Skip to content
inference.debian.net·

🤖Debian Inference Portal Adds Qwen Model, Tracks Budget

Debian's new AI portal is live, with budget tracking

TL;DR

Debian's new self-service portal for LLM inference is now live, allowing developers to access the Qwen model and manage API keys. It also tracks budget consumption, a first for Debian contributors.

Debian's Inference Portal, a self-service platform for LLM inference, went live on September 25, 2026, with the addition of the scaleway/qwen3.8-27b model. This update is a big deal for Debian Developers and Maintainers who can now manage their API keys and monitor budget consumption directly from the portal. The portal, which requires Salsa login, is a game changer for those working on Debian projects, offering direct access to AI models and real-time budget tracking. The update also includes new documentation on DebGPT configurations and extended sandboxing examples.

Key Points

1

Debian Inference Portal launched on September 25, 2026, with the Qwen3.8-27b model.

2

Portal users can manage API keys and monitor budget consumption in real-time.

3

Only Debian Developers and Maintainers can access the portal via Salsa login.

4

Documentation was updated on September 25, 2026, with new DebGPT configurations.

5

Sandboxing examples were extended to help users understand model usage.

Why It Matters

If you're a Debian Developer or Maintainer, the Inference Portal is a must-have. It offers direct access to the Qwen model and real-time budget tracking, making AI integration and cost management easier. The portal's API key management and budget insights are particularly useful for teams working on large-scale Debian projects.

debianinference-portalqwen-modelbudget-trackingapi-keys

Comments

Subscribe to join the conversation...

Be the first to comment

Enjoyed this article?

Get it daily. 7am. Free. Reads in 5 minutes.

Join 3,551 builders reading daily.

Also get