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1

Test on Nfero

Compare Qwen, visual, audio, RAG, and Token Plan routes before choosing a production path.

2

Call Model Studio

Use Alibaba Cloud API keys and model endpoints for application integration.

3

Scale with PAI-EAS

Move production inference into Alibaba Platform for AI services when teams need dedicated deployment control.

4

Plan compute

Use PAI-Lingjun and Alibaba AI infrastructure for larger training, inference, and enterprise workloads.

Production handoff

Compare first, then choose a production path.

Use Nfero to discover models and estimate routes, then confirm final terms, quotas, and production deployment choices inside Alibaba Cloud.

Open-source proof

Connect deployment pages to Alibaba inference projects.

MNN and RTP-LLM show the lower-level inference and edge AI story behind production deployment planning.

Open Source