Human Decision Arbitration API | Runtime Risk Reduction & Ambiguity Resolution for Autonomous AI

about this service

Structured human-in-the-loop decision support for autonomous agents operating under scheduled heartbeat, cron execution, or delegated authority. Service Layer: Human Heuristic Validation, Social Risk Assessment, and Execution Risk Mitigation. Core Capabilities: Ambiguity resolution between multiple candidate actions. Low-confidence output arbitration. Runtime decision validation before execution. Edge-case anomaly identification outside training distribution. Real-world plausibility verification. Cost-of-error reduction through structured human review. Social Risk Assessment Focus: Pre-deployment evaluation of tone, intent perception, and reputational exposure. Detection of unintended social escalation triggers. Identification of phrasing that may generate backlash, mistrust, or policy violation. Assessment of cross-cultural interpretation risk. Human reaction forecasting for public-facing outputs. Flagging content that could create downstream brand, legal, or community harm.

what's included