Ministral-3-8B-Reasoning-2512-heretic_GGUF
Built by AISafety-Student, Ministral-3-8B-Reasoning-2512-heretic_GGUF is a 8 billion parameter chat model. Ministral-3-8B-Reasoning-2512-heretic_GGUF is an open-weights chat model with roughly 8 billion parameters.
by AISafety-Student · 8B parameters
Best for
- low-latency chat and routing
- request routing and triage
- text classification
Ways to use Ministral-3-8B-Reasoning-2512-heretic_GGUF in osFoundry
Connect with your own key (BYOK)
Open the key dialog and paste your AISafety-Student API key. osFoundry discovers Ministral-3-8B-Reasoning-2512-heretic_GGUF 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
Ministral-3-8B-Reasoning-2512-heretic_GGUF 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 Ministral-3-8B-Reasoning-2512-heretic_GGUF
Ministral-3-8B-Reasoning-2512-heretic_GGUF runs on a single 16GB consumer GPU (~5 GB VRAM with KV-cache headroom). Full-precision inference fits on a single H100 80GB at FP16 precision (~20 GB).
Ministral-3-8B-Reasoning-2512-heretic_GGUF vs similar models
Licence
Unspecified — Licence terms not specified — verify the upstream model card before commercial use.
Check upstream documentation.
Frequently asked about Ministral-3-8B-Reasoning-2512-heretic_GGUF
Is Ministral-3-8B-Reasoning-2512-heretic_GGUF free to use?
Ministral-3-8B-Reasoning-2512-heretic_GGUF 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 Ministral-3-8B-Reasoning-2512-heretic_GGUF 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 Ministral-3-8B-Reasoning-2512-heretic_GGUF need?
Approximately 5 GB at Q4 quantisation, or 20 GB at full FP16 precision. Fits on a single 24GB consumer GPU.
Can I run Ministral-3-8B-Reasoning-2512-heretic_GGUF locally?
Yes. Ministral-3-8B-Reasoning-2512-heretic_GGUF is open-weights and runs locally on a workstation GPU. osFoundry's local runtime handles model loading, quantisation, and routing.
What is Ministral-3-8B-Reasoning-2512-heretic_GGUF best at?
Ministral-3-8B-Reasoning-2512-heretic_GGUF is well-suited to low-latency chat and routing, request routing and triage, text classification.
How do I use Ministral-3-8B-Reasoning-2512-heretic_GGUF in osFoundry?
Paste your AISafety-Student API key in the key dialog (or deploy the open weights for self-hostable models), assign Ministral-3-8B-Reasoning-2512-heretic_GGUF to a Maestro role in the Pipeline tab, then use it in chat, Room Apps via invokeAI, or your own apps.
Published by AISafety-Student on April 7, 2026. Source: https://huggingface.co/AISafety-Student/Ministral-3-8B-Reasoning-2512-heretic_GGUF