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LLMs Demand Observability-Driven Development

Honeycomb

Many software engineers are encountering LLMs for the very first time, while many ML engineers are being exposed directly to production systems for the very first time. LLMs are their own beast Unit testing involves asserting predictable outputs for defined inputs, but this obviously cannot be done with LLMs. Sound at all familiar?

article thumbnail

LLMs Demand Observability-Driven Development

Honeycomb

Many software engineers are encountering LLMs for the very first time, while many ML engineers are being exposed directly to production systems for the very first time. LLMs are their own beast Unit testing involves asserting predictable outputs for defined inputs, but this obviously cannot be done with LLMs. Sound at all familiar?

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Technology Trends for 2023

O'Reilly Media - Ideas

In 2021, we saw that GPT-3 could write stories and even help people write software ; in 2022, ChatGPT showed that you can have conversations with an AI. Now developers are using AI to write software. As our systems are growing ever larger, object-oriented programming’s importance seems secure.

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