Three directions for Jev in long-horizon agents and continuous evals

elvis @omarsar0Originally posted 2026.09.20

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As the discussion here continues, there are three areas where System One models like Jev are particularly interesting: - Continuous evals and monitoring - How it supports long-horizon agents through custom verifiers - Recursive self-improving agent harness It's not just about affordability. Models that specialize in decision-making, like Jev, are ideal primitives for enabling more effective use of frontier agents. The same philosophy goes here: not everything requires a frontier model.