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Apodex 1.1 develops AI agents capable of complex, long-horizon tasks by scaling both environment diversity (files, search, code execution) and coordination abilities (task decomposition, parallel work, asynchronous integration). The system achieves strong performance across finance, research, mathematics, and coding with a 35B parameter model, grounded in verifiable, real-world work completion.