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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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Blasius Dala Nai

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Open access Jun 2026

Dynamics of Sincerity Echo: A New Paradigm in Large Language Model Alignment Based on Cognitive Proportionality

A conceptual protocol framework called Sincerity Echo is developed as a new paradigm in LLM alignment based on Cognitive Proportionality, which can differentiate propositional expansions, low risk lightweight queries, and adversarial contradictions through a tiered validation mechanism.

Blasius Dala Nai, Jeffrey Bram Pattipeilohy, Arief Wibowo · 0 citations

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