A frontend is a container image that BuildKit runs to convert your build definition (Dockerfile, YAML, JSON, HCL, whatever) into LLB. The frontend receives the build context and the build file through the BuildKit Gateway API, and returns a serialized LLB graph.
平台依托 统一调度执行引擎 与 统一元数据服务，实现跨引擎作业协同与数据血缘追踪。重点推出 Serverless Spark，支持按需弹性伸缩、自动扩缩容，大幅降低运维成本。底层兼容 OSS、OSS-HDFS 及多种数据格式（ORC、Parquet），构建高性能、低成本的湖仓计算底座。
。搜狗输入法2026对此有专业解读
After the free win and lipgloss changes, I noticed that ~15% of my CPU time was spent in gcBgMarkWorker - the go garbage collector. That is a lot of time to spend thinking about garbage collection.
除了补短板，因为智能体要行动、要和环境交互，需要有感知和执行。
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