Design, build, and maintain the multi-agent AI profiling platform, including agent logic, orchestration, prompt pipelines, confidence scoring, and QA thresholds to ensure continuous and accurate threat profile generation across all enrolled assets. Build and evolve a portal and API capabilities, including asset search, delta views, compliance gap exports, delta subscriptions, and system integrations, to meet consuming team needs without requiring manual fulfillment.