From 933979140fc929b26d82bf47d0b5a15c7cb294fe Mon Sep 17 00:00:00 2001 From: v-aangie Date: Mon, 14 Oct 2024 11:33:23 -0500 Subject: [PATCH 01/23] generative-actions --- articles/TOC.yml | 8 ++++- articles/create-generative-actions.md | 16 +++++++++ articles/generative-actions-overview.md | 43 +++++++++++++++++++++++++ 3 files changed, 66 insertions(+), 1 deletion(-) create mode 100644 articles/create-generative-actions.md create mode 100644 articles/generative-actions-overview.md diff --git a/articles/TOC.yml b/articles/TOC.yml index 01e970a9f..7a30b8dac 100644 --- a/articles/TOC.yml +++ b/articles/TOC.yml @@ -37,7 +37,13 @@ - name: Export and import a non-solution flow href: export-import-flow-non-solution.md - name: Drafts and versioning for cloud flows - href: drafts-versioning.md + href: drafts-versioning.md + - Generative actions + items: + - name: Overview + href: generative-actions-overview.md + - name: Create generative actions + href: generative-actions-create.md - name: Automated flows items: - name: Create a cloud flow from a template diff --git a/articles/create-generative-actions.md b/articles/create-generative-actions.md new file mode 100644 index 000000000..cb5d5aa38 --- /dev/null +++ b/articles/create-generative-actions.md @@ -0,0 +1,16 @@ +--- +title: Create generative actions in cloud flows +description: Learn how to create generative actions in cloud flows. +ms.date: 10/14/2024 +ms.topic: conceptual +author: HeatherOrt +contributors: + - HeatherOrt + - v-aangie +ms.author: heortaol +ms.reviewer: angieandrews +ms.collection: + - bap-ai-copilot +--- + +# Create generative actions in cloud flows \ No newline at end of file diff --git a/articles/generative-actions-overview.md b/articles/generative-actions-overview.md new file mode 100644 index 000000000..18ddb83ca --- /dev/null +++ b/articles/generative-actions-overview.md @@ -0,0 +1,43 @@ +--- +title: Overview of generative actions +description: Get an overview of generative actions, including benefits, how to author, monitor, and edit. +ms.date: 10/14/2024 +ms.topic: conceptual +author: HeatherOrt +contributors: + - HeatherOrt + - v-aangie +ms.author: heortaol +ms.reviewer: angieandrews +ms.collection: + - bap-ai-copilot +--- + +# Overview of generative actions + +Generative actions are a new type of automation that's authored, tested, and executed through an AI runtime. You specify only the *intent* of the automation and the AI chooses the right set of actions in the right order based on your input, context, and intent. + +## Benefits of generative actions + +Generative actions simplify automation by reducing the need for detailed specifications, adapt to changing scenarios using AI intelligence, and handle complex tasks involving multiple steps and integrations. + +- Generative actions can simplify and accelerate the automation process by reducing the need for specifying the conditions and action sets to execute. +- Generative actions can adapt to changing scenarios and data sources by leveraging the AI runtime's intelligence and reasoning capabilities. +- Generative actions can handle complex and dynamic tasks that involve multiple steps, conditions, loops, branches, and integrations. + +## Author generative actions + +You can author generative actions in the cloud flows designer in Power Automate. Upon giving the system an intent, the AI generates suggested inputs, outputs, and actions to use in the action. You can choose to accept the AI suggestions, or reject them and add your own inputs, outputs, and flow values. + +In addition to inputs, outputs, and flow values, the system also provides connectors and actions that it can use to achieve its intended automation goal. You can choose to accept, reject, or add your own. + + Once you create the action, you can preview how it behaves by providing sample inputs and verifying what the action does. In the preview phase, the action pauses before taking any action. You can run this multiple times. + +## Monitor a generative action + +You can monitor your generative actions runs from the cloud flows run history. From the **My Flows** page, you can select any flow to get to its manage page. This is where you can monitor the run history for the related generative action. To examine the process behind why a generative action called a specific action, you can dive into any run history instance. + +## Edit or customize a generative action + +To modify the instruction set or intent of a generative action at any time, select **Edit** in the flow design page. + From a42893d50e5a94ef2bb5a39bc72d8d5acc9ee696 Mon Sep 17 00:00:00 2001 From: v-aangie Date: Mon, 14 Oct 2024 13:03:24 -0500 Subject: [PATCH 02/23] fix-toc --- articles/TOC.yml | 2 +- articles/generative-actions-overview.md | 6 +++--- 2 files changed, 4 insertions(+), 4 deletions(-) diff --git a/articles/TOC.yml b/articles/TOC.yml index 7a30b8dac..d2a62385f 100644 --- a/articles/TOC.yml +++ b/articles/TOC.yml @@ -38,7 +38,7 @@ href: export-import-flow-non-solution.md - name: Drafts and versioning for cloud flows href: drafts-versioning.md - - Generative actions + - name: Generative actions items: - name: Overview href: generative-actions-overview.md diff --git a/articles/generative-actions-overview.md b/articles/generative-actions-overview.md index 18ddb83ca..8cbe14022 100644 --- a/articles/generative-actions-overview.md +++ b/articles/generative-actions-overview.md @@ -27,15 +27,15 @@ Generative actions simplify automation by reducing the need for detailed specifi ## Author generative actions -You can author generative actions in the cloud flows designer in Power Automate. Upon giving the system an intent, the AI generates suggested inputs, outputs, and actions to use in the action. You can choose to accept the AI suggestions, or reject them and add your own inputs, outputs, and flow values. +You can author generative actions in the cloud flows designer in Power Automate. When you give the system an intent, the AI generates suggested inputs, outputs, and actions to use in the action. You can choose to accept the AI suggestions, or reject them and add your own inputs, outputs, and flow values. In addition to inputs, outputs, and flow values, the system also provides connectors and actions that it can use to achieve its intended automation goal. You can choose to accept, reject, or add your own. - Once you create the action, you can preview how it behaves by providing sample inputs and verifying what the action does. In the preview phase, the action pauses before taking any action. You can run this multiple times. + Once you create the action, you can preview how it behaves by providing sample inputs and verifying what the action does. In the preview phase, the action pauses before taking any action. You can run this multiple times. ## Monitor a generative action -You can monitor your generative actions runs from the cloud flows run history. From the **My Flows** page, you can select any flow to get to its manage page. This is where you can monitor the run history for the related generative action. To examine the process behind why a generative action called a specific action, you can dive into any run history instance. +You can monitor your generative actions runs from the cloud flows run history. From the **My Flows** page, you can select any flow to get to its manage page. This page is where you can monitor the run history for the related generative action. To examine the process behind why a generative action called a specific action, you can dive into any run history instance. ## Edit or customize a generative action From 5f06bd4e386b1eb7ff397c308c888d59c278d6f7 Mon Sep 17 00:00:00 2001 From: v-aangie Date: Mon, 14 Oct 2024 13:10:36 -0500 Subject: [PATCH 03/23] fix toc md --- articles/TOC.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/articles/TOC.yml b/articles/TOC.yml index d2a62385f..fd2db62ad 100644 --- a/articles/TOC.yml +++ b/articles/TOC.yml @@ -43,7 +43,7 @@ - name: Overview href: generative-actions-overview.md - name: Create generative actions - href: generative-actions-create.md + href: create-generative-actions.md - name: Automated flows items: - name: Create a cloud flow from a template From 81192f093f29a93dadceef49f6c6a1ddcde4677d Mon Sep 17 00:00:00 2001 From: v-aangie Date: Mon, 14 Oct 2024 13:27:19 -0500 Subject: [PATCH 04/23] preview-tags --- articles/TOC.yml | 2 +- articles/create-generative-actions.md | 12 ++++++++++-- articles/generative-actions-overview.md | 8 ++++++-- 3 files changed, 17 insertions(+), 5 deletions(-) diff --git a/articles/TOC.yml b/articles/TOC.yml index fd2db62ad..2fffa5781 100644 --- a/articles/TOC.yml +++ b/articles/TOC.yml @@ -38,7 +38,7 @@ href: export-import-flow-non-solution.md - name: Drafts and versioning for cloud flows href: drafts-versioning.md - - name: Generative actions + - name: Generative actions (preview) items: - name: Overview href: generative-actions-overview.md diff --git a/articles/create-generative-actions.md b/articles/create-generative-actions.md index cb5d5aa38..adc58ad71 100644 --- a/articles/create-generative-actions.md +++ b/articles/create-generative-actions.md @@ -1,5 +1,5 @@ --- -title: Create generative actions in cloud flows +title: Create generative actions in cloud flows (preview) description: Learn how to create generative actions in cloud flows. ms.date: 10/14/2024 ms.topic: conceptual @@ -13,4 +13,12 @@ ms.collection: - bap-ai-copilot --- -# Create generative actions in cloud flows \ No newline at end of file +# Create generative actions in cloud flows (preview) + +[!INCLUDE[cc-preview-features-definition](includes/cc-preview-features-top-note.md)] + + + + + +[!INCLUDE[cc_preview_features_definition](includes/cc-preview-features-definition.md)] \ No newline at end of file diff --git a/articles/generative-actions-overview.md b/articles/generative-actions-overview.md index 8cbe14022..3adc8ea6f 100644 --- a/articles/generative-actions-overview.md +++ b/articles/generative-actions-overview.md @@ -1,5 +1,5 @@ --- -title: Overview of generative actions +title: Overview of generative actions (preview) description: Get an overview of generative actions, including benefits, how to author, monitor, and edit. ms.date: 10/14/2024 ms.topic: conceptual @@ -13,10 +13,14 @@ ms.collection: - bap-ai-copilot --- -# Overview of generative actions +# Overview of generative actions (preview) + +[!INCLUDE[cc-preview-features-definition](includes/cc-preview-features-top-note.md)] Generative actions are a new type of automation that's authored, tested, and executed through an AI runtime. You specify only the *intent* of the automation and the AI chooses the right set of actions in the right order based on your input, context, and intent. +[!INCLUDE[cc_preview_features_definition](includes/cc-preview-features-definition.md)] + ## Benefits of generative actions Generative actions simplify automation by reducing the need for detailed specifications, adapt to changing scenarios using AI intelligence, and handle complex tasks involving multiple steps and integrations. From 70ecc83ea08c996f5cc719e2efdc7b3ce724c1bd Mon Sep 17 00:00:00 2001 From: v-aangie Date: Mon, 2 Dec 2024 12:17:53 -0600 Subject: [PATCH 05/23] gen-actions-new --- articles/generative-actions-preview.md | 124 +++++++++++++++++++++++++ 1 file changed, 124 insertions(+) create mode 100644 articles/generative-actions-preview.md diff --git a/articles/generative-actions-preview.md b/articles/generative-actions-preview.md new file mode 100644 index 000000000..234299419 --- /dev/null +++ b/articles/generative-actions-preview.md @@ -0,0 +1,124 @@ +--- +title: Creating and Managing Generative Actions in Power Automate +description: Learn how to create, monitor, and manage generative actions in Power Automate to simplify and accelerate automation processes. +author: v-aangie +contributors: +ms.topic: conceptual +ms.date: 11/25/2024 +ms.author: v-aangie +ms.reviewer: angieandrews +--- + +--- +title: Create generative actions in cloud flows (preview) +description: Learn how to create generative actions in cloud flows. +ms.date: 10/14/2024 +ms.topic: conceptual +author: HeatherOrt +contributors: + - HeatherOrt + - v-aangie +ms.author: heortaol +ms.reviewer: angieandrews +ms.collection: + - bap-ai-copilot +--- + +# Create generative actions in cloud flows (preview) + +[!INCLUDE[cc-preview-features-definition](includes/cc-preview-features-top-note.md)] + + + + + +[!INCLUDE[cc_preview_features_definition](includes/cc-preview-features-definition.md)] + +# Introduction + +Generative actions are a new type of automation that is authored, tested and executed through an AI runtime. Generative actions can simplify and accelerate the automation process by reducing the need for specifying the action sets and sequencing to execute. Generative actions can also adapt to changing scenarios and data sources by leveraging the AI runtime's intelligence and reasoning capabilities. Generative actions can handle complex and dynamic tasks that involve multiple steps, conditions, loops, branches, and integrations. + +# Creating a generative action + +To create a Generative action, you start in Cloud Flows designer: + +- From the create page or the My flows page in Power Automate create a cloud flow through any selected trigger + + :::image type="content" source="media/generative-actions-preview/image1.png" alt-text="Screenshot of a computer showing the create page in Power Automate"::: + +- Once in the designer select to create an action and select “Add generative action (preview)”. Or select from the action search panel. + + :::image type="content" source="media/generative-actions-preview/image2.png" alt-text="Screenshot of a computer showing the action search panel in Power Automate"::: + +- Select “+ New generative action” + + :::image type="content" source="media/generative-actions-preview/image3.png" alt-text="Screenshot of a computer showing the option to create a new generative action"::: + +- You are presented with the option to describe the automation you want to create. You can enter the intent of your automation here in as many details as you like. Select “Generate” to have the AI suggest an action plan. + + :::image type="content" source="media/generative-actions-preview/image4.png" alt-text="Screenshot of a computer showing the option to describe the automation intent"::: + +- The AI will generate suggested inputs and outputs types to use in the flow. The AI will also generate suggested connectors and actions that it can use to achieve the automation goal. + + - Inputs are texts that the generative action will use to execute the plan. This text can be passed dynamically from previous cloud flow actions. + - Inputs are limited to 2,500 characters. + - Outputs are text that the generative action will create that can be used in succeeding actions in the flow. + + > [!TIP] + > Review and use compose action on dynamic input to remove additional detail or HTML and reduce input character count + + :::image type="content" source="media/generative-actions-preview/image5.png" alt-text="Screenshot of a computer showing the AI-generated inputs and outputs"::: + +- You can review, accept, or reject these suggestions. If suggestions are not accepted they will be deleted when you preview or add your generative action to the flow. You can also add custom inputs, outputs, connectors and actions even if they are not suggested. + + - The generative action will not be able to execute on any actions that are not first added to the plan. + +- You can then choose to preview your generative action in the “Preview” tab. + + - Provide sample inputs for your generative action, such as an order ID or a customer name. + - The generative action will show you its “Thought Process” as it analyzes the inputs you’ve provided against the intent of the automation + - The generative action will run and pause before taking any action while its in preview. You can see the logic and the data behind each action, and the expected outputs. + - You can modify the inputs, outputs, or actions if needed, and run the preview again. Once you are satisfied with the preview, you can exit the preview mode. + +- Once you are satisfied with your generative action you can click “Add” and have it added to your cloud flow. + +# Adding references to a generative action + +You can add up to 3 OneDrive documents as references which the Generative action can use as part of its execution. + +- The word document must be labeled as non-confidential and reside in the owner’s OneDrive +- Each word document must be under 10MB + +# Monitoring a generative action + +You can monitor the run history and the performance of your generative action from the My flows page in Power Automate. You can also edit or customize your generative action at any time. To monitor and edit a generative action, you need to follow these steps: + +- From the My flows page, select the “Generative actions” tab. +- You can see the list of your “Generative actions”, their status, and their last run time. +- To monitor the run history of a generative action, select the generative action name and then select Run history. +- You can see the details of each run, such as the start time, end time, duration, status, inputs, and outputs. +- You can also see the reasoning behind each action that the generative action called, and the data that was used. +- To edit or customize a generative action, select the generative action name and then select Edit. +- You can modify the instruction set or intent of the generative action, or the inputs, outputs, or actions that the generative action uses. +- Save your changes and preview your generative action again. + +# Known limitations: + +- Only text based inputs are supported +- Cancelling the cloud flow will not cancel the running generative action, it must be cancelled separately. +- Currently limited to the following connectors: + + - SharePoint + - Office 365 Outlook + - OneDrive for Business + - Planner + - Microsoft Teams + - Notifications + - Office 365 Users + - Approvals + - Excel online for Business + + > [!NOTE] + > Please contact your PM representative if you wish to include more connectors in your Generative actions use case + +- DLP policies for Cloud flows are supported exclusively at the Generative Action level. Differentiating connectors as Business or Non-Business between Cloud flow connections and Generative Action connections is not currently supported. \ No newline at end of file From 7e0b4ce6819c4a0e37bdec3ab66e7966ba255d02 Mon Sep 17 00:00:00 2001 From: v-aangie Date: Mon, 2 Dec 2024 15:19:32 -0600 Subject: [PATCH 06/23] convert --- articles/create-generative-actions.md | 115 +++++++++++++++- articles/generative-actions-preview.md | 124 ------------------ .../start-from-blank.png | Bin 0 -> 141290 bytes 3 files changed, 114 insertions(+), 125 deletions(-) delete mode 100644 articles/generative-actions-preview.md create mode 100644 articles/media/create-generative-actions/start-from-blank.png diff --git a/articles/create-generative-actions.md b/articles/create-generative-actions.md index adc58ad71..eb36612c5 100644 --- a/articles/create-generative-actions.md +++ b/articles/create-generative-actions.md @@ -17,8 +17,121 @@ ms.collection: [!INCLUDE[cc-preview-features-definition](includes/cc-preview-features-top-note.md)] +# Create a generative action +Generative actions are a new type of automation that is authored, tested, and executed through an AI runtime. Generative actions can simplify and accelerate the automation process by reducing the need for specifying the action sets and sequencing to execute. Generative actions can also adapt to changing scenarios and data sources by leveraging the AI runtime's intelligence and reasoning capabilities. Generative actions can handle complex and dynamic tasks that involve multiple steps, conditions, loops, branches, and integrations. +[!INCLUDE[cc_preview_features_definition](includes/cc-preview-features-definition.md)] +To create a generative action, you start in cloud flows designer. -[!INCLUDE[cc_preview_features_definition](includes/cc-preview-features-definition.md)] \ No newline at end of file +1. Sign in to [Power Automate](https://make.powerautomate.com). +1. On the navigation menu to the left, create a cloud flow using one of the following options: + 1. Select **Create** > one of the following options under **Start from blank**: + + - Automated cloud flow + - Instant cloud flow + - Scheduled cloud flow + - Describe it to design it + - Desktop flow + + :::image type="content" source="media/create-generative-actions/start-from-blank.png" alt-text="Screenshot of the create page in Power Automate"::: + Or + + 1. Select **My flows** > **New flow** > one of the following menu options under **Build your own from blank**: + + - Automated cloud flow + - Instant cloud flow + - Scheduled cloud flow + - Describe it to design it + - Desktop flow + +1. Give your flow a name, select a trigger, or follow the directions to build a flow. +1. Go to the designer by selecting **Create** or **Create flow**, depending on the flow type you selected. +1. Once in the designer, select the plus sign (+) to create an action and select **Add generative action (preview)**. + + Alternatively, select from the action search panel. + + :::image type="content" source="media/generative-actions-preview/image2.png" alt-text="Screenshot of a computer showing the action search panel in Power Automate"::: + +1. Select **+ New generative action**. + + :::image type="content" source="media/generative-actions-preview/image3.png" alt-text="Screenshot of a computer showing the option to create a new generative action"::: + +1. You're presented with the option to describe the automation you want to create. You can enter the intent of your automation here in as many details as you like. To have AI suggest an action plan, select **Generate**. + + :::image type="content" source="media/generative-actions-preview/image4.png" alt-text="Screenshot of a computer showing the option to describe the automation intent"::: + + AI generates suggested input and output types to use in the flow. AI also generates suggested connectors and actions that it can use to achieve the automation goal. + + Inputs are texts that the generative action uses to execute the plan. This text can be passed dynamically from previous cloud flow actions. Inputs are limited to 2,500 characters. + + Outputs are text that the generative action creates that can be used in succeeding actions in the flow. + + > [!TIP] + > To remove additional detail or HTML and reduce input character count, review and use compose action on dynamic input. + + + + :::image type="content" source="media/generative-actions-preview/image5.png" alt-text="Screenshot of a computer showing the AI-generated inputs and outputs"::: + +1. Review, accept, or reject these suggestions. If you don't accept suggestions, they're deleted when you preview or add your generative action to the flow. + + You can add custom inputs, outputs, connectors, and actions if they aren't suggested. + + The generative action doesn't execute on actions that aren't first added to the plan. + +1. To preview your generative action, select the **Preview** tab. +1. Provide sample inputs for your generative action, such as an order ID or a customer name. + + The generative action shows you its thought process as it analyzes the inputs you provided against the intent of the automation. The generative action runs and pauses before taking any action while it's in preview. The logic, the data behind each action, and the expected outputs display. + +1. Modify the inputs, outputs, or actions if needed, and run the preview again. Once you're satisfied with the preview, exit the preview mode. +1. When you're satisfied with your generative action, select **Add** to add it to your cloud flow. + +## Add references to a generative action + +You can add up to three OneDrive documents as references, which the Generative action can use as part of its execution. + +The Microsoft Word document must be labeled as non-confidential and reside in the owner’s OneDrive. Each Word document must be fewer than 10 MB. + +## Monitor a generative action + +You can monitor the run history and the performance of your generative action from the **My flows** page in Power Automate. You can also edit or customize your generative action at any time. + +To monitor and edit a generative action, follow these steps: + +1. From the **My flows** page, select the **Generative actions** tab. + + You can see the list of your generative actions, their status, and their last run time. + +1. To monitor the run history of a generative action, select the generative action name > **Run history**. + + The details of each run, such as the start time, end time, duration, status, inputs, and outputs, display. The reasoning behind each action that the generative action called, and the data that was used also display. + +1. To edit or customize a generative action, select the generative action name > **Edit**. + + You can modify the instruction set or intent of the generative action, or the inputs, outputs, or actions that the generative action uses. + +1. Save your changes and preview your generative action again. + +## Known limitations + +- Only text based inputs are supported. +- Cancelling the cloud flow doesn't cancel the running generative action. It must be canceled separately. +- Currently limited to the following connectors: + + - SharePoint + - Office 365 Outlook + - OneDrive for work or school + - Planner + - Microsoft Teams + - Notifications + - Office 365 Users + - Approvals + - Excel online for Business + + > [!NOTE] + > if you wish to include more connectors in your generative actions use case, contact your representative. + +- Data loss prevention (DLP) policies for cloud flows are supported exclusively at the generative action level. Differentiating connectors as Business or Non-Business between cloud flow connections and generative action connections isn't currently supported. diff --git a/articles/generative-actions-preview.md b/articles/generative-actions-preview.md deleted file mode 100644 index 234299419..000000000 --- a/articles/generative-actions-preview.md +++ /dev/null @@ -1,124 +0,0 @@ ---- -title: Creating and Managing Generative Actions in Power Automate -description: Learn how to create, monitor, and manage generative actions in Power Automate to simplify and accelerate automation processes. -author: v-aangie -contributors: -ms.topic: conceptual -ms.date: 11/25/2024 -ms.author: v-aangie -ms.reviewer: angieandrews ---- - ---- -title: Create generative actions in cloud flows (preview) -description: Learn how to create generative actions in cloud flows. -ms.date: 10/14/2024 -ms.topic: conceptual -author: HeatherOrt -contributors: - - HeatherOrt - - v-aangie -ms.author: heortaol -ms.reviewer: angieandrews -ms.collection: - - bap-ai-copilot ---- - -# Create generative actions in cloud flows (preview) - -[!INCLUDE[cc-preview-features-definition](includes/cc-preview-features-top-note.md)] - - - - - -[!INCLUDE[cc_preview_features_definition](includes/cc-preview-features-definition.md)] - -# Introduction - -Generative actions are a new type of automation that is authored, tested and executed through an AI runtime. Generative actions can simplify and accelerate the automation process by reducing the need for specifying the action sets and sequencing to execute. Generative actions can also adapt to changing scenarios and data sources by leveraging the AI runtime's intelligence and reasoning capabilities. Generative actions can handle complex and dynamic tasks that involve multiple steps, conditions, loops, branches, and integrations. - -# Creating a generative action - -To create a Generative action, you start in Cloud Flows designer: - -- From the create page or the My flows page in Power Automate create a cloud flow through any selected trigger - - :::image type="content" source="media/generative-actions-preview/image1.png" alt-text="Screenshot of a computer showing the create page in Power Automate"::: - -- Once in the designer select to create an action and select “Add generative action (preview)”. Or select from the action search panel. - - :::image type="content" source="media/generative-actions-preview/image2.png" alt-text="Screenshot of a computer showing the action search panel in Power Automate"::: - -- Select “+ New generative action” - - :::image type="content" source="media/generative-actions-preview/image3.png" alt-text="Screenshot of a computer showing the option to create a new generative action"::: - -- You are presented with the option to describe the automation you want to create. You can enter the intent of your automation here in as many details as you