Updated Implementing Cost Effective Test Driven Development In An Llm…

… Application
ScottLogic · Dec 18, 2023 · 598bb1c · 598bb1c
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-title: 'Implementing cost-effective Test-Driven Development in an LLM application'
-
+title: Implementing cost-effective Test-Driven Development in an LLM application
+date: 2023-12-18 00:00:00 Z
 categories:
 - Artificial Intelligence
 tags:
@@ -11,7 +11,10 @@ tags:
 - Blog
 - GPT
 - Sustainability
-summary: Developing LLM applications using Test-Driven Development principles can be expensive due to the incurred cost of every usage. In this post, we discussed how our attempt to tackle the inherit non-deterministic nature of LLMs increased our operational costs and the techniques we employed to minimise them.  
+summary: Developing LLM applications using Test-Driven Development principles can
+  be expensive due to the incurred cost of every usage. In this post, we discussed
+  how our attempt to tackle the inherit non-deterministic nature of LLMs increased
+  our operational costs and the techniques we employed to minimise them.
 author: fvlachos
 ---