beetle-bilingual-l2-50-sequential-33-67-b3-fineweb-100m-nld-eng-ewc
beetle-bilingual-l2-50-sequential-33-67-b3-fineweb-100m-nld-eng-ewc is a chat model from Beetle-FineWeb-100M, released May 7, 2026. beetle-bilingual-l2-50-sequential-33-67-b3-fineweb-100m-nld-eng-ewc is an open-weights chat model.
by Beetle-FineWeb-100M
Best for
Ways to use beetle-bilingual-l2-50-sequential-33-67-b3-fineweb-100m-nld-eng-ewc in osFoundry
Connect with your own key (BYOK)
Open the key dialog and paste your Beetle-FineWeb-100M API key. osFoundry discovers beetle-bilingual-l2-50-sequential-33-67-b3-fineweb-100m-nld-eng-ewc 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
beetle-bilingual-l2-50-sequential-33-67-b3-fineweb-100m-nld-eng-ewc 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.
beetle-bilingual-l2-50-sequential-33-67-b3-fineweb-100m-nld-eng-ewc vs similar models
Licence
Unspecified — Licence terms not specified — verify the upstream model card before commercial use.
Check upstream documentation.
Frequently asked about beetle-bilingual-l2-50-sequential-33-67-b3-fineweb-100m-nld-eng-ewc
Is beetle-bilingual-l2-50-sequential-33-67-b3-fineweb-100m-nld-eng-ewc free to use?
beetle-bilingual-l2-50-sequential-33-67-b3-fineweb-100m-nld-eng-ewc 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 beetle-bilingual-l2-50-sequential-33-67-b3-fineweb-100m-nld-eng-ewc 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 beetle-bilingual-l2-50-sequential-33-67-b3-fineweb-100m-nld-eng-ewc locally?
Yes. beetle-bilingual-l2-50-sequential-33-67-b3-fineweb-100m-nld-eng-ewc is open-weights and runs locally on a workstation GPU. osFoundry's local runtime handles model loading, quantisation, and routing.
What is beetle-bilingual-l2-50-sequential-33-67-b3-fineweb-100m-nld-eng-ewc best at?
beetle-bilingual-l2-50-sequential-33-67-b3-fineweb-100m-nld-eng-ewc is well-suited to text generation.
How do I use beetle-bilingual-l2-50-sequential-33-67-b3-fineweb-100m-nld-eng-ewc in osFoundry?
Paste your Beetle-FineWeb-100M API key in the key dialog (or deploy the open weights for self-hostable models), assign beetle-bilingual-l2-50-sequential-33-67-b3-fineweb-100m-nld-eng-ewc to a Maestro role in the Pipeline tab, then use it in chat, Room Apps via invokeAI, or your own apps.
Published by Beetle-FineWeb-100M on May 7, 2026. Source: https://huggingface.co/Beetle-FineWeb-100M/beetle-bilingual-l2-50-sequential-33-67-b3-fineweb-100m-nld-eng-ewc