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AliExpress Tech
AliExpress Tech
May 15, 2026 · Artificial Intelligence

Deterministic AI Video Production Line for PPC Ads: From 1.0 Proof‑of‑Concept to 3.0 Industrial Scale

The article details a multi‑agent AI system that transforms manual short‑video creation for cross‑border e‑commerce PPC campaigns into a deterministic, high‑throughput production line, describing its evolution through three phases, the underlying foundation models, modular agent roles, quality‑control mechanisms, and a self‑improving feedback loop.

AI video generationAutomationPPC advertising
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Deterministic AI Video Production Line for PPC Ads: From 1.0 Proof‑of‑Concept to 3.0 Industrial Scale