gemma-3-12b-it-vl-GLM-4.7-Flash-Polaris-Heretic-Uncensored-Thinking-qx86-hi-mlx
Released by nightmedia in 2026, gemma-3-12b-it-vl-GLM-4.7-Flash-Polaris-Heretic-Uncensored-Thinking-qx86-hi-mlx is a 12 billion parameter image-generation model. gemma-3-12b-it-vl-GLM-4.7-Flash-Polaris-Heretic-Uncensored-Thinking-qx86-hi-mlx is an open-weights image model with roughly 12 billion parameters.
by nightmedia · 12B parameters
Best for
Ways to use gemma-3-12b-it-vl-GLM-4.7-Flash-Polaris-Heretic-Uncensored-Thinking-qx86-hi-mlx in osFoundry
Connect with your own key (BYOK)
Open the key dialog and paste your nightmedia API key. osFoundry discovers gemma-3-12b-it-vl-GLM-4.7-Flash-Polaris-Heretic-Uncensored-Thinking-qx86-hi-mlx 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
gemma-3-12b-it-vl-GLM-4.7-Flash-Polaris-Heretic-Uncensored-Thinking-qx86-hi-mlx 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 gemma-3-12b-it-vl-GLM-4.7-Flash-Polaris-Heretic-Uncensored-Thinking-qx86-hi-mlx
gemma-3-12b-it-vl-GLM-4.7-Flash-Polaris-Heretic-Uncensored-Thinking-qx86-hi-mlx runs on a single 16GB consumer GPU (~8 GB VRAM with KV-cache headroom). Full-precision inference fits on a single H100 80GB at FP16 precision (~29 GB).
gemma-3-12b-it-vl-GLM-4.7-Flash-Polaris-Heretic-Uncensored-Thinking-qx86-hi-mlx vs similar models
Licence
Unspecified — Licence terms not specified — verify the upstream model card before commercial use.
Check upstream documentation.
Frequently asked about gemma-3-12b-it-vl-GLM-4.7-Flash-Polaris-Heretic-Uncensored-Thinking-qx86-hi-mlx
Is gemma-3-12b-it-vl-GLM-4.7-Flash-Polaris-Heretic-Uncensored-Thinking-qx86-hi-mlx free to use?
gemma-3-12b-it-vl-GLM-4.7-Flash-Polaris-Heretic-Uncensored-Thinking-qx86-hi-mlx 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 gemma-3-12b-it-vl-GLM-4.7-Flash-Polaris-Heretic-Uncensored-Thinking-qx86-hi-mlx 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 gemma-3-12b-it-vl-GLM-4.7-Flash-Polaris-Heretic-Uncensored-Thinking-qx86-hi-mlx need?
Approximately 8 GB at Q4 quantisation, or 29 GB at full FP16 precision. Fits on a single 24GB consumer GPU.
Can I run gemma-3-12b-it-vl-GLM-4.7-Flash-Polaris-Heretic-Uncensored-Thinking-qx86-hi-mlx locally?
Yes. gemma-3-12b-it-vl-GLM-4.7-Flash-Polaris-Heretic-Uncensored-Thinking-qx86-hi-mlx is open-weights and runs locally on a workstation GPU. osFoundry's local runtime handles model loading, quantisation, and routing.
What is gemma-3-12b-it-vl-GLM-4.7-Flash-Polaris-Heretic-Uncensored-Thinking-qx86-hi-mlx best at?
gemma-3-12b-it-vl-GLM-4.7-Flash-Polaris-Heretic-Uncensored-Thinking-qx86-hi-mlx is well-suited to image text to text.
How do I use gemma-3-12b-it-vl-GLM-4.7-Flash-Polaris-Heretic-Uncensored-Thinking-qx86-hi-mlx in osFoundry?
Paste your nightmedia API key in the key dialog (or deploy the open weights for self-hostable models), assign gemma-3-12b-it-vl-GLM-4.7-Flash-Polaris-Heretic-Uncensored-Thinking-qx86-hi-mlx to a Maestro role in the Pipeline tab, then use it in chat, Room Apps via invokeAI, or your own apps.
Published by nightmedia on February 1, 2026. Source: https://huggingface.co/nightmedia/gemma-3-12b-it-vl-GLM-4.7-Flash-Polaris-Heretic-Uncensored-Thinking-qx86-hi-mlx