Unverified50% confidenceFactExact time
编译后的图遵循LCEL（LangChain Expression Language）规范，统称Runnable，统一暴露invoke、stream、batch接口
1
Sources
50%
Confidence
Long-term
Relevance
7/12/2026
First Seen
Sources
Getting Started with LangGraph: Building AI Agent Workflows with Graph Structures
bilibili吴恩达LLM7/10/2026
Related Claims
UnverifiedStarting from LangChain version 0.2, LCEL (LangChain Expression Language) was introduced, making the code expression for chained composition more concise.69% similarUnverifiedOpen-source frameworks such as Outlines, llama.cpp's grammar sampling, and vLLM's guided decoding provide constrained decoding capabilities.69% similarUnverifiedThe core architecture of multimodal LLMs typically consists of three components: a visual encoder (such as CLIP or ViT), a cross-modal alignment layer, and a language decoder66% similarUnverifiedThe core method of grammar-constrained decoding is to use a context-free grammar (CFG) to filter out illegal token options during the model's token-by-token output generation, setting the logits of illegal tokens to negative infinity.65% similarUnverifiedopen-code-review adopts a hybrid architecture that combines a deterministic rule engine with a large language model Agent.64% similar
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