Initialize scanner with compliance frameworks. Args: frameworks: List of frameworks to enable ['gdpr', 'hipaa',

Initialize the Geo Agent. Args: agent_id: Unique identifier simulate_deforestation: If True, generat

Initialize the Auditor Agent. Args: agent_id: Unique identifier threshold: Drift score threshold for

Initialize an agent. Args: agent_id: Unique identifier for this agent name: Human-readable name (def

Initialize the evaluation runner. Args: dataset: The golden dataset to evaluate against rubric: The

Initialize the constraint engine with validation rules. Args: rules: List of constraint rules to enforce. If Non

Initialize Ghost Mode Observer. Args: context_shadow: Context shadow for storing behavior patterns c

Initialize the full stack agent.

Initialize the monitoring agent.

Initialize policy-aware reward function. Args: kernel: Agent OS KernelSpace for policy checking base_reward_

Initialize composite reward. Args: components: List of (reward_fn, weight) tuples normalize: Whether to norm

Initialize the governed environment. Args: kernel: Agent OS KernelSpace with loaded policies task_generator:

Initialize the emitter. Args: flight_recorder: Agent OS FlightRecorder instance include_policy_checks: Inclu