beetle-bilingual-l2-50-sequential-33-67-b3-fineweb-2b-nld-eng-layer-growth-postfix
beetle-bilingual-l2-50-sequential-33-67-b3-fineweb-2b-nld-eng-layer-growth-postfix is a 2 billion parameter chat model from Beetle-nld-eng-Variants, released May 6, 2026. beetle-bilingual-l2-50-sequential-33-67-b3-fineweb-2b-nld-eng-layer-growth-postfix is an open-weights chat model with roughly 2 billion parameters.
by Beetle-nld-eng-Variants · 2B parameters
Best for
Ways to use beetle-bilingual-l2-50-sequential-33-67-b3-fineweb-2b-nld-eng-layer-growth-postfix in osFoundry
Connect with your own key (BYOK)
Open the key dialog and paste your Beetle-nld-eng-Variants API key. osFoundry discovers beetle-bilingual-l2-50-sequential-33-67-b3-fineweb-2b-nld-eng-layer-growth-postfix 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-2b-nld-eng-layer-growth-postfix 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.
What hardware can run beetle-bilingual-l2-50-sequential-33-67-b3-fineweb-2b-nld-eng-layer-growth-postfix
beetle-bilingual-l2-50-sequential-33-67-b3-fineweb-2b-nld-eng-layer-growth-postfix runs on a single 16GB consumer GPU (~2 GB VRAM with KV-cache headroom). Full-precision inference fits on a single H100 80GB at FP16 precision (~5 GB).
beetle-bilingual-l2-50-sequential-33-67-b3-fineweb-2b-nld-eng-layer-growth-postfix 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-2b-nld-eng-layer-growth-postfix
Is beetle-bilingual-l2-50-sequential-33-67-b3-fineweb-2b-nld-eng-layer-growth-postfix free to use?
beetle-bilingual-l2-50-sequential-33-67-b3-fineweb-2b-nld-eng-layer-growth-postfix 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-2b-nld-eng-layer-growth-postfix commercially?
Commercial use is allowed with conditions. Licence terms not specified — verify the upstream model card before commercial use. Check upstream documentation.
How much VRAM does beetle-bilingual-l2-50-sequential-33-67-b3-fineweb-2b-nld-eng-layer-growth-postfix need?
Approximately 2 GB at Q4 quantisation, or 5 GB at full FP16 precision. Fits on a single 24GB consumer GPU.
Can I run beetle-bilingual-l2-50-sequential-33-67-b3-fineweb-2b-nld-eng-layer-growth-postfix locally?
Yes. beetle-bilingual-l2-50-sequential-33-67-b3-fineweb-2b-nld-eng-layer-growth-postfix 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-2b-nld-eng-layer-growth-postfix best at?
beetle-bilingual-l2-50-sequential-33-67-b3-fineweb-2b-nld-eng-layer-growth-postfix is well-suited to text generation.
How do I use beetle-bilingual-l2-50-sequential-33-67-b3-fineweb-2b-nld-eng-layer-growth-postfix in osFoundry?
Paste your Beetle-nld-eng-Variants 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-2b-nld-eng-layer-growth-postfix to a Maestro role in the Pipeline tab, then use it in chat, Room Apps via invokeAI, or your own apps.
Published by Beetle-nld-eng-Variants on May 6, 2026. Source: https://huggingface.co/Beetle-nld-eng-Variants/beetle-bilingual-l2-50-sequential-33-67-b3-fineweb-2b-nld-eng-layer-growth-postfix