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The solution to getting better answers is to send the relevant context using the right amount of resources in a reasonable amount of time. But consider any large source code repository out there, and you'll quickly realize it's impossible to send the contents of every file to the model. For a small project, this usually isn't a problem. But there are limits in the amount of code (and guidance through the prompt) that can be sent to the LLM. Answers get better by seeing the most relevant code. To work around this, GitHub Copilot Chat sends snippets of code that help the model better answer questions (this is called Retrieval Augmented Generation, or 'RAG'). They know about code in general, but they don't have the necessary context to accurately answer questions about it, or to suggest new code that follows the form and function of your workspace. That means that they know nothing about your current code.

Large language models (LLM) are trained on public repository data at a point in time. And in Will's case, because he can also 'read the room', he can use his book smarts to return a carefully crafted takedown.

But what is missing from AI – what humans have that AI does not - is the context of a particular interaction in order to give the best possible answer. You could say Will was trained by all the books he read and was able to recall them based on the conversation.ĪI is similar to Will – it knows about a lot of text. The line is delivered by Morgan (Casey Affleck, Ben's brother) after Will (Matt Damon) breaks up a confrontation between Chuckie (Ben Affleck) and an overly confident '1st year grad student' by recalling facts about American history page by page, word for word.

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One of my favorite lines in Matt Damon and Ben Affleck's seminal film 'Good Will Hunting' is 'my boy's wicked smaaahtt' (read it with a Boston accent for the full effect). What we want to do in this blog post is focus in on the advancements around Visual Studio Code over the past few months helping to realize this broader vision.

Novemby Chris Dias, you tuned into GitHub Universe last week, you saw a tremendous amount of progress, innovation, and vision for artificial intelligence across the entire developer workflow.

Node.js Development with Visual Studio Code and Azure.

Moving from Local to Remote Development.

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Insiders: Want to try new features as soon as possible? You can download the nightly Insiders build and try the latest updates as soon as they are available. If you'd like to read these release notes online, go to Updates on. VS Code at Build 2020 - Talks on Tips&Tricks, Remote Development, and The History of VS Code.

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Windows ARM64 support - New VS Code Insiders ARM64 builds are available.GitHub Issue Notebooks - Run GitHub issue queries and display results in a custom Notebook.Settings Sync preview - New Synced Machines and Data views to manage your preferences.JS/TS refactorings preserve newlines - Formatting is preserved during refactoring operations.JavaScript CommonJS auto imports - Auto imports will now use require for CommonJS modules.Automatic debugger configuration - Save and modify generated debug configurations.Add GitHub remotes - Add GitHub remotes to your local repository.Pinned editor tabs - Pin editors in the title bar to keep frequently used files handy.Flexible view and panel layout - Move and group views in the Side Bar and Panel.Accessibility improvements - Status bar navigation, easier keyboard text selection.Welcome to the May 2020 release of Visual Studio Code.

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