Systems and methods for autonomous intelligence

A causal-reasoning and counterfactual-simulation system for autonomous intelligence, comprising:

• a processor;
• and
• a memory storing instructions that, when executed by the processor, cause the processor to perform operations comprising:
• receiving a latent-state representation derived from multimodal sensor data;
• generating a causal model comprising one or more causal relationships among latent variables;
• generating a causal graph representing directional dependencies among the latent variables;
• performing an interventional simulation by modifying at least one latent variable to generate an alternative hypothetical latent state;
• performing counterfactual reasoning by computing one or more counterfactual outcomes corresponding to the alternative hypothetical latent state;
• computing a causal impact measure representing a predicted difference between:
• a baseline predicted latent trajectory and the counterfactual outcome;
• and
• providing the causal impact measure to a safety-supervisor module configured to authorize, modify, or inhibit an actuator command.

A safety-supervision and control-arbitration system, comprising:

• a processor;
• and
• a memory storing instructions that, when executed by the processor, cause the processor to perform operations comprising:
• receiving predictive intelligence outputs comprising at least one of:
• a predicted latent state, a predicted multi-step trajectory, a hazard-forecast metric, or an uncertainty estimate;
• receiving causal-reasoning outputs comprising at least one of:
• a causal graph, a causal-attribution score, a counterfactual outcome, or an interventional simulation result;
• generating a dynamic safety envelope defining permissible operational limits;
• receiving a candidate actuator command from an autonomous controller, a human operator, or a distributed autonomous node;
• comparing the candidate actuator command to the dynamic safety envelope;
• performing control arbitration to permit, modify, inhibit, or override the candidate actuator command;
• and
• outputting a verified actuator command to a mechanical, vehicular, robotic, industrial, medical, wearable, environmental, subterranean, or underwater platform only when the verified actuator command satisfies both the dynamic safety envelope and the zero-trust constraints.