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MAC Simulator

Location: control-plane/backend/mac/ Environment: torch.dev.gpu Status: Eval framework planned Beads: auraison-wh0, auraison-ncq (epic) Jira: AURA-366

Overview​

Multi-Agent Control (MAC) semantic MIMO decoding simulation. Applies information-theoretic concepts from wireless communications to multi-agent LLM systems -- treating agent coordination as a channel coding problem.

Research threads​

  • MIMO symbolic communication
  • Rate-distortion interpretation of context windows and RAG
  • Python MIMO hallucination simulator
  • Soft symbols and semantic distortion in embedding space
  • Turbo codes, belief propagation, and chain-of-thought as LDPC parity checks
  • Transformers as soft-symbol encoders in the MIMO framework
  • MAC eval framework: information-theoretic LLM evaluation methodology

Platform services​

  • User plane: Simulation runs as Ray Jobs on torch.dev.gpu
  • Data plane: Simulation results and metrics stored in warehouse/
  • Control plane: Experiment tracking via WandBAgent