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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

Author

Akshata Kishore Moharir

Microsoft

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Preprint Aug 2026

Trace Integrity for LLM Data Agents: A Vision for Auditable Structured Reasoning in Real-World Systems

This paper introduces Trace Integrity, a deployment reliability criterion for evaluating whether the computation recorded behind an answer is explicit, executable, schema-valid, operator-faithful, replayable, answer-consistent, answer-consistent, and auditable.

Srimonti Dutta, Akshata Kishore Moharir · 0 citations

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