May 7, 2026 · Artificial Intelligence

AI Coding Knowledge Base Best Practices: Rebuilding a Maintainable System with a Three‑Layer Structure

When AI coding assistants like Claude Code, Copilot, and other agents become part of daily development, teams quickly face tangled, ever‑growing configuration files; this article proposes a three‑layer architecture—Base, Flow, and Task—to separate global rules, scenario‑driven processes, and independent tasks, thereby restoring clarity, reusability, and maintainability to AI‑driven workflows.

AI agentsConfiguration ManagementKnowledge Base

0 likes · 26 min read

AI Coding Knowledge Base Best Practices: Rebuilding a Maintainable System with a Three‑Layer Structure

Baidu MEUX

Jul 19, 2023 · Product Management

How to Rapidly Build High‑Impact Activity Pages: A 3‑Layer Design Blueprint

This guide explains how large‑tech companies design and quickly assemble activity homepages using a three‑layer architecture—creative, skeleton, and dialogue—detailing each layer’s components, visual assets, and interaction patterns to boost user engagement, conversion, and operational efficiency.

Rapid PrototypingUX designactivity design

0 likes · 11 min read

How to Rapidly Build High‑Impact Activity Pages: A 3‑Layer Design Blueprint