like. Select “Generate” to have the AI suggest an action plan. - - :::image type="content" source="media/generative-actions-preview/image4.png" alt-text="Screenshot of a computer showing the option to describe the automation intent"::: - -- The AI will generate suggested inputs and outputs types to use in the flow. The AI will also generate suggested connectors and actions that it can use to achieve the automation goal. - - - Inputs are texts that the generative action will use to execute the plan. This text can be passed dynamically from previous cloud flow actions. - - Inputs are limited to 2,500 characters. - - Outputs are text that the generative action will create that can be used in succeeding actions in the flow. - - > [!TIP] - > Review and use compose action on dynamic input to remove additional detail or HTML and reduce input character count - - :::image type="content" source="media/generative-actions-preview/image5.png" alt-text="Screenshot of a computer showing the AI-generated inputs and outputs"::: - -- You can review, accept, or reject these suggestions. If suggestions are not accepted they will be deleted when you preview or add your generative action to the flow. You can also add custom inputs, outputs, connectors and actions even if they are not suggested. - - - The generative action will not be able to execute on any actions that are not first added to the plan. - -- You can then choose to preview your generative action in the “Preview” tab. - - - Provide sample inputs for your generative action, such as an order ID or a customer name. - - The generative action will show you its “Thought Process” as it analyzes the inputs you’ve provided against the intent of the automation - - The generative action will run and pause before taking any action while its in preview. You can see the logic and the data behind each action, and the expected outputs. - - You can modify the inputs, outputs, or actions if needed, and run the preview again. Once you are satisfied with the preview, you can exit the preview mode. - -- Once you are satisfied with your generative action you can click “Add” and have it added to your cloud flow. - -# Adding references to a generative action - -You can add up to 3 OneDrive documents as references which the Generative action can use as part of its execution. - -- The word document must be labeled as non-confidential and reside in the owner’s OneDrive -- Each word document must be under 10MB - -# Monitoring a generative action - -You can monitor the run history and the performance of your generative action from the My flows page in Power Automate. You can also edit or customize your generative action at any time. To monitor and edit a generative action, you need to follow these steps: - -- From the My flows page, select the “Generative actions” tab. -- You can see the list of your “Generative actions”, their status, and their last run time. -- To monitor the run history of a generative action, select the generative action name and then select Run history. -- You can see the details of each run, such as the start time, end time, duration, status, inputs, and outputs. -- You can also see the reasoning behind each action that the generative action called, and the data that was used. -- To edit or customize a generative action, select the generative action name and then select Edit. -- You can modify the instruction set or intent of the generative action, or the inputs, outputs, or actions that the generative action uses. -- Save your changes and preview your generative action again. - -# Known limitations: - -- Only text based inputs are supported -- Cancelling the cloud flow will not cancel the running generative action, it must be cancelled separately. -- Currently limited to the following connectors: - - - SharePoint - - Office 365 Outlook - - OneDrive for Business - - Planner - - Microsoft Teams - - Notifications - - Office 365 Users - - Approvals - - Excel online for Business - - > [!NOTE] - > Please contact your PM representative if you wish to include more connectors in your Generative actions use case - -- DLP policies for Cloud flows are supported exclusively at the Generative Action level. 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Generative actions can simplify and accelerate the automation process by reducing the need for specifying the action sets and sequencing to execute. Generative actions can also adapt to changing scenarios and data sources by leveraging the AI runtime's intelligence and reasoning capabilities. Generative actions can handle complex and dynamic tasks that involve multiple steps, conditions, loops, branches, and integrations. [!INCLUDE[cc_preview_features_definition](includes/cc-preview-features-definition.md)] +## Create a generative action + To create a generative action, you start in cloud flows designer. 1. Sign in to [Power Automate](https://make.powerautomate.com). @@ -48,38 +48,37 @@ To create a generative action, you start in cloud flows designer. 1. Give your flow a name, select a trigger, or follow the directions to build a flow. 1. Go to the designer by selecting **Create** or **Create flow**, depending on the flow type you selected. -1. Once in the designer, select the plus sign (+) to create an action and select **Add generative action (preview)**. - - Alternatively, select from the action search panel. +1. In the designer, select the plus sign (**+**) to create an action, and then select **Add generative action (preview)**. +1. In the **Parameters** tab, select **+ New generative action**. - :::image type="content" source="media/generative-actions-preview/image2.png" alt-text="Screenshot of a computer showing the action search panel in Power Automate"::: + :::image type="content" source="media/create-generative-actions/new-generative-action.png" alt-text="Screenshot of the option to create a new generative action."::: -1. Select **+ New generative action**. +1. To describe the automation you want to create, enter the intent of your automation in as many details as you like. Then, get an AI suggested action plan by selecting **Generate**. - :::image type="content" source="media/generative-actions-preview/image3.png" alt-text="Screenshot of a computer showing the option to create a new generative action"::: + :::image type="content" source="media/create-generative-actions/generate-action.png" alt-text="Screenshot of a generative action description and the 'Generate' button."::: -1. You're presented with the option to describe the automation you want to create. You can enter the intent of your automation here in as many details as you like. To have AI suggest an action plan, select **Generate**. +### AI generated suggestions - :::image type="content" source="media/generative-actions-preview/image4.png" alt-text="Screenshot of a computer showing the option to describe the automation intent"::: +AI generates suggested input and output types to use in the flow. AI also generates suggested connectors and actions that it can use to achieve the automation goal. - AI generates suggested input and output types to use in the flow. AI also generates suggested connectors and actions that it can use to achieve the automation goal. +Inputs are texts that the generative action uses to execute the plan. This text can be passed dynamically from previous cloud flow actions. Inputs are limited to 2,500 characters. - Inputs are texts that the generative action uses to execute the plan. This text can be passed dynamically from previous cloud flow actions. Inputs are limited to 2,500 characters. +Outputs are text that the generative action creates that can be used in succeeding actions in the flow. - Outputs are text that the generative action creates that can be used in succeeding actions in the flow. +> [!TIP] +> To remove additional detail or HTML and reduce input character count, review and use compose action on dynamic input. - > [!TIP] - > To remove additional detail or HTML and reduce input character count, review and use compose action on dynamic input. +:::image type="content" source="media/create-generative-actions/inputs-outputs.png" alt-text="Screenshot of a computer showing the AI-generated inputs and outputs"::: - +### Finalize your generative action - :::image type="content" source="media/generative-actions-preview/image5.png" alt-text="Screenshot of a computer showing the AI-generated inputs and outputs"::: +Finalize your generative action and preview it before execution. This allows you to make sure that the generative action is working as expected, and make necessary changes before adding it to your cloud flow. -1. Review, accept, or reject these suggestions. If you don't accept suggestions, they're deleted when you preview or add your generative action to the flow. +1. Review, accept, or reject these suggestions. - You can add custom inputs, outputs, connectors, and actions if they aren't suggested. - - The generative action doesn't execute on actions that aren't first added to the plan. + - If you don't accept suggestions, they're deleted when you preview or add your generative action to the flow. + - You can add custom inputs, outputs, connectors, and actions if they aren't suggested. + - The generative action doesn't execute on actions that aren't first added to the plan. 1. To preview your generative action, select the **Preview** tab. 1. Provide sample inputs for your generative action, such as an order ID or a customer name. @@ -91,9 +90,9 @@ To create a generative action, you start in cloud flows designer. ## Add references to a generative action -You can add up to three OneDrive documents as references, which the Generative action can use as part of its execution. +You can add up to three Microsoft OneDrive documents as references. The generative action can use them as part of its execution. -The Microsoft Word document must be labeled as non-confidential and reside in the owner’s OneDrive. Each Word document must be fewer than 10 MB. +The Microsoft Word document must be labeled as non-confidential and reside in the owner's OneDrive. Each Word document must be fewer than 10 MB. ## Monitor a generative action @@ -103,7 +102,7 @@ To monitor and edit a generative action, follow these steps: 1. From the **My flows** page, select the **Generative actions** tab. - You can see the list of your generative actions, their status, and their last run time. + You can display the list of your generative actions, their status, and their last run time. 1. To monitor the run history of a generative action, select the generative action name > **Run history**. @@ -117,10 +116,11 @@ To monitor and edit a generative action, follow these steps: ## Known limitations +The following limitations apply to generative actions in cloud flows: + - Only text based inputs are supported. - Cancelling the cloud flow doesn't cancel the running generative action. 