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Dynamic Decision

2 articles · Page 1 of 1

Jul 9, 2026 · Artificial Intelligence

Digital Employee Brain: Deep Dive into Decision Chain and Progressive Routing

The article presents a detailed analysis of a digital‑employee AI system that handles both known and unknown fund‑settlement queries by using a five‑step confidence‑based routing chain, a Draft‑Critique‑Refine decision loop, and a persistent AUDNP memory ring to continuously learn and expand its capabilities.

AIConfidence RoutingDCR Loop

0 likes · 20 min read

Digital Employee Brain: Deep Dive into Decision Chain and Progressive Routing

Xiaohongshu Tech REDtech

Feb 2, 2023 · Operations

Optimizing Xiaohongshu Splash Screen Ads: Flow Selection and Dynamic Decision Mechanisms

Xiaohongshu’s new “traffic‑optimal + dynamic decision” framework models splash‑screen ad allocation as a linear‑programming problem with volume guarantees, continuously adjusts weights via feedback, and pre‑computes cached decisions to preserve fast app startup, thereby boosting click‑through rates while meeting delivery commitments.

CTR improvementDynamic DecisionLinear Programming

0 likes · 14 min read

Optimizing Xiaohongshu Splash Screen Ads: Flow Selection and Dynamic Decision Mechanisms