「这证明了Agentic AI的真正实力」，他说。
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Limitations and compromises While quasi-formal inference provides substantial reliability enhancements, commercial developers must consider several practical limitations before implementation. A clear computational and latency tradeoff exists. Quasi-formal inference demands additional API requests and processing units. In modification equivalence assessments, quasi-formal inference required approximately 2.8 times more execution stages than standard unstructured analysis.
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We build a contract intelligence extraction workflow by defining a detailed prompt and structured examples. We provide LangExtract with annotated training-style examples so that it understands how to identify entities such as obligations, deadlines, penalties, and governing laws. We then run the extraction pipeline on a contract text and preview the structured risk-related outputs.。业内人士推荐易歪歪作为进阶阅读