LLM Changelog

Now, it’s easier to find, reuse, and build on your files over time. When you upload or create a file—whether it’s a PDF, spreadsheet, image, or more—it’s automatically saved to your Library. Generated images will continue to appear in the Images tab.You can quickly reference files in a chat using recent files in the composer, or browse everything you’ve uploaded in the Library tab in the sidebar. You can also ask ChatGPT about files you’ve saved (“What should I know about the document I uploaded yesterday?”)Library is available on web only. ‘Recent files’ in the composer and file search in ChatGPT are supported on iOS and Android.Files remain in your Library until you delete them. Files uploaded in Temporary Chat are not saved to your Library.Availability:Rolling out globally for Plus, Pro, and Business users, coming soon to users in the European Economic Area, Switzerland, and the United Kingdom.

Codex for Students is now available for verified university students in the United States and Canada. Eligible students can claim $100 in ChatGPT credits, or 2,500 credits, to extend Codex usage beyond the limits included in ChatGPT Free, Go, Plus, and Pro.
To get started, students sign in at chatgpt.com/codex/students and complete student verification through SheerID with their university email. Credits are applied automatically to the student's personal workspace, can be used in Codex, are not API credits, and expire 12 months after the grant date.Learn more.

- Released the new [Built-in Tools and Function Calling Combination](https://ai.google.dev/gemini-api/docs/tool-combination) feature, making it possible to use Gemini's built-in tools alongside custom function calling tools in a single API call.
- [Grounding with Google Maps](https://ai.google.dev/gemini-api/docs/maps-grounding#supported_models) is now supported for Gemini 3 models going forward.

We’re rolling out GPT-5.4 mini in ChatGPT. GPT-5.4 mini is available to Free and Go users via the “Thinking” feature in the + menu. For all other users, GPT-5.4 mini is available as a rate limit fallback for GPT-5.4 Thinking.For Plus, Pro, and other paid users, GPT-5.4 mini will be used as a fallback for GPT-5.4 Thinking when rate limits are reached, helping with continued access to reasoning capabilities during high usage. Enterprise customers will retain the option to default Auto routing to GPT-5.4 mini, if preferred.GPT-5.4 mini will not appear as a selectable model in the model picker, and GPT-5 Thinking mini will be retired as a selectable option in 30 days. Learn more in ourblog post.

We’ve simplified the model picker to make it easier to choose the right level of reasoning.Users on Plus, Pro, Business, Enterprise, and Edu accounts will see a set of model options depending on their plan, including:
Instant– fast responses for everyday questionsThinking– deeper reasoning for more complex tasksPro– the most advanced reasoning models
The Auto functionality can be accessed by clickingConfigurein the model picker menu and choosing "Auto-switch to Thinking.” This setting will automatically be on if your last chat was set to Auto.
Configure more advanced settings
If you want more control, clickConfigureto:
Turnautomatic switchingbetween Instant and Thinking on or offAccesslegacy modelsSetthinking effortwhen Thinking or Pro is selected
We’ve also simplified theretry menu, making it easier to regenerate responses with Thinking or Pro models by clicking on the three dots underneath the response.

We’ve improved our Claude for Excel and Claude for PowerPoint add-ins. They can now share the full context of your conversation, so every action Claude takes in one application is informed by everything that’s happened in the other. We also added support for skills in the add-ins, and the ability for Amazon Bedrock, Google Cloud’s Vertex AI, or Microsoft Foundry users to connect to them via an LLM gateway. For more information, refer to the following articles:
Work across Excel and PowerPointUse Claude for Excel and PowerPoint with an LLM gateway

Expanded AI skill inferencing for E3 and E5 users
[Windows, Web]
This update expands AI‑powered skill inferencing to Microsoft 365 E3 and E5 users, helping organizations keep user profiles more accurate and up to date.
Roadmap ID
:
548643
Details:
What changed:
AI‑powered skill inferencing, previously available only to Microsoft 365 Copilot and Microsoft Viva licensed users, can now be enabled for Microsoft 365 E3 and E5 users. Admins can turn this capability on directly in the Microsoft 365 admin center. When enabled, AI automatically identifies and updates skills on users’ Microsoft 365 profiles based on work activity from the Microsoft Graph. This control is available to tenants with Copilot licenses.
Why:
Organizations asked for broader access to AI‑powered skill updates so they could maintain more complete and accurate user profiles across their workforce. Expanding this capability helps teams surface expertise more easily and improves profile data quality.
Try this:
Open the Microsoft 365 admin center and review the People Skills settings.
Turn on AI‑powered skill inferencing for Microsoft 365 E3 or E5 users.
Inform users that their profiles may begin updating automatically based on their work activity.
Why this matters:
Business impact:
Improves organizational visibility into employee skills, making it easier to identify expertise and support workforce planning.
Personal impact:
Helps users keep their profiles current without manual updates, making their expertise easier for colleagues to discover.
Additional resources:
Learn:
Manage your skills library in People Skills

Chat History filtering experience refresh
This update refreshes the Chat History filtering experience to make it easier to find past conversations and clear filters when needed.
Roadmap ID:
543423
Details:
What changed:
The filtering interface on the Chat History landing page has been simplified to help users locate conversations more quickly. The updated design makes filters easier to apply and provides a clearer way to remove them, reducing the chance of getting stuck in a filtered view.
Why:
Users asked for a more intuitive filtering experience so they could navigate their chat history with less effort and avoid confusion when filters were active.
Try this:
Open the Chat History page and apply a filter to narrow your results.
Select the clear option to remove all filters and return to the full list.
Switch between filter types to see how the simplified layout improves navigation.
Why this matters:
Business impact:
Helps teams retrieve past conversations faster, improving productivity and reducing time spent searching for information.
Personal impact:
Makes it easier for individuals to manage and revisit their own chat history.

Summarize and explain PDFs with Copilot in Microsoft Edge
[Web]
Microsoft Edge expands its built‑in PDF reader with new Copilot actions that help you quickly summarize or explain PDF content directly in the browser.
Roadmap ID:
498641
Details:
What changed:
The existing Ask Copilot experience in the Microsoft Edge PDF reader now includes two additional actions—Summarize and Explain—that let you generate a concise overview or simplify complex sections of a PDF or selected content. These actions follow the same enterprise controls and policies already applied to Copilot in Edge.
Why:
Reviewing long or complex PDFs often requires extra time and context switching. This update makes it easier to understand key points or technical language without leaving the PDF reader or copying content into another tool.
Try this:
Open a PDF in Microsoft Edge and select Summarize to get a quick overview of the document.
Select a paragraph or section and choose Explain to simplify complex language or concepts.
Why this matters:
Business impact:
Helps teams review documents faster and stay within existing enterprise controls while using Copilot in Edge.
Personal impact:
Makes it easier to understand lengthy or technical PDFs without interrupting your workflow.

Ask Copilot directly from the Microsoft Edge address bar
[Web]
Microsoft Edge lets users send a search query from the address bar directly to Copilot to receive a synthesized, more targeted answer.
Roadmap ID:
493287
Details:
What changed:
When users type a search query in the Microsoft Edge address bar, they can choose to ask Copilot instead of running a standard search, enabling Copilot to generate a focused response based on web content and, for eligible users, work content.
Why:
Switching between search results and separate AI tools can interrupt workflow. This update allows users to move from intent to answer in one step, directly from the address bar.
Try this:
Type a question or topic in the Edge address bar and select Ask Copilot.
Use Copilot’s response to quickly understand a topic before refining or acting on the result.
Why this matters:
Business impact:
Helps teams find relevant information faster by combining search and AI responses in a single, policy‑governed