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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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Penggan Zhao

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#small language model Open access Oct 2026

Counting What Inspection Misses: Auditing an LLM-Generated Quiz Bank for an Educational Game

LLMs make it cheap for a small team to write the assessment content of an educational game, and the result usually reads well. We audited the 500-item bilingual multiple-choice bank of a shipped educational RPG, generated by an LLM coding assistant, against a plan fixed before any audit model was run. Factually, the ba...

Penggan Zhao · 0 citations

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