![]() ![]() Without a proper mapping between the two domains, e.g., by specifying in the prompt that the response should be generated as "a helpful IT expert", the response could turn out to be overly generic. Relevant context information is found in the user domain and should be included in the prompt along with the sheer task specification, which exists in the rather unspecific document domain where the LLM is just a sort of next token predictor. To this aim, prompt engineering enables defining ways to craft prompts that include enough context for the LLM to produce the best possible output. Known as prompt engineering, it focuses on how to instruct an LLM to produce an output that is not part of its pre-training. The rise of LLMs has created a completely new field for practitioners interested in leveraging generative AI in their applications. You can either scroll down to the name of the desired product, or search for it using the search bar at the top of the page.Prompt engineering is key to creating effective LLM-based applications and does not require the user to have a PhD in machine learning or generative AI, say GitHub engineers Albert Ziegler and John Berryman, who also shared the lessons they learned developing GitHub Copilot. Product keys are listed alphabetically by the name of the product.You must be signed in to download products or claim product keys. Sign in to your Visual Studio subscription.You can export your claimed keys from the Product Keys page while your subscription is active. Only subscribers with active subscriptions can download products and claim product keys. You can claim a key from the download page for the product, or you can search for the key you need on the Product Keys page. MAK keys for Azure Dev Tools for Teaching program customers. Azure Dev Tools for Teaching Lab Keys are intended for use in university computer lab scenarios. Lab use keys for allow multiple activations. These keys are issued in batches and are primarily intended for student consumption. Retail keys for Azure Dev Tools for Teaching allow activation on one device. Original Equipment Manufacturer keys that allow multiple activations. Multiple activation keys, similar to a MAK. They can be used for any number of installations.Ĭustom keys provide special actions or information to activate or install the product. Static activation keys are provided for products that don't require activation. Typically, only one MAK key is provided per subscription. MAKs are used with Volume Licensing versions of products. In many cases, 10 activations are allowed per key, though often more are allowed on the same machine.Ī Multiple Activation Key (MAK) enables you to activate multiple installations of a product with the same key. Retail keys allow multiple activations and are used for retail builds of the product. No key is needed to install this product. Various key types are available, depending on the product. Other keys must be claimed by selecting the Get Key link for the product. Some keys are provided automatically, such as “static” keys, which you can use as many times as needed because activation isn't required. ![]() ![]() In these cases, the product key entered determines which edition of the product is installed. ![]() Some products bundle multiple editions of the product into a single download. ![]()
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