Debian Inference Portal is a self-service platform for Debian contributors to access shared LLM inference through an OpenAI-compatible API, funded by Scaleway's monthly credit sponsorship. Contributors log in via Salsa, manage API keys, and track usage with weekly soft limits to ensure fair resource distribution across the community.