Ling-2.6-flash-mlx-4bit-gs32
mlx-community's Ling-2.6-flash-mlx-4bit-gs32 is a chat model. Ling-2.6-flash-mlx-4bit-gs32 is an open-weights chat model.
by mlx-community
Best for
Ways to use Ling-2.6-flash-mlx-4bit-gs32 in osFoundry
Connect with your own key (BYOK)
Open the key dialog and paste your mlx-community API key. osFoundry discovers Ling-2.6-flash-mlx-4bit-gs32 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
Ling-2.6-flash-mlx-4bit-gs32 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.
Ling-2.6-flash-mlx-4bit-gs32 vs similar models
Licence
Unspecified — Licence terms not specified — verify the upstream model card before commercial use.
Check upstream documentation.
Frequently asked about Ling-2.6-flash-mlx-4bit-gs32
Is Ling-2.6-flash-mlx-4bit-gs32 free to use?
Ling-2.6-flash-mlx-4bit-gs32 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 Ling-2.6-flash-mlx-4bit-gs32 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 Ling-2.6-flash-mlx-4bit-gs32 locally?
Yes. Ling-2.6-flash-mlx-4bit-gs32 is open-weights and runs locally on a workstation GPU. osFoundry's local runtime handles model loading, quantisation, and routing.
What is Ling-2.6-flash-mlx-4bit-gs32 best at?
Ling-2.6-flash-mlx-4bit-gs32 is well-suited to text generation.
How do I use Ling-2.6-flash-mlx-4bit-gs32 in osFoundry?
Paste your mlx-community API key in the key dialog (or deploy the open weights for self-hostable models), assign Ling-2.6-flash-mlx-4bit-gs32 to a Maestro role in the Pipeline tab, then use it in chat, Room Apps via invokeAI, or your own apps.
Published by mlx-community on April 29, 2026. Source: https://huggingface.co/mlx-community/Ling-2.6-flash-mlx-4bit-gs32