Turning R&D Support into Scalable AI Agents: A Blueprint for Operable Knowledge

This article details how a fragmented, experience‑driven R&D support workflow was transformed into a sustainable, AI‑powered agent system by abstracting frequent queries into business Q&A and diagnostic capabilities, designing a four‑layer architecture, iterating prompt‑based implementations, and establishing a quality‑scored feedback loop for continuous improvement.

AIQuality EvaluationR&D support

0 likes · 26 min read

Turning R&D Support into Scalable AI Agents: A Blueprint for Operable Knowledge

HelloTech

Oct 19, 2022 · Artificial Intelligence

Intelligent Creative System: Types, Quality Evaluation, Generation Models, and Optimization

The Intelligent Creative System defines advertising creatives across formats, evaluates image and text quality using reference‑based metrics and models like DeepBIQ, generates multimodal ads via GANs and Transformers, and selects optimal variants through bandit‑based CTR prediction and multimodal fusion, enabling scalable, data‑driven creative production.

AIBandit ModelGAN

0 likes · 10 min read

Intelligent Creative System: Types, Quality Evaluation, Generation Models, and Optimization

58UXD

Mar 17, 2022 · R&D Management

How VR Is Revolutionizing Used Car Shopping and Shooting Tool Design

This article explores the growing maturity of VR technology in the booming metaverse era, detailing its advantages for used‑car sales, the construction of a VR quality evaluation system, and the design strategies for shooting tools that ensure realistic, vivid, and efficient virtual car experiences.

Quality EvaluationVRcase study

0 likes · 9 min read

How VR Is Revolutionizing Used Car Shopping and Shooting Tool Design