smolvla-bread-in-toaster-v4-3e96ccba
Released by qualia-robotics in 2026, smolvla-bread-in-toaster-v4-3e96ccba is an chat model. smolvla-bread-in-toaster-v4-3e96ccba is an open-weights chat model.
by qualia-robotics
Best for
Ways to use smolvla-bread-in-toaster-v4-3e96ccba in osFoundry
Connect with your own key (BYOK)
Open the key dialog and paste your qualia-robotics API key. osFoundry discovers smolvla-bread-in-toaster-v4-3e96ccba 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
smolvla-bread-in-toaster-v4-3e96ccba 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.
smolvla-bread-in-toaster-v4-3e96ccba vs similar models
Licence
Unspecified — Licence terms not specified — verify the upstream model card before commercial use.
Check upstream documentation.
Frequently asked about smolvla-bread-in-toaster-v4-3e96ccba
Is smolvla-bread-in-toaster-v4-3e96ccba free to use?
smolvla-bread-in-toaster-v4-3e96ccba 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 smolvla-bread-in-toaster-v4-3e96ccba 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 smolvla-bread-in-toaster-v4-3e96ccba locally?
Yes. smolvla-bread-in-toaster-v4-3e96ccba is open-weights and runs locally on a workstation GPU. osFoundry's local runtime handles model loading, quantisation, and routing.
What is smolvla-bread-in-toaster-v4-3e96ccba best at?
smolvla-bread-in-toaster-v4-3e96ccba is well-suited to robotics.
How do I use smolvla-bread-in-toaster-v4-3e96ccba in osFoundry?
Paste your qualia-robotics API key in the key dialog (or deploy the open weights for self-hostable models), assign smolvla-bread-in-toaster-v4-3e96ccba to a Maestro role in the Pipeline tab, then use it in chat, Room Apps via invokeAI, or your own apps.
Published by qualia-robotics on May 10, 2026. Source: https://huggingface.co/qualia-robotics/smolvla-bread-in-toaster-v4-3e96ccba