LTAP points to a pattern where agent memory lives in one transactional store instead of being piped into a separate analytics layer, which cuts sync logic and simplifies access control. Builders designing agent state backends can use the session to evaluate whether a Postgres-based approach fits their stack. Compare it with bespoke vector-plus-cache setups that require dedicated sync pipelines.
Databricks 这份 Lakebase Postgres 省钱指南很实在：2500 GB 库只要 20 GB 热数据就别买 2500 GB 内存，四种配置思路直接抄作业。
Pinecone 官方分享的实战教程，教你把 Pinecone 当向量搜索、Postgres 当数据源，两者同步怎么做都写清楚了，附完整代码仓库。
This significantly lowers the operational barrier for developers building AI agents that require fast, accurate search at scale. For ASEAN developers, Lakebase Search offers a cost-effective alternative to existing vector databases, potentially reducing infrastructure costs by up to 75% while maintaining performance.
AlphaSignal 和 TigerDatabase 开课，教你怎么用 Postgres 做智能体监控，把延迟、成本、报错这些数据真正管起来。
This research demonstrates a significant improvement in database query optimization using a large language model, which could lead to faster database performance in various applications.
mem0 写了个博客，把向量搜索迁到 Turbopuffer 后延迟从 8-14 秒降到 110ms。做 AI 代理记忆的可以学学。
今天HackerNews热点不少：ADB限制争议、莱拉瓦蒂奖得主、Claude Opus 5登顶、Postgres性能测试，干货满满。
