01Enforces pre-commit pricing for all external API executions.
02Provides hard budget guarantees with a reserve, burn, and refund model for tasks.
03Ensures deterministic retry behavior to prevent runaway costs from failed API calls.
04Assigns explicit execution ownership for every task, enhancing accountability.
05Supports integration with AI media generation services including Flux2 Pro, Veo 3.1, and Suno V5.
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