ticker_multi_fine_tune_v4
HugoGiddins's ticker_multi_fine_tune_v4 is a chat model. ticker_multi_fine_tune_v4 is an open-weights chat model.
by HugoGiddins
Best for
- low-latency chat and routing
- request routing and triage
- text classification
Ways to use ticker_multi_fine_tune_v4 in osFoundry
Connect with your own key (BYOK)
Open the key dialog and paste your HugoGiddins API key. osFoundry discovers ticker_multi_fine_tune_v4 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
ticker_multi_fine_tune_v4 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.
ticker_multi_fine_tune_v4 vs similar models
Licence
Unspecified — Licence terms not specified — verify the upstream model card before commercial use.
Check upstream documentation.
Frequently asked about ticker_multi_fine_tune_v4
Is ticker_multi_fine_tune_v4 free to use?
ticker_multi_fine_tune_v4 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 ticker_multi_fine_tune_v4 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 ticker_multi_fine_tune_v4 locally?
Yes. ticker_multi_fine_tune_v4 is open-weights and runs locally on a workstation GPU. osFoundry's local runtime handles model loading, quantisation, and routing.
What is ticker_multi_fine_tune_v4 best at?
ticker_multi_fine_tune_v4 is well-suited to low-latency chat and routing, request routing and triage, text classification.
How do I use ticker_multi_fine_tune_v4 in osFoundry?
Paste your HugoGiddins API key in the key dialog (or deploy the open weights for self-hostable models), assign ticker_multi_fine_tune_v4 to a Maestro role in the Pipeline tab, then use it in chat, Room Apps via invokeAI, or your own apps.
Published by HugoGiddins on July 19, 2025. Source: https://huggingface.co/HugoGiddins/ticker_multi_fine_tune_v4