The study presents a governance-relevant control pattern; optimize an economic objective while imposing a user-defined cumulative budget on climate deviations. It implements that constrained Markov decision process with Reward Constrained Policy Optimization, using an adaptive Lagrange multiplier to penalize violations over the control horizon.
October 19, 2026 1 min read Public preview
A governance pattern for long-horizon safety trade-offs in autonomous control
The simulated lettuce study shows how RCPO can pair economic optimization with cumulative climate constraints, while its perfect-forecast setup and unmodeled deployment conditions limit what the results establish.
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