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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Pornthep Ukosaramig

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Preprint Aug 2026

TSWAP: A Multilingual Retrieval-Augmented Thai Wellness Advisor

We present TSWAP, a deployed eight-language conversational wellness advisor grounded, via retrieval-augmented generation, in a verified knowledge base of Thai traditional medicine and certified wellness providers. An unmodified open-weight LLM (Qwen3.6-35B-A3B on vLLM) is grounded on a ~30.6K-chunk Thai index by a hybr...

Pornthep Ukosaramig, Kobkrit Viriyayudhakorn · 0 citations

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