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The latest AI and developer news from Karrot, with short summaries.

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What We Learned Using 2 Trillion Tokens for Category Classification

Danggeun built an LLM-based Taxonomy Management System to automatically classify categories and attributes at scale.

·2026.02.27 20:00

How Should Long-Term User Modeling Change in a Local Super App

User embeddings trained on long-term logs, combined with RCBS, significantly boosted recommendation performance.

·2026.02.27 19:00

Solving a 200MB Module at the Team Level: Karrot's Short-form Team Adopts On-demand Dynamic Feature Module

Karrot's short-form team split off **40MB** of editing features into an **On-demand DFM**, reducing the burden on global users.

·2026.02.27 19:00

Improving iOS Webview Input Experience for Webview Engineers

We worked around the keyboard-push issue in iOS Webview using an opacity trick.

·2026.02.23 13:00

Redux on the Server: Building a Node.js Event Sourcing Library

To overcome the limits of CRUD, event sourcing and Ventyd for TypeScript were introduced.

·2026.01.23 14:00

The Evolution Journey of Danggeun Pay's Backend Architecture

A journey that evolved from Layered to Hexagonal, Clean Architecture, and Monorepo.

·2026.01.15 14:00

Building Event Center: Karrot's User Event Management Platform

Karrot shifted from code-centric event management to a UI-based Event Center with a type-safe CLI.

·2026.01.12 10:00

Karrot's User Behavior Log Management Platform: Building the Event Center

By turning code-managed user behavior logs into a UI-based platform, Karrot improved consistency and automation.

·2026.01.08 18:00

Standardizing User Activation: How Karrot Built a Shared Data Layer

Karrot built an organization-wide shared data layer to ensure consistency and reliability in user activation metrics.

·2026.01.02 18:00

3 Problems Solved by Building Activation as a Company-Wide Common Layer: Reliability, Cost, and Productivity

Daangn built User Activation as a company-wide common data layer to improve data reliability and operational efficiency.

·2026.01.02 11:00