Testing LLM Output
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For implementers, there's no Transformer protocol with start(), transform(), flush() methods and controller coordination passed into a TransformStream class that has its own hidden state machine and buffering mechanisms. Transforms are just functions or simple objects: far simpler to implement and test.。关于这个话题,safew官方下载提供了深入分析
If you’re building a tool that needs to compile code, produce artifacts, or orchestrate multi-step builds, consider BuildKit as your execution backend. The Dockerfile is just the default frontend. The real power is in the engine underneath.