An Agentic AI System for Multi-Framework Communication Coding

arXiv:2512.08659 · cs.CL, cs.LG · Submitted 2025-12-09 · Read on arXiv

cs.CL, cs.LG

Submitted: 2025-12-09

Updated: 2026-10-12

Comments: Published in npj Digital Medicine (2026). Code available at https://github.com/AutoEvaluation/MOSAIC

Journal ref: npj Digital Medicine (2026)

DOI: 10.1038/s41746-026-03314-w

Code: https://github.com/langchain-ai/langgraph

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Agentic AI — 2× in this paper · explained in 2 episodes
• Ablation — 1× in this paper · explained in 1 episode
• Adaptability — 1× in this paper · explained in 1 episode
• Benchmarking — 1× in this paper · explained in 4 episodes
• Consistency — 1× in this paper · explained in 3 episodes
• Core — 1× in this paper · explained in 2 episodes
• F1 Score — 1× in this paper · explained in 3 episodes
• Interpretability — 1× in this paper · explained in 15 episodes
• RAG — 1× in this paper · explained in 3 episodes
• Retrieval-Augmented Generation (RAG) — 1× in this paper · explained in 18 episodes
• Verification — 1× in this paper · explained in 2 episodes

Sources

• Large Language Model Agent: A Survey on Methodology, Applications and Challenges
• More Agents Is All You Need
• GPT-4 Technical Report
• Self-Consistency Improves Chain of Thought Reasoning in Language Models

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