critic_manipulation-box_latest
Released by stevbach in 2026, critic_manipulation-box_latest is an chat model. critic_manipulation-box_latest is an open-weights chat model.
by stevbach
Best for
- low-latency chat and routing
- request routing and triage
- text classification
Ways to use critic_manipulation-box_latest in osFoundry
Connect with your own key (BYOK)
Open the key dialog and paste your stevbach API key. osFoundry discovers critic_manipulation-box_latest 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
critic_manipulation-box_latest 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.
critic_manipulation-box_latest vs similar models
Licence
Unspecified — Licence terms not specified — verify the upstream model card before commercial use.
Check upstream documentation.
Frequently asked about critic_manipulation-box_latest
Is critic_manipulation-box_latest free to use?
critic_manipulation-box_latest 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 critic_manipulation-box_latest 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 critic_manipulation-box_latest locally?
Yes. critic_manipulation-box_latest is open-weights and runs locally on a workstation GPU. osFoundry's local runtime handles model loading, quantisation, and routing.
What is critic_manipulation-box_latest best at?
critic_manipulation-box_latest is well-suited to low-latency chat and routing, request routing and triage, text classification.
How do I use critic_manipulation-box_latest in osFoundry?
Paste your stevbach API key in the key dialog (or deploy the open weights for self-hostable models), assign critic_manipulation-box_latest to a Maestro role in the Pipeline tab, then use it in chat, Room Apps via invokeAI, or your own apps.
Published by stevbach on March 25, 2026. Source: https://huggingface.co/stevbach/critic_manipulation-box_latest