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Designed for developers and content teams, Meta AI enables the integration of state-of-the-art language capabilities directly into your workflows.\u003C/p>\n\u003Cp>With the Meta AI extension for Directus, you can automate and enhance your content production process. This integration allows users to generate high-quality text, summaries, and other written content within Directus, making it easier to scale editorial tasks or populate databases with relevant information. Whether you're managing website content, drafting articles, or creating product descriptions, Meta AI can help you produce natural-sounding, relevant text quickly. For projects that rely on dynamic data and frequent content updates, Meta AI offers a reliable solution to keep information fresh and engaging.\u003C/p>\n\u003Cp>By adding Meta AI to Directus, organizations can reduce manual writing tasks while maintaining a consistent tone and style. This makes it an ideal choice for content-heavy sites, editorial teams, and anyone looking to improve the efficiency of their data-driven content workflows. Learn more about Meta AI’s capabilities and explore how you can use it with Directus at [Meta AI](https://ai.meta.com).\u003C/p>","https://ai.meta.com","published","AI","Leverage Meta's advanced AI models for text generation and content creation","meta-ai","Meta AI",[],[388],{"description":389,"featured_image":390,"formatted_description":389,"formatted_name":391,"host_version":392,"id":393,"images":394,"last_updated":396,"license":397,"name":373,"published_at":398,"publisher":399,"readme":405,"recent_downloads_30_days":406,"recent_downloads_7_days":407,"repository_url":408,"sandbox":334,"total_downloads":409,"type":410},"Use OpenAI, Claude, Meta and Mistral Text Generation APIs to generate text.","https://raw.githubusercontent.com/directus-labs/extensions/main/packages/ai-writer-operation/docs/options.png","AI Writer Operation","^10.0.0 || ^11.0.0","8c20b301-38aa-48a7-99c4-3142338da1b2",[390,395],"https://raw.githubusercontent.com/directus-labs/extensions/main/packages/ai-writer-operation/docs/output.png",1773175592,"MIT",1748550102,{"github_avatar_url":400,"github_blog":401,"github_name":402,"github_username":403,"id":404,"username":403,"verified":334},"https://avatars.githubusercontent.com/u/23302570?v=4","https://www.bryantgillespie.com","Bryant Gillespie","bryantgillespie","85f85c84-9af0-4ba7-a30f-3617605d412b","# AI Writer Operation\n\nGenerate text based on a written prompt within Directus Flows with this custom operation, powered by [OpenAI's Text Generation API]([https://.com](https://openai.com/product)), [Anthropic](https://www.anthropic.com/) [MistralAi  (via Replicate)](https://replicate.com/mistralai/mistral-7b-v0.1) and [Meta's LLama (via Replicate)](https://replicate.com/meta/meta-llama-3.1-405b-instruct).\n\n![The AI Writer operation, showing a masked OpenAI API Key field, model and prompt selection fields, and a multiline text input.](https://raw.githubusercontent.com/directus-labs/extensions/main/packages/ai-writer-operation/docs/options.png)\n\n## Configuration\nThis operation contains some configuration options - an Api-Key, a selection of which model and prompt to use, and a text input. The text input can contain references like `{{$last.data}}` to refer to data available in the current flow. The prompt can be customised further using the optional Messages repeater field. The operation returns a string of the transformed or generated text.\n\n![The output showing a string that has been grammatically fixed.](https://raw.githubusercontent.com/directus-labs/extensions/main/packages/ai-writer-operation/docs/output.png)\n\n### API-Keys\nYou can generate your API-Keys on the follosing sites:\n- [OpenAI](https://platform.openai.com/api-keys)\n- [Anthropic](https://console.anthropic.com/settings/workspaces/default/keys)\n- [Replicate](https://replicate.com/account/api-tokens)\n\n## Custom Prompts\n\nFor a completely custom prompt using the \"Create custom prompt\" type, you will need to create a **system** message at the start of the message thread so that the Text Generation API knows how it should respond. Examples of initial system prompts can be found in the config objects of each built-in prompt in the [source code of this extension](https://github.com/directus-labs/extension-ai-writer-operation/tree/production/src/prompts). OpenAI also provides a solid overview of [how to write good prompts](https://platform.openai.com/docs/guides/prompt-engineering).\n\n## Customising Responses (Advanced users)\n\nThe Messages repeater can be used to create or extend seed prompts to OpenAI's Text Generation API. The Messages repeater creates an array of messages that form a conversation thread. The Text Generation API will refer to the thread to determine how it should respond to further user prompts. The content in the Text field is used as the last user prompt sent to the Text Generation API before receiving the final response. This response is forwarded to the next operation in the flow as a string.\n\nMessages can be simulated as coming from one of three roles:\n\n* **System** — Modifies the personality of the assistant or provide specific instructions about how it should behave throughout the conversation. An initial system message is already included for each prompt type. Using this option will add further system messages to the thread.\n* **User** — User provided requests or comments for the assistant to respond to\n* **Assistant** — Example responses generated by the Text Generation API to help provide hints on how the Generative Text API should respond.\n\n[OpenAI's Documentation](https://platform.openai.com/docs/guides/text-generation/chat-completions-api) explains further how the underlying API and models work. It may be helpful to read these to better understand the underlying process. The following quote from the documentation is important for understanding the Message Thread format and intent:\n\n> Typically, a conversation is formatted with a system message first, followed by alternating user and assistant messages.\n\nGetting a desired output works best when following the format of creating a **system** message first followed by alternating between **user**, then **assistant** responses. Each of the preset prompt types available in the drop down field include a system message except for the \"Create Custom Prompt\" option which allows you a lot more flexibility.\n\n### Extending Built-in Prompts\n\nYou can add more messages to the conversation thread, before getting your final response, by adding them to the Messages repeater field. These are injected at the end of the built-in seed thread and before the final prompt is sent.\n\nThis can be useful for:\n\n* Providing examples of the expected behaviour\n* Injecting content from your Directus instance to show the type of tone used in your project\n* Providing clarifying instructions - the [Editor prompt](https://github.com/directus-labs/extension-ai-writer-operation/tree/production/src/prompts/editor.js) makes use of this as Chat GPT-3.5 can get confused when given a prompt to edit that looks like a new instruction\n\nKeep in mind that OpenAI pricing charges for both [tokens](https://platform.openai.com/docs/guides/text-generation/managing-tokens) received *and* sent. 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