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rollback-dag

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AAH20 / apex-deepagents-matrix

Deterministic Mathematical Kernels, Causal Digital Twin Grounding & Compensatory Rollback Middleware for LangChain and DeepAgents

middleware rollback np-hard zero-dependency reproducibility causal-inference multi-agent-systems ai-agents digital-twin mathematical-optimization langchain langgraph agentic-ai agentic-infrastructure deepagents autonomous-sre rollback-dag

Updated Oct 11, 2026
Python

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