GRPO_Numina_FFT_lr1e-6_qwen317B_global_step_272full
GRPO_Numina_FFT_lr1e-6_qwen317B_global_step_272full (ZhichengLiao, 2026) is an chat model. GRPO_Numina_FFT_lr1e-6_qwen317B_global_step_272full is an open-weights chat model.
by ZhichengLiao
Best for
Ways to use GRPO_Numina_FFT_lr1e-6_qwen317B_global_step_272full in osFoundry
Connect with your own key (BYOK)
Open the key dialog and paste your ZhichengLiao API key. osFoundry discovers GRPO_Numina_FFT_lr1e-6_qwen317B_global_step_272full 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
GRPO_Numina_FFT_lr1e-6_qwen317B_global_step_272full 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.
GRPO_Numina_FFT_lr1e-6_qwen317B_global_step_272full vs similar models
Licence
Unspecified — Licence terms not specified — verify the upstream model card before commercial use.
Check upstream documentation.
Frequently asked about GRPO_Numina_FFT_lr1e-6_qwen317B_global_step_272full
Is GRPO_Numina_FFT_lr1e-6_qwen317B_global_step_272full free to use?
GRPO_Numina_FFT_lr1e-6_qwen317B_global_step_272full 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 GRPO_Numina_FFT_lr1e-6_qwen317B_global_step_272full 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 GRPO_Numina_FFT_lr1e-6_qwen317B_global_step_272full locally?
Yes. GRPO_Numina_FFT_lr1e-6_qwen317B_global_step_272full is open-weights and runs locally on a workstation GPU. osFoundry's local runtime handles model loading, quantisation, and routing.
What is GRPO_Numina_FFT_lr1e-6_qwen317B_global_step_272full best at?
GRPO_Numina_FFT_lr1e-6_qwen317B_global_step_272full is well-suited to text generation.
How do I use GRPO_Numina_FFT_lr1e-6_qwen317B_global_step_272full in osFoundry?
Paste your ZhichengLiao API key in the key dialog (or deploy the open weights for self-hostable models), assign GRPO_Numina_FFT_lr1e-6_qwen317B_global_step_272full to a Maestro role in the Pipeline tab, then use it in chat, Room Apps via invokeAI, or your own apps.
Published by ZhichengLiao on April 19, 2026. Source: https://huggingface.co/ZhichengLiao/GRPO_Numina_FFT_lr1e-6_qwen317B_global_step_272full