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# LLMs Demand Observability-Driven Development
- **期号**: SRE Weekly Issue #391(2023-09-24)
- **作者**: Charity Majors — HoneycombFull disclosure: Honeycomb is my employer.
- **链接**: https://www.honeycomb.io/llms-demand-observability-driven-development
## 简介
> […] LLMs are black boxes that produce nondeterministic outputs and cannot be debugged or tested using traditional software engineering techniques. Hooking these black boxes up to production introduces reliability and predictability problems that can be terrifying.
## 正文
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