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General agents can be certified for reliable long-horizon planning by localizing transitions, revealing a new pathway to effective deployment in complex environments.
Safety guarantees for black-box control systems can be derived from the geometry of learned feasibility constraints, not just unknown dynamics.
Unlock the predictive power of human-generated context in renewable energy systems with OpenCEM, the first open-source digital twin that natively integrates natural language and microgrid dynamics.