Mar 23, 2026 · Backend Development

How to Seamlessly Connect Chinese LLMs to Laravel AI SDK

This guide explains how to integrate domestic large language models such as Qwen, Hunyuan, and DeepSeek with Laravel AI SDK by configuring custom base URLs and API keys, providing step‑by‑step installation, model configuration, sample code, and a unified service class for backend applications.

AI integrationChinese LLMsCode Examples

0 likes · 15 min read

How to Seamlessly Connect Chinese LLMs to Laravel AI SDK

Bilibili Tech

Dec 13, 2024 · Databases

Design and Implementation of a Multi-Level Storage Architecture for Bilibili Comment Service

The paper proposes a multi‑level storage architecture for Bilibili’s comment service that replaces TiDB with a custom KV store (Taishan) and Redis caching, introduces unstructured indexes, CAS‑based consistency, real‑time and offline reconciliation, and a hedged degradation strategy to boost reliability, read throughput, and scalability during traffic spikes.

Comment SystemData ConsistencyNoSQL

0 likes · 13 min read

Design and Implementation of a Multi-Level Storage Architecture for Bilibili Comment Service