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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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Barry Sevig

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#edge computing Open access Oct 2026

Does the Evidence a Model Cites Drive Its Conclusion? A Pre-registered Causal Test of Declared Evidence Relations in Structured Reasoning Traces

When a language model writes down its reasoning, does the evidence it cites actually drive the conclusion it states? We contribute a reproducible method for testing causal alignment between declared trace relations and model computation, and a pre-registered application to Qwen2.5-7B-Instruct on a controlled comparison...

Darren Brewster, Barry Sevig · 0 citations

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