GA_Guard_Thinking
GeneralAnalysis's GA_Guard_Thinking is a chat model. GA_Guard_Thinking is an open-weights chat model.
by GeneralAnalysis
Best for
Ways to use GA_Guard_Thinking in osFoundry
Connect with your own key (BYOK)
Open the key dialog and paste your GeneralAnalysis API key. osFoundry discovers GA_Guard_Thinking 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
GA_Guard_Thinking 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.
GA_Guard_Thinking vs similar models
Licence
Unspecified — Licence terms not specified — verify the upstream model card before commercial use.
Check upstream documentation.
Frequently asked about GA_Guard_Thinking
Is GA_Guard_Thinking free to use?
GA_Guard_Thinking 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 GA_Guard_Thinking 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 GA_Guard_Thinking locally?
Yes. GA_Guard_Thinking is open-weights and runs locally on a workstation GPU. osFoundry's local runtime handles model loading, quantisation, and routing.
What is GA_Guard_Thinking best at?
GA_Guard_Thinking is well-suited to text generation.
How do I use GA_Guard_Thinking in osFoundry?
Paste your GeneralAnalysis API key in the key dialog (or deploy the open weights for self-hostable models), assign GA_Guard_Thinking to a Maestro role in the Pipeline tab, then use it in chat, Room Apps via invokeAI, or your own apps.
Published by GeneralAnalysis on October 1, 2025. Source: https://huggingface.co/GeneralAnalysis/GA_Guard_Thinking