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DaTaobao Tech
DaTaobao Tech
Aug 21, 2026 · Artificial Intelligence

Best Practices for Developing AI Skills: A Case Study of the Baibu Detail Assistant

This article analyzes the end‑to‑end development of an AI Skill for the Baibu detail assistant, covering industry best practices, architecture with a bridge decoupling local and remote components, workflow design patterns, development efficiency tricks, and runtime optimizations that together illustrate how to build maintainable, high‑performance Skills.

AI Skill DevelopmentAgent ArchitectureControl Tuning
0 likes · 21 min read
Best Practices for Developing AI Skills: A Case Study of the Baibu Detail Assistant
DaTaobao Tech
DaTaobao Tech
Aug 19, 2026 · Big Data

Zero‑Code Real‑Time Data Pipelines Powered by an AI‑Driven Metric Engine

The article details how a live‑streaming data team built an AI‑assisted, metric‑driven system that lets users describe a real‑time data task in under 200 characters, automatically generates DSL and Flink SQL, and supports safe incremental adjustments via a Hook protocol, cutting development time from days to minutes.

AI-assisted data pipelineDSLFlink
0 likes · 17 min read
Zero‑Code Real‑Time Data Pipelines Powered by an AI‑Driven Metric Engine
DaTaobao Tech
DaTaobao Tech
Aug 14, 2026 · R&D Management

Rethinking Collaboration: Insights on Building AI‑Native Teams

The article argues that AI‑driven efficiency gains are limited by fragmented collaboration, proposes a three‑layer "knowledge base + Agent + human" model to replace humans as the sole orchestrators, and details the practical challenges of constructing such knowledge bases in legacy businesses.

AIAI-nativeAgent
0 likes · 20 min read
Rethinking Collaboration: Insights on Building AI‑Native Teams
DaTaobao Tech
DaTaobao Tech
Jul 15, 2026 · Artificial Intelligence

AI Native Model (AINMM): Five Levels to Measure Production AI Transformation

The article introduces the AI Native Maturity Model (AINMM), a five‑level framework inspired by CMMI that defines measurable criteria for assessing and guiding the evolution of existing production‑grade software projects toward AI‑driven development, offering concrete steps, tools, and case‑study insights to achieve ten‑fold efficiency gains.

AI integrationAI-nativeProcess Assessment
0 likes · 39 min read
AI Native Model (AINMM): Five Levels to Measure Production AI Transformation
DaTaobao Tech
DaTaobao Tech
Jul 13, 2026 · Artificial Intelligence

Agentic RL in Taobao Live: From RLVR to Multi‑Agent Reinforcement Learning

The article details how Taobao Live upgraded its static workflow to a low‑latency Agentic architecture, applied AgentTuning distillation and RLVR to curb hallucinations, and introduced a Multi‑Agent RL framework that separates tool‑calling and reply generation, achieving significant gains in factual correctness, helpfulness, and overall performance.

Agentic RLLLMdigital human
0 likes · 23 min read
Agentic RL in Taobao Live: From RLVR to Multi‑Agent Reinforcement Learning
DaTaobao Tech
DaTaobao Tech
Jul 10, 2026 · Artificial Intelligence

Rethinking Diffusion‑Based Video Super‑Resolution with Dense Feature‑Guided Alignment (DGAF‑VSR)

The paper introduces DGAF‑VSR, a diffusion‑model video super‑resolution framework that leverages feature‑domain alignment and dense temporal guidance via an Optical‑Guided Warping Module and a Feature‑wise Temporal Condition Module, achieving state‑of‑the‑art perceptual, fidelity, and temporal scores on REDS4, Vid4 and VideoLQ datasets.

CVPR 2026DGAF-VSRdiffusion models
0 likes · 12 min read
Rethinking Diffusion‑Based Video Super‑Resolution with Dense Feature‑Guided Alignment (DGAF‑VSR)
DaTaobao Tech
DaTaobao Tech
Jul 3, 2026 · Artificial Intelligence

LocalDPO: A CVPR 2026 Method for Fine‑Grained Preference Optimization in Video Diffusion Models

LocalDPO introduces a zero‑annotation, region‑aware DPO framework that uses high‑quality real videos as positive samples and automatically generated locally degraded negatives to align video diffusion models with human preferences, achieving significant gains in visual quality, temporal consistency, and subjective ratings on CogVideoX and Wan2.1.

Artificial IntelligenceCVPR 2026LocalDPO
0 likes · 13 min read
LocalDPO: A CVPR 2026 Method for Fine‑Grained Preference Optimization in Video Diffusion Models
DaTaobao Tech
DaTaobao Tech
Jul 1, 2026 · Artificial Intelligence

Designing AI Agent Skills: Behavior Programming, Token Economics, and Enforced Constraints

The article explains how to design AI Agent Skill systems as behavior‑programmed ability packages, covering structured YAML/Markdown definitions, token‑budget strategies, discovery mechanisms, constraint gates, TDD‑style testing, and iterative validation to achieve high compliance, low cost, and maintainable agent behavior.

AI agentAgent EngineeringBehavior Programming
0 likes · 18 min read
Designing AI Agent Skills: Behavior Programming, Token Economics, and Enforced Constraints
DaTaobao Tech
DaTaobao Tech
Jun 29, 2026 · Frontend Development

AI-Powered Animation Pipeline: From After Effects to Ready-to-Run Front‑End Code

The article analyzes the pain points of traditional front‑end animation hand‑off and presents a full‑link solution that uses an After Effects plugin, AI‑driven code generation, and smart integration to turn designer animations into runnable code, cutting development time from hours to minutes while achieving over 95% visual fidelity.

AIAfter EffectsAnimation
0 likes · 15 min read
AI-Powered Animation Pipeline: From After Effects to Ready-to-Run Front‑End Code
DaTaobao Tech
DaTaobao Tech
Jun 26, 2026 · Artificial Intelligence

From Traditional Data Science to AI Workflows: My QoderWork Skills Journey

This article details the author’s practical transition from conventional data‑science pipelines to AI‑driven automation using QoderWork Skills, describing a four‑layer engineering architecture, concrete Skill examples, design principles, and lessons learned for building reliable AI agents.

AI AgentsData science automationFour‑layer design
0 likes · 19 min read
From Traditional Data Science to AI Workflows: My QoderWork Skills Journey