A deterministic Plan-and-Execute multi-agent orchestration engine using LangGraph and MCP, integrating Bayesian probabilistic modeling (pgmpy) to eliminate hallucination loops and resolve data conflicts in automated execution pipelines.
llm directed-acyclic-graphs llama-cpp langchain-python langgraph mcp-server local-model-server bayes-probability
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Updated
Jun 17, 2026 - Python