Expired60% confidenceSolutionExact time
One viable hybrid architecture is to use a large model to handle natural language ambiguity and convert it into a structured intermediate representation, which is then handed off to a handcrafted rule system for deterministic procedural execution.
2
Sources
60%
Confidence
Medium-term (~90 days)
Relevance
7/20/2026
First Seen
This claim has expired. It is kept for the record and no longer describes the current state.
Valid until: 10/18/2026(expired)
Sources
Related Claims
Unverifiedopen-code-review adopts a hybrid architecture that combines a deterministic rule engine with a large language model Agent.80% similarUnverifiedThe hybrid architecture — where rules guarantee a lower bound and models extend the upper bound — may become the mainstream form of code review tools.78% similarUnverified在充分的上下文环境下,大语言模型会主动复用相邻代码的模式,保持设计模式、命名规范和架构风格的一致性76% similarUnverifiedSome crawler frameworks have begun integrating large language models to assist in parsing non-standard pages, capable of automatically generating selector rules through natural language descriptions74% similarUnverified主流做法采用混合模式:用程序化生成处理地形、纹理细节、环境音等重复性内容,用手工资源处理需要精细控制的关键元素73% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/565370API
curl https://kongchang.com/api/v1/knowledge/claims/565370MCP
get_claim(id=565370)