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Generative actions can simplify and accelerate the automation process by reducing the need for specifying the action sets and sequencing to execute. Generative actions can also adapt to changing scenarios and data sources by leveraging the AI runtime's intelligence and reasoning capabilities. Generative actions can handle complex and dynamic tasks that involve multiple steps, conditions, loops, branches, and integrations. +Generative actions are a new type of action that is authored, tested, and executed through an AI runtime. Generative actions can simplify and accelerate the automation process by reducing the need for specifying the action sets and sequencing to execute. Generative actions can also adapt to changing scenarios and data sources by leveraging the AI runtime's intelligence and reasoning capabilities. Generative actions can handle complex and dynamic tasks that involve multiple steps, conditions, loops, branches, and integrations. [!INCLUDE[cc_preview_features_definition](includes/cc-preview-features-definition.md)] From 6cbdedea39ba648bb5cb08a33b08b6ca4f138365 Mon Sep 17 00:00:00 2001 From: Angie Andrews Date: Fri, 13 Dec 2024 15:23:55 -0600 Subject: [PATCH 09/23] Update articles/create-generative-actions.md Co-authored-by: HeatherOrt <106117160+HeatherOrt@users.noreply.github.com> --- articles/create-generative-actions.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/articles/create-generative-actions.md b/articles/create-generative-actions.md index e4cdc581c..69035cd33 100644 --- a/articles/create-generative-actions.md +++ b/articles/create-generative-actions.md @@ -96,7 +96,7 @@ The Microsoft Word document must be labeled as non-confidential and reside in th ## Monitor a generative action -You can monitor the run history and the performance of your generative action from the **My flows** page in Power Automate. You can also edit or customize your generative action at any time. +You can monitor the run history and the performance of your generative action from the **My flows** page in Power Automate. You can also edit or customize your generative action at any time from within the cloud flow designer. To monitor and edit a generative action, follow these steps: From cbec6bd8c0e6e4f49f5363b50e81087804f0cadd Mon Sep 17 00:00:00 2001 From: Angie Andrews Date: Fri, 13 Dec 2024 15:24:08 -0600 Subject: [PATCH 10/23] Update articles/generative-actions-overview.md Co-authored-by: HeatherOrt <106117160+HeatherOrt@users.noreply.github.com> --- articles/generative-actions-overview.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/articles/generative-actions-overview.md b/articles/generative-actions-overview.md index 3adc8ea6f..a1d8460ec 100644 --- a/articles/generative-actions-overview.md +++ b/articles/generative-actions-overview.md @@ -17,7 +17,7 @@ ms.collection: [!INCLUDE[cc-preview-features-definition](includes/cc-preview-features-top-note.md)] -Generative actions are a new type of automation that's authored, tested, and executed through an AI runtime. You specify only the *intent* of the automation and the AI chooses the right set of actions in the right order based on your input, context, and intent. +Generative actions are a new type of action that's authored, tested, and executed through an AI runtime. You specify only the *intent* of the action and the AI chooses the right set of actions in the right order based on your input, context, and intent. [!INCLUDE[cc_preview_features_definition](includes/cc-preview-features-definition.md)] From 252b0286914c3d42ae55f0cb8e65e61cf3f9fe9f Mon Sep 17 00:00:00 2001 From: Angie Andrews Date: Fri, 13 Dec 2024 15:24:20 -0600 Subject: [PATCH 11/23] Update articles/generative-actions-overview.md Co-authored-by: HeatherOrt <106117160+HeatherOrt@users.noreply.github.com> --- articles/generative-actions-overview.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/articles/generative-actions-overview.md b/articles/generative-actions-overview.md index a1d8460ec..8d6ce7649 100644 --- a/articles/generative-actions-overview.md +++ b/articles/generative-actions-overview.md @@ -31,7 +31,7 @@ Generative actions simplify automation by reducing the need for detailed specifi ## Author generative actions -You can author generative actions in the cloud flows designer in Power Automate. When you give the system an intent, the AI generates suggested inputs, outputs, and actions to use in the action. You can choose to accept the AI suggestions, or reject them and add your own inputs, outputs, and flow values. +You can author generative actions in the cloud flows designer in Power Automate. When you give the system an intent, the AI generates suggested inputs, outputs, and actions to use in the action. You can choose to accept the AI suggestions, or reject them and add your own inputs, and outputs. In addition to inputs, outputs, and flow values, the system also provides connectors and actions that it can use to achieve its intended automation goal. You can choose to accept, reject, or add your own. From 5a8a5c13cf115f6b874053c1914ee9b0dcdac3dc Mon Sep 17 00:00:00 2001 From: Angie Andrews Date: Fri, 13 Dec 2024 15:24:32 -0600 Subject: [PATCH 12/23] Update articles/generative-actions-overview.md Co-authored-by: HeatherOrt <106117160+HeatherOrt@users.noreply.github.com> --- articles/generative-actions-overview.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/articles/generative-actions-overview.md b/articles/generative-actions-overview.md index 8d6ce7649..759a6db52 100644 --- a/articles/generative-actions-overview.md +++ b/articles/generative-actions-overview.md @@ -33,7 +33,7 @@ Generative actions simplify automation by reducing the need for detailed specifi You can author generative actions in the cloud flows designer in Power Automate. When you give the system an intent, the AI generates suggested inputs, outputs, and actions to use in the action. You can choose to accept the AI suggestions, or reject them and add your own inputs, and outputs. -In addition to inputs, outputs, and flow values, the system also provides connectors and actions that it can use to achieve its intended automation goal. You can choose to accept, reject, or add your own. +In addition to inputs, and outputs, the system also provides connectors and actions that it can use to achieve its intended automation goal. You can choose to accept, reject, or add your own. Once you create the action, you can preview how it behaves by providing sample inputs and verifying what the action does. In the preview phase, the action pauses before taking any action. You can run this multiple times. From c8a763486a3ebc71bdbe882943120ee7f69442c4 Mon Sep 17 00:00:00 2001 From: Angie Andrews Date: Fri, 13 Dec 2024 15:24:45 -0600 Subject: [PATCH 13/23] Update articles/generative-actions-overview.md Co-authored-by: HeatherOrt <106117160+HeatherOrt@users.noreply.github.com> --- articles/generative-actions-overview.