# Ling-3.0-flash-Sante, a 124B healthcare MoE, is now open-source

> Original title: Ling-3.0-flash-Sante is now open-source. The 124B healthcare MoE activates only 5.1B parameters per token.

- Source: ModelScope
- Published: 2026-10-22T15:17:12.000Z
- Bad Influence: https://badinfluence.news/items/f1m7kzsom3n08t4u9vfg4tupk
- Original: https://x.com/ModelScope2022/status/2113288567640199659

## Summary

Ling-3.0-flash-Sante is now open-source, a 124B-parameter healthcare mixture-of-experts model that activates 5.1B parameters per token. It scores 54.29 on HealthBench Professional, up 8.56 points, and ranks #2 overall in the team's evaluation. It reaches 76.92 on AFUMED-ComplexReasoning, 90.61 on AFUMED-Drug, and 94.21 on MedQA-USMLE.

## Post

Ling-3.0-flash-Sante is now open-source. The 124B healthcare MoE activates only 5.1B parameters per token.
🤖 https://www.modelscope.ai/models/inclusionAI/Ling-3.0-flash-Sante

🏆 #1 among flash-size models on professional healthcare: Scores 54.29 on HealthBench Professional, up 8.56 points, and ranks #2 overall in the team’s evaluation.
🩺 Better at hard medical reasoning: Reaches 76.92 on AFUMED-ComplexReasoning, 90.61 on AFUMED-Drug, and 94.21 on MedQA-USMLE.
🧩 Multi-agent beats single-agent research: BrowseComp rises from 80.20 to 90.47 when moving from one agent to multi-agent collaboration.
🛠️ A healthcare agent, not just medical QA: Deep research, tool use, and task execution gains support real research and professional workflows.

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