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#Architecture

AI-Enhanced API Design: A New Paradigm in Usability and Efficiency (Category Architecture)

#Architecture #Software #DistributedSystems #SystemDesign #SystemEngineering #API #Governance

I read it recently. Very interesting research on API Governance from academic researchers and specialists from Google. The purpose of the study was to understand the impact of API management approaches. (application programming interface) Productivity and usability. The researchers found that common standards, together with tools that help them follow, lead to statistically significant improvements in API design quality. I found this research interesting to write a review, because in recent years I have been involved in the topic of work.

  • Architecture governance
  • Development productivity
  • API management And this whitepaper is relevant to each of these topics:)

In short, the researchers tested how the quality and speed of API creation affects the use of processes including guidelines and linters. It turned out that this significantly accelerates the creation of the API, and also improves it from the point of view of consumers. Plus, the authors trained GPT--4 on the API speck review, as well as their generation. It turned out that the review from LLM also shows that APIs created by the process with tuning are better than those made outside the process. But the generation of API speck using LLM so far turned out to be quite mediocre.

In the end, the authors wrote a plan to deepen and expand the research, which will help to more accurately assess these effects, and maybe better train the API Architect. (fine-tuned), which helps with writing API specks.

You can read more about this whitepaper in my article

#Architecture #Software #DistributedSystems #SystemDesign #SystemEngineering #API #Governance