DataFunSummit
Oct 15, 2026 · Artificial Intelligence
How Three Companies Built AI Systems That Know When They Can't Be Trusted
Amap, JD Retail, and Xiaoying Technology share production architectures for marketing ROI evaluation, conversational analytics, and voice agents — all converging on making AI recognize its own epistemic limits rather than just chasing accuracy.
ROI evaluationagentic workflowcausal inference
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