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/articles/generative-actions-overview.md b/articles/generative-actions-overview.md index 759a6db52..e39d3d410 100644 --- a/articles/generative-actions-overview.md +++ b/articles/generative-actions-overview.md @@ -39,7 +39,7 @@ In addition to inputs, and outputs, the system also provides connectors and acti ## Monitor a generative action -You can monitor your generative actions runs from the cloud flows run history. From the **My Flows** page, you can select any flow to get to its manage page. This page is where you can monitor the run history for the related generative action. To examine the process behind why a generative action called a specific action, you can dive into any run history instance. +You can monitor your generative actions runs from the cloud flows run history. From the **My Flows** page, you can select any generative action under the "generative actions" tab to get to its manage page. This page is where you can monitor the run history for the related generative action. To examine the process behind why a generative action called a specific action, you can dive into any run history instance. ## Edit or customize a generative action From 1140b39e1cb35140cfe199ba8c6c8e855c663010 Mon Sep 17 00:00:00 2001 From: v-aangie Date: Fri, 13 Dec 2024 17:06:57 -0600 Subject: [PATCH 14/23] faq --- articles/TOC.yml | 2 + articles/create-generative-actions.md | 6 ++- articles/faqs-generative-actions.md | 64 +++++++++++++++++++++++++++ articles/responsible-ai-overview.md | 2 + 4 files changed, 73 insertions(+), 1 deletion(-) create mode 100644 articles/faqs-generative-actions.md diff --git a/articles/TOC.yml b/articles/TOC.yml index 7afe8410d..4c4f99cd3 100644 --- a/articles/TOC.yml +++ b/articles/TOC.yml @@ -1268,6 +1268,8 @@ href: faqs-copilot-in-pad.md - name: FAQ for Repair with Copilot at runtime in Power Automate for desktop href: faqs-repair-copilot.md + - name: FAQ for generative actions in cloud flows + href: faqs-generative-actions.md - name: FAQ for generating code with natural language href: faqs-copilot-nl-to-code.md - name: FAQ for suggested actions in Power Automate for desktop diff --git a/articles/create-generative-actions.md b/articles/create-generative-actions.md index 7fe2e61c6..08d41439e 100644 --- a/articles/create-generative-actions.md +++ b/articles/create-generative-actions.md @@ -1,7 +1,7 @@ --- title: Create generative actions in cloud flows (preview) description: Learn how to create generative actions in cloud flows. -ms.date: 12/11/2024 +ms.date: 12/18/2024 ms.topic: conceptual author: HeatherOrt contributors: @@ -135,3 +135,7 @@ The following limitations apply to generative actions in cloud flows: > if you wish to include more connectors in your generative actions use case, contact your representative. - Data loss prevention (DLP) policies for cloud flows are supported exclusively at the generative action level. Differentiating connectors as Business or Non-Business between cloud flow connections and generative action connections isn't currently supported. + +## Related information + +[FAQ for generative actions in cloud flows](faqs-generative-actions.md) \ No newline at end of file diff --git a/articles/faqs-generative-actions.md b/articles/faqs-generative-actions.md new file mode 100644 index 000000000..5d1fffb16 --- /dev/null +++ b/articles/faqs-generative-actions.md @@ -0,0 +1,64 @@ +--- +title: FAQ for generative actions in cloud flows +description: This FAQ provides information about the AI technology used in Power Automate, along with key considerations and details about how AI is used, how it was tested and evaluated, and any specific limitations. +ms.date: 12/18/2024 +ms.custom: + - responsible-ai-faqs +ms.topic: article +author: HeatherOrt +ms.author: heortaol +ms.reviewer: angieandrews +--- + +# FAQ for generative actions in cloud flows + +These frequently asked questions (FAQ) describe the AI impact of the generative actions feature in Power Automate. + +## What are generative actions? + +Generative actions are a new type of automation that's authored, tested, and executed through an AI runtime. You specify only the intent of the automation and the AI chooses the right set of actions in the right order based on your input, context, and intent. + +[!INCLUDE[cc_preview_features_definition](includes/cc-preview-features-definition.md)] + +## What are capabilities of generative actions? + +Generative actions simplify automation by reducing the need for detailed specifications, adapt to changing scenarios using AI intelligence, and handle complex tasks involving multiple steps and integrations. + +- Generative actions can create a set plan for flow execution through natural language. Generative actions can simplify and accelerate the automation process by reducing the need for specifying the conditions and action sets to execute. It surfaces recommended inputs, outputs and actions to complete the described task. The user is then asked to validate these recommendations before running the generative actions and is allowed to make any changes necessary. + +- Generative actions can adapt to changing scenarios and data sources by leveraging the AI runtime's intelligence and reasoning capabilities. Generative action can orchestrate actions within the flow based on reasoning over inputs and knowledge documents. It then will execute the plan by filling in the required inputs for the flow. + +- Generative actions can handle complex and dynamic tasks that involve multiple steps, conditions, loops, branches, and integrations. Once it is complete it shares the actions it executed and the reasoning behind parameter filling. + +## What is the intended use of generative actions? + +You can use generative action to intelligently orchestrate, and parameter fill actions within your flow. The generative action can act based on the defined inputs. + +## How was generative actions evaluated? What metrics are used to measure performance? + +The generative actions feature is evaluated for end-to-end quality at each step of the process. Quality is measured in terms of how well the system creates and executes a plan that successfully addresses the user prompt. We evaluate quality over various user queries, prompts, and actions. We also evaluate how well the system does at ignoring malicious content from users and authors, and how well the system avoids producing harmful content. + +## What are the limitations of generative actions? How can users minimize the impact of generative action limitations when using the system? + +For best results, make sure your generative action prompt includes high-quality descriptions. The generative action can only act on the inputs and reference document given, be sure that the content is complete for the best performance. The generative action can also only orchestrate the actions that have been defined and authenticated. + +## What operational factors and settings allow for effective and responsible use of generative actions? + +Generative actions is currently *English only*. Once you create a generative action, you can test the system to see how well it performs using test. You can run the test and manually trigger actions to understand how your generative action will perform. You can always edit or modify the prompt to change the way the generative action performs. + +## What kinds of issues might arise when using generative actions? + +Actions might not always work as intended. Errors might occur when preparing the input for the action or when generating a response based on the action's output. Your generative action might also call the wrong action during the orchestration of the given actions. To mitigate the risk of such errors, make sure you have high quality, relevant, and unambiguous descriptions configured for the actions. Also limit what actions the generative action may be able to use within the execution of the plan. + +## What protections does Power Automate have in place for responsible AI? + +There are many mitigation features in place to protect your flows. You can configure your generative action with a set of references and input values defined within your flow. Generative actions never take an action that isn't part of their plan. Generative actions respect organizations DLP policy. Any disallowed action for the flow will be blocked within the generative action. + +In addition, we have classifiers that look at input to the system to detect harmful content and jailbreak attacks. According to our tests, these classifiers have a high success rate at blocking harmful content and jailbreak attacks, while also having high success at not blocking content that isn't harmful or a jailbreak attack. However, classifiers can't be perfect so there are risks of a generative action producing harmful content or responding to a jailbreak attack. These risks include cross-domain prompt injection attacks, where instructions could be added to the output of an action or a knowledge source that the generative action then tries to follow. + +## Related information + +[Create generative actions in cloud flows (preview)](create-generative-actions.md) + + +[!INCLUDE[footer-include](../includes/footer-banner.md)] \ No newline at end of file diff --git a/articles/responsible-ai-overview.md b/articles/responsible-ai-overview.md index c5dc66826..6c9d0b73c 100644 --- a/articles/responsible-ai-overview.md +++ b/articles/responsible-ai-overview.md @@ -21,6 +21,8 @@ ms.collection: bap-ai-copilot - [FAQ for Copilot in cloud flows](faqs-copilot.md) - [Create, update, and fix your expressions with Copilot expression assistant (preview)](flows-designer.md#create-update-and-fix-your-expressions-with-copilot-expression-assistant-preview) - [FAQ for Copilot expression assistant](faqs-copilot-expression-assistant.md) +- [Create generative actions in cloud flows (preview)](create-generative-actions.md) +- [FAQ for generative actions in cloud flows](faqs-generative-actions.md) - [Copilot in Process Mining ingestion (preview)](process-mining-copilot-in-ingestion.md) - [Copilot in Process Mining process analytics (preview)](process-mining-copilot-in-process-analytics.md) - [FAQ for Copilot in Power Automate Process Mining](faqs-copilot-in-process-mining.md) From 0979a507bda6250b38f303df05d0c525f4e3465a Mon Sep 17 00:00:00 2001 From: v-aangie Date: Fri, 13 Dec 2024 17:13:41 -0600 Subject: [PATCH 15/23] fixes --- articles/create-generative-actions.md | 2 +- articles/faqs-generative-actions.md | 5 ++--- 2 files changed, 3 insertions(+), 4 deletions(-) diff --git a/articles/create-generative-actions.md b/articles/create-generative-actions.md index 0519d1288..1c8a8508a 100644 --- a/articles/create-generative-actions.md +++ b/articles/create-generative-actions.md @@ -96,7 +96,7 @@ The Microsoft Word document must be labeled as non-confidential and reside in th ## Monitor a generative action -You can monitor the run history and the performance of your generative action from the **My flows** page in Power Automate. You can also edit or customize your generative action at any time from within the cloud flow designer. +You can monitor the run history and the performance of your generative action from the **My flows** page in Power Automate. You can also edit or customize your generative action at any time in the cloud flow designer. To monitor and edit a generative action, follow these steps: diff --git a/articles/faqs-generative-actions.md b/articles/faqs-generative-actions.md index 5d1fffb16..4f1946f86 100644 --- a/articles/faqs-generative-actions.md +++ b/articles/faqs-generative-actions.md @@ -1,6 +1,6 @@ --- title: FAQ for generative actions in cloud flows -description: This FAQ provides information about the AI technology used in Power Automate, along with key considerations and details about how AI is used, how it was tested and evaluated, and any specific limitations. +description: This FAQ provides information about the AI technology used in Power Automate generative actions, along with key considerations and details about how AI is used, how it was tested and evaluated, and any specific limitations. ms.date: 12/18/2024 ms.custom: - responsible-ai-faqs @@ -60,5 +60,4 @@ In addition, we have classifiers that look at input to the system to detect harm [Create generative actions in cloud flows (preview)](create-generative-actions.md) - -[!INCLUDE[footer-include](../includes/footer-banner.md)] \ No newline at end of file +[!INCLUDE[footer-include](./includes/footer-banner.md)] \ No newline at end of file From 7abb1bfab0e6fc4ba1b671d2062deddb7f33b462 Mon Sep 17 00:00:00 2001 From: v-aangie Date: Fri, 13 Dec 2024 17:23:27 -0600 Subject: [PATCH 16/23] tweaks --- articles/faqs-generative-actions.md | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/articles/faqs-generative-actions.md b/articles/faqs-generative-actions.md index 4f1946f86..35a8d0131 100644 --- a/articles/faqs-generative-actions.md +++ b/articles/faqs-generative-actions.md @@ -24,9 +24,9 @@ Generative actions are a new type of automation that's authored, tested, and exe Generative actions simplify automation by reducing the need for detailed specifications, adapt to changing scenarios using AI intelligence, and handle complex tasks involving multiple steps and integrations. -- Generative actions can create a set plan for flow execution through natural language. Generative actions can simplify and accelerate the automation process by reducing the need for specifying the conditions and action sets to execute. It surfaces recommended inputs, outputs and actions to complete the described task. The user is then asked to validate these recommendations before running the generative actions and is allowed to make any changes necessary. +- Generative actions can create a set plan for flow execution through natural language. Generative actions can simplify and accelerate the automation process by reducing the need for specifying the conditions and action sets to execute. It surfaces recommended inputs, outputs, and actions to complete the described task. The user is then asked to validate these recommendations before running the generative actions and is allowed to make any changes necessary. -- Generative actions can adapt to changing scenarios and data sources by leveraging the AI runtime's intelligence and reasoning capabilities. Generative action can orchestrate actions within the flow based on reasoning over inputs and knowledge documents. It then will execute the plan by filling in the required inputs for the flow. +- Generative actions can adapt to changing scenarios and data sources by leveraging the AI runtime's intelligence and reasoning capabilities. Generative action can orchestrate actions within the flow based on reasoning over inputs and knowledge documents. It then executes the plan by filling in the required inputs for the flow. - Generative actions can handle complex and dynamic tasks that involve multiple steps, conditions, loops, branches, and integrations. Once it is complete it shares the actions it executed and the reasoning behind parameter filling. @@ -34,25 +34,25 @@ Generative actions simplify automation by reducing the need for detailed specifi You can use generative action to intelligently orchestrate, and parameter fill actions within your flow. The generative action can act based on the defined inputs. -## How was generative actions evaluated? What metrics are used to measure performance? +## How was the generative actions feature evaluated? What metrics are used to measure performance? The generative actions feature is evaluated for end-to-end quality at each step of the process. Quality is measured in terms of how well the system creates and executes a plan that successfully addresses the user prompt. We evaluate quality over various user queries, prompts, and actions. We also evaluate how well the system does at ignoring malicious content from users and authors, and how well the system avoids producing harmful content. ## What are the limitations of generative actions? How can users minimize the impact of generative action limitations when using the system? -For best results, make sure your generative action prompt includes high-quality descriptions. The generative action can only act on the inputs and reference document given, be sure that the content is complete for the best performance. The generative action can also only orchestrate the actions that have been defined and authenticated. +For best results, make sure your generative action prompt includes high-quality descriptions. The generative action can only act on the inputs and reference document given, be sure that the content is complete for the best performance. The generative action can also only orchestrate the actions that were defined and authenticated. ## What operational factors and settings allow for effective and responsible use of generative actions? -Generative actions is currently *English only*. Once you create a generative action, you can test the system to see how well it performs using test. You can run the test and manually trigger actions to understand how your generative action will perform. You can always edit or modify the prompt to change the way the generative action performs. +The generative actions feature is currently *English only*. Once you create a generative action, you can test the system to see how well it performs using test. You can run the test and manually trigger actions to understand how your generative action will perform. You can always edit or modify the prompt to change the way the generative action performs. ## What kinds of issues might arise when using generative actions? -Actions might not always work as intended. Errors might occur when preparing the input for the action or when generating a response based on the action's output. Your generative action might also call the wrong action during the orchestration of the given actions. To mitigate the risk of such errors, make sure you have high quality, relevant, and unambiguous descriptions configured for the actions. Also limit what actions the generative action may be able to use within the execution of the plan. +Actions might not always work as intended. Errors might occur when preparing the input for the action or when generating a response based on the action's output. Your generative action might also call the wrong action during the orchestration of the given actions. To mitigate the risk of such errors, make sure you have high quality, relevant, and unambiguous descriptions configured for the actions. Also limit what actions the generative action might be able to use in the execution of the plan. ## What protections does Power Automate have in place for responsible AI? -There are many mitigation features in place to protect your flows. You can configure your generative action with a set of references and input values defined within your flow. Generative actions never take an action that isn't part of their plan. Generative actions respect organizations DLP policy. Any disallowed action for the flow will be blocked within the generative action. +There are many mitigation features in place to protect your flows. You can configure your generative action with a set of references and input values defined within your flow. Generative actions never take an action that isn't part of their plan. Generative actions respect organizations' Data Loss Prevention (DLP) policy. Any disallowed action for the flow is blocked in the generative action. In addition, we have classifiers that look at input to the system to detect harmful content and jailbreak attacks. According to our tests, these classifiers have a high success rate at blocking harmful content and jailbreak attacks, while also having high success at not blocking content that isn't harmful or a jailbreak attack. However, classifiers can't be perfect so there are risks of a generative action producing harmful content or responding to a jailbreak attack. These risks include cross-domain prompt injection attacks, where instructions could be added to the output of an action or a knowledge source that the generative action then tries to follow. From c02807b992b878ec9c7ea3ab7dcb295f49ce3ba7 Mon Sep 17 00:00:00 2001 From: v-aangie Date: Wed, 18 Dec 2024 13:07:07 -0600 Subject: [PATCH 17/23] minor-edits --- articles/create-generative-actions.md | 5 +++-- articles/generative-actions-overview.md | 10 +++++----- 2 files changed, 8 insertions(+), 7 deletions(-) diff --git a/articles/create-generative-actions.md b/articles/create-generative-actions.md index 1c8a8508a..b57d5223c 100644 --- a/articles/create-generative-actions.md +++ b/articles/create-generative-actions.md @@ -1,7 +1,7 @@ --- title: Create generative actions in cloud flows (preview) description: Learn how to create generative actions in cloud flows. -ms.date: 12/18/2024 +ms.date: 12/20/2024 ms.topic: conceptual author: HeatherOrt contributors: @@ -36,6 +36,7 @@ To create a generative action, you start in cloud flows designer. - Desktop flow :::image type="content" source="media/create-generative-actions/start-from-blank.png" alt-text="Screenshot of the create page in Power Automate"::: + Or 1. Select **My flows** > **New flow** > one of the following menu options under **Build your own from blank**: @@ -66,7 +67,7 @@ Inputs are texts that the generative action uses to execute the plan. This text Outputs are text that the generative action creates that can be used in succeeding actions in the flow. > [!TIP] -> To remove additional detail or HTML and reduce input character count, review and use compose action on dynamic input. +> To remove additional detail or HTML and reduce input character count, review and use the **Compose** action on dynamic input. :::image type="content" source="media/create-generative-actions/inputs-outputs.png" alt-text="Screenshot of a computer showing the AI-generated inputs and outputs"::: diff --git a/articles/generative-actions-overview.md b/articles/generative-actions-overview.md index e39d3d410..6a1e6b1db 100644 --- a/articles/generative-actions-overview.md +++ b/articles/generative-actions-overview.md @@ -1,7 +1,7 @@ --- title: Overview of generative actions (preview) description: Get an overview of generative actions, including benefits, how to author, monitor, and edit. -ms.date: 10/14/2024 +ms.date: 12/20/2024 ms.topic: conceptual author: HeatherOrt contributors: @@ -17,7 +17,7 @@ ms.collection: [!INCLUDE[cc-preview-features-definition](includes/cc-preview-features-top-note.md)] -Generative actions are a new type of action that's authored, tested, and executed through an AI runtime. You specify only the *intent* of the action and the AI chooses the right set of actions in the right order based on your input, context, and intent. +Generative actions are a new type of action that is authored, tested, and executed through an AI runtime. You specify only the *intent* of the action and the AI chooses the right set of actions in the right order based on your input, context, and intent. [!INCLUDE[cc_preview_features_definition](includes/cc-preview-features-definition.md)] @@ -31,15 +31,15 @@ Generative actions simplify automation by reducing the need for detailed specifi ## Author generative actions -You can author generative actions in the cloud flows designer in Power Automate. When you give the system an intent, the AI generates suggested inputs, outputs, and actions to use in the action. You can choose to accept the AI suggestions, or reject them and add your own inputs, and outputs. +You can author generative actions in the cloud flows designer in Power Automate. When you give the system an intent, the AI generates suggested inputs, outputs, and actions to use in the action. You can choose to accept the AI suggestions, or reject them and add your own inputs and outputs. -In addition to inputs, and outputs, the system also provides connectors and actions that it can use to achieve its intended automation goal. You can choose to accept, reject, or add your own. +In addition to inputs and outputs, the system also provides connectors and actions that it can use to achieve its intended automation goal. You can choose to accept, reject, or add your own. Once you create the action, you can preview how it behaves by providing sample inputs and verifying what the action does. In the preview phase, the action pauses before taking any action. You can run this multiple times. ## Monitor a generative action -You can monitor your generative actions runs from the cloud flows run history. From the **My Flows** page, you can select any generative action under the "generative actions" tab to get to its manage page. This page is where you can monitor the run history for the related generative action. To examine the process behind why a generative action called a specific action, you can dive into any run history instance. +You can monitor your generative actions runs from the cloud flows run history. From the **My Flows** page, you can select any generative action under the **Generative actions** tab to get to its manage page. This page is where you can monitor the run history for the related generative action. To examine the process behind why a generative action called a specific action, you can dive into any run history instance. ## Edit or customize a generative action From 63498cc1df99ee12e98e3224c1b168052789d980 Mon Sep 17 00:00:00 2001 From: v-aangie Date: Wed, 18 Dec 2024 13:14:56 -0600 Subject: [PATCH 18/23] faq --- articles/faqs-generative-actions.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/articles/faqs-generative-actions.md b/articles/faqs-generative-actions.md index 35a8d0131..21cdd8627 100644 --- a/articles/faqs-generative-actions.md +++ b/articles/faqs-generative-actions.md @@ -16,7 +16,7 @@ These frequently asked questions (FAQ) describe the AI impact of the generative ## What are generative actions? -Generative actions are a new type of automation that's authored, tested, and executed through an AI runtime. You specify only the intent of the automation and the AI chooses the right set of actions in the right order based on your input, context, and intent. +Generative actions are a new type of action that's authored, tested, and executed through an AI runtime. You specify only the intent of the automation and the AI chooses the right set of actions in the right order based on your input, context, and intent. [!INCLUDE[cc_preview_features_definition](includes/cc-preview-features-definition.md)] From 46ec296afda773b75c7b228dd51adc137c74164b Mon Sep 17 00:00:00 2001 From: Tapan Maniar <48696796+tapanm-MSFT@users.noreply.github.com> Date: Thu, 19 Dec 2024 08:44:02 -0800 Subject: [PATCH 19/23] Microsoft Credential addition --- articles/TOC.yml | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/articles/TOC.yml b/articles/TOC.yml index e412d3556..5b2047574 100644 --- a/articles/TOC.yml +++ b/articles/TOC.yml @@ -1234,8 +1234,10 @@ href: use-cds-for-apps-dialogs.md - name: Replace classic Dataverse dialogs href: replace-dialogs.md -- name: Learn from others +- name: Resources items: + - name: Microsoft Credentials: Microsoft Power Platform + href: https://learn.microsoft.com/credentials/browse/?products=power-platform - name: Webinars href: webinars.md - name: Blog From 8d94d2919ce175d15d538f64d47b2b9e8e8a8b31 Mon Sep 17 00:00:00 2001 From: Tapan Maniar <48696796+tapanm-MSFT@users.noreply.github.com> Date: Thu, 19 Dec 2024 08:46:09 -0800 Subject: [PATCH 20/23] Add quotes to "Microsoft Credentials: Microsoft Power Platform" --- articles/TOC.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/articles/TOC.yml b/articles/TOC.yml index 5b2047574..19283fec5 100644 --- a/articles/TOC.yml +++ b/articles/TOC.yml @@ -1236,7 +1236,7 @@ href: replace-dialogs.md - name: Resources items: - - name: Microsoft Credentials: Microsoft Power Platform + - name: "Microsoft Credentials: Microsoft Power Platform" href: https://learn.microsoft.com/credentials/browse/?products=power-platform - name: Webinars href: webinars.md From 2598c15ed9f8d948558929b606e64fc155eff1e7 Mon Sep 17 00:00:00 2001 From: Tapan Maniar <48696796+tapanm-MSFT@users.noreply.github.com> Date: Thu, 19 Dec 2024 08:51:44 -0800 Subject: [PATCH 21/23] Update Power Platform credentials link in TOC --- articles/TOC.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/articles/TOC.yml b/articles/TOC.yml index 19283fec5..e9b5ab490 100644 --- a/articles/TOC.yml +++ b/articles/TOC.yml @@ -1237,7 +1237,7 @@ - name: Resources items: - name: "Microsoft Credentials: Microsoft Power Platform" - href: https://learn.microsoft.com/credentials/browse/?products=power-platform + href: /credentials/browse/?products=power-platform - name: Webinars href: webinars.md - name: Blog From 21489f727d222759948854e98002e2c37d6b7ddc Mon Sep 17 00:00:00 2001 From: Tapan Maniar <48696796+tapanm-MSFT@users.noreply.github.com> Date: Fri, 20 Dec 2024 10:51:15 -0800 Subject: [PATCH 22/23] Update TOC.yml --- articles/TOC.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/articles/TOC.yml b/articles/TOC.yml index e9b5ab490..374db2363 100644 --- a/articles/TOC.yml +++ b/articles/TOC.yml @@ -1236,7 +1236,7 @@ href: replace-dialogs.md - name: Resources items: - - name: "Microsoft Credentials: Microsoft Power Platform" + - name: Microsoft Credentials for Power Platform href: /credentials/browse/?products=power-platform - name: Webinars href: webinars.md From 09cc9214cd02454fe632f619458901a13ef1739a Mon Sep 17 00:00:00 2001 From: Tapan Maniar <48696796+tapanm-MSFT@users.noreply.github.com> Date: Fri, 20 Dec 2024 11:01:13 -0800 Subject: [PATCH 23/23] Update TOC.yml --- articles/TOC.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/articles/TOC.yml b/articles/TOC.yml index 374db2363..2643bb529 100644 --- a/articles/TOC.yml +++ b/articles/TOC.yml @@ -1237,7 +1237,7 @@ - name: Resources items: - name: Microsoft Credentials for Power Platform - href: /credentials/browse/?products=power-platform + href: /credentials/browse/?products=power-platform&wt.mc_id=appliedskills_AppliedSkillsPowerPlatformProductDoc_webpage_wwl - name: Webinars href: webinars.md - name: Blog