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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Zhongren Wang

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#small language model Open access Aug 2026

Contract-Grounded Cognitive Composition: Deterministic Topology, Interface Contracts, and Local Validation in LLM Multi-Agent Systems

This release presents Contract-Grounded Cognitive Composition (CGCC), an engineering framework for improving the reliability of LLM multi-agent systems through deterministic workflow topology, shared interface contracts, and local validation. The study reports three exploratory experiments conducted with a local qwen3....

Zhongren Wang · 0 citations
#small language model Open access Aug 2026

Contract-Grounded Cognitive Composition: Deterministic Topology, Interface Contracts, and Local Validation in LLM Multi-Agent Systems

This release presents Contract-Grounded Cognitive Composition (CGCC), an engineering framework for improving the reliability of LLM multi-agent systems through deterministic workflow topology, shared interface contracts, and local validation. The study reports three exploratory experiments conducted with a local qwen3....

Zhongren Wang · 0 citations

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