Jina-Embeddings-v5-Text-Nano-Retrieval-Stage-1-model
Jina-Embeddings-v5-Text-Nano-Retrieval-Stage-1-model is a embedding model from quockhangdev, released April 29, 2026. Jina-Embeddings-v5-Text-Nano-Retrieval-Stage-1-model is an open-weights embed model.
by quockhangdev
Best for
Ways to use Jina-Embeddings-v5-Text-Nano-Retrieval-Stage-1-model in osFoundry
Connect with your own key (BYOK)
Open the key dialog and paste your quockhangdev API key. osFoundry discovers Jina-Embeddings-v5-Text-Nano-Retrieval-Stage-1-model 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
Jina-Embeddings-v5-Text-Nano-Retrieval-Stage-1-model 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.
Jina-Embeddings-v5-Text-Nano-Retrieval-Stage-1-model vs similar models
Licence
Unspecified — Licence terms not specified — verify the upstream model card before commercial use.
Check upstream documentation.
Frequently asked about Jina-Embeddings-v5-Text-Nano-Retrieval-Stage-1-model
Is Jina-Embeddings-v5-Text-Nano-Retrieval-Stage-1-model free to use?
Jina-Embeddings-v5-Text-Nano-Retrieval-Stage-1-model 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 Jina-Embeddings-v5-Text-Nano-Retrieval-Stage-1-model 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 Jina-Embeddings-v5-Text-Nano-Retrieval-Stage-1-model locally?
Yes. Jina-Embeddings-v5-Text-Nano-Retrieval-Stage-1-model is open-weights and runs locally on a workstation GPU. osFoundry's local runtime handles model loading, quantisation, and routing.
What is Jina-Embeddings-v5-Text-Nano-Retrieval-Stage-1-model best at?
Jina-Embeddings-v5-Text-Nano-Retrieval-Stage-1-model is well-suited to sentence similarity.
How do I use Jina-Embeddings-v5-Text-Nano-Retrieval-Stage-1-model in osFoundry?
Paste your quockhangdev API key in the key dialog (or deploy the open weights for self-hostable models), assign Jina-Embeddings-v5-Text-Nano-Retrieval-Stage-1-model to a Maestro role in the Pipeline tab, then use it in chat, Room Apps via invokeAI, or your own apps.
Published by quockhangdev on April 29, 2026. Source: https://huggingface.co/quockhangdev/Jina-Embeddings-v5-Text-Nano-Retrieval-Stage-1-model