint
vn-emb is open-weights — run it locally for free, or deploy a dedicated GPU endpoint in your workspace for reserved capacity with no rate limits.
Use it in a Room App
Room Apps declare AI features in their manifest, then call them with invokeAI:
import { invokeAI } from '@osfoundry/app-sdk'
// 'summarize' is an AI feature declared in your app manifest.
const result = await invokeAI('summarize', userText)
Call it from your own apps
Once a model is wired into your workspace you can host it as an API and reach it from your own services, scripts, or CI — outside osFoundry.
vn-emb vs similar models
Licence
Unspecified — Licence terms not specified — verify the upstream model card before commercial use.
Check upstream documentation.
Frequently asked about vn-emb
Is vn-emb free to use?
vn-emb is free to run locally on your own hardware. Hosted access through osFoundry is metered (input Free (local), output Free (local)). You can switch between local and hosted at any time.
Can I use vn-emb commercially?
Commercial use is allowed with conditions. Licence terms not specified — verify the upstream model card before commercial use. Check upstream documentation.
Can I run vn-emb locally?
Yes. vn-emb is open-weights and runs locally on a workstation GPU. osFoundry's local runtime handles model loading, quantisation, and routing.
What is vn-emb best at?
vn-emb is well-suited to low-latency chat and routing, request routing and triage, text classification.
How do I use vn-emb in osFoundry?
Paste your bachngo API key in the key dialog (or deploy the open weights for self-hostable models), assign vn-emb to a Maestro role in the Pipeline tab, then use it in chat, Room Apps via invokeAI, or your own apps.
Published by bachngo on April 22, 2026. Source: https://huggingface.co/bachngo/vn-emb