Research

Insights from our engineering team

Our developers share technical articles, research findings, and deep dives into AI and emerging technology.

AI AgentsAug 12, 202613 min read

从上下文到事实:为运维智能体构建持久化元数据层

运维智能体的瓶颈常常不在推理,而在记忆。本文剖析 opsctl 的设计取舍——为什么向量检索不是这里的答案、结构化的边界该划在哪里、以及如何把专家经验编码成可评审的行为契约。

LLMMar 14, 20268 min read

Building Adaptive Learning Pipelines with Retrieval-Augmented Generation

How we combined RAG architectures with real-time student modeling to create personalized educational content at scale.