counsel-env-qwen3-0.6b-grpo-run2
heavycoderhh's counsel-env-qwen3-0.6b-grpo-run2 packs 1 billion parameters into a chat model. counsel-env-qwen3-0.6b-grpo-run2 is an open-weights chat model with roughly 1 billion parameters.
by heavycoderhh · 1B parameters
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Ways to use counsel-env-qwen3-0.6b-grpo-run2 in osFoundry
Connect with your own key (BYOK)
Open the key dialog and paste your heavycoderhh API key. osFoundry discovers counsel-env-qwen3-0.6b-grpo-run2 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
counsel-env-qwen3-0.6b-grpo-run2 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 counsel-env-qwen3-0.6b-grpo-run2
counsel-env-qwen3-0.6b-grpo-run2 runs on a single 16GB consumer GPU (~1 GB VRAM with KV-cache headroom). Full-precision inference fits on a single H100 80GB at FP16 precision (~3 GB).
counsel-env-qwen3-0.6b-grpo-run2 vs similar models
Licence
Unspecified — Licence terms not specified — verify the upstream model card before commercial use.
Check upstream documentation.
Frequently asked about counsel-env-qwen3-0.6b-grpo-run2
Is counsel-env-qwen3-0.6b-grpo-run2 free to use?
counsel-env-qwen3-0.6b-grpo-run2 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 counsel-env-qwen3-0.6b-grpo-run2 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 counsel-env-qwen3-0.6b-grpo-run2 need?
Approximately 1 GB at Q4 quantisation, or 3 GB at full FP16 precision. Fits on a single 24GB consumer GPU.
Can I run counsel-env-qwen3-0.6b-grpo-run2 locally?
Yes. counsel-env-qwen3-0.6b-grpo-run2 is open-weights and runs locally on a workstation GPU. osFoundry's local runtime handles model loading, quantisation, and routing.
What is counsel-env-qwen3-0.6b-grpo-run2 best at?
counsel-env-qwen3-0.6b-grpo-run2 is well-suited to text generation.
How do I use counsel-env-qwen3-0.6b-grpo-run2 in osFoundry?
Paste your heavycoderhh API key in the key dialog (or deploy the open weights for self-hostable models), assign counsel-env-qwen3-0.6b-grpo-run2 to a Maestro role in the Pipeline tab, then use it in chat, Room Apps via invokeAI, or your own apps.
Published by heavycoderhh on April 25, 2026. Source: https://huggingface.co/heavycoderhh/counsel-env-qwen3-0.6b-grpo-run2