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Ranked languages per spec by fit; took only the top pick: - M3a (statistical): R — native stats ecosystem - M3b (sociological): Prolog — equilibria as constraint satisfaction - M3c (AMM): Solidity — on-chain-equivalent precision - M3d (MEV): Fortran — dense PDE/knapsack numerics, no GC - M3e (tokenomics): Fortran — SDE/VAR matrix loops, same toolchain as M3d - M3f (consensus): Prolog — Markov/Nash as declarative search - M3g (microstructure): Zig — tick-level latency, deterministic memory - Hub: updated to reflect per-spec assignments Julia removed project-wide: JIT startup cost and large toolchain not justified when the project isn't going all-in on a single runtime.