Unverified50% confidenceOpinionExact time
大模型缺乏项目特定上下文时，其输出会退化为「有根据的猜测」，这是二次开发越改越乱的技术根源
1
Sources
50%
Confidence
Long-term
Relevance
7/6/2026
First Seen
Sources
Vibe Coding in Practice: The Right Methodology for Open Source Secondary Development
bilibili赋范AI说7/2/2026
Related Claims
UnverifiedIn large model application development, the rapid iteration of underlying model capabilities continuously reshapes the design paradigms of intermediate-layer frameworks, causing knowledge at a given layer to potentially become obsolete within months due to changes in layers above and below.76% similarUnverifiedThe current bottleneck in large model capabilities has shifted from models not being smart enough to systems not being complete enough, with marginal improvements in model capabilities becoming increasingly small while the optimization space at the systems engineering level is enormous.75% similarUnverified全新架构重构在扩展定律上的行为难以从小规模实验精确预测，导致旗舰模型上线初期常出现预期外失效模式74% similarUnverifiedOutside of programming scenarios, the use of planning mode remains experimental and has not yet been widely adopted at scale.73% similarUnverifiedThe understanding of text-to-image models is essentially large-scale statistical association, and generation quality drops significantly when dealing with long-tail concepts that appear rarely in the training set.72% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/114740API
curl https://kongchang.com/api/v1/knowledge/claims/114740MCP
get_claim(id=114740)