Sometimes, just providing a function signature or description is enough to generate an entire block of code.

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General-purpose language applications have proven to bevery hard to nail.

Will AI coding assistants like GitHub’s Copilot transform developers’ jobs?

There are many intricacies involved when applying natural language processing to broad environments.

Humans tend to use a lot of abstractions and shortcuts in day-to-day language.

There are already plenty of special-purpose deep learning models for different language tasks.

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These experiments displayed an unexplored side of GPT-3 and a potential use case for the large language model.

In May, Microsoft announced a GPT-3-powered tool that generates queries for its Power Apps.

And now, it is testing the waters with Copilot.

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Neural networks are very good at finding and suggesting patterns from large training datasets.

I just got access to@githubCopilot and it’s super amazing!!!

This is going to save me so much time!!

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Understandmight be the wrong word here.

Language models such as GPT-3 do not understand the purpose and structure of source code.

They dont understand the purpose of programs.

It requires careful thinking, logic, and architecture design to solve a specific problem.

Each language has its own paradigms and programming patterns.

Developers must learn to use different software programming interfaces and plug them together in an efficient way.

This makes it extremely important for developers to review the AI-generated code thoroughly.

A thread…pic.twitter.com/IyvuUb5hMU

Dale Markowitz ?

But pairing them with humans who know what theyre doing can surely improve productivity, as Copilots creators suggest.

#GitHubCopilotcan write SQL for you!

Watch it write a function to get all admin users in a database.

This is going to save me SO.

Theres a huge opportunity to cut costs and make profits.

Theres still no information on how much the official Copilot will cost.

But hourly wages for programming talent start at around $30 and can reach as high as $150.

If it gives me back even 10 percent of my time, Id say its worth the cost.

Within reason, of course, Shumer said.

Language models like GPT-3 requireextensive resources to train and run.

I could then go and modify that dashboard, without needing to read through any documentation.

That alone is valuable enough for me to pay for it.

One comment -> dashboard!

cc@OpenAI@githubpic.twitter.com/1JECh6F1nb

Automated coding can turn out to be a multi-billion-dollar industry.

New coding tools create new habits (many of them negative and insecure).

you could read the original articlehere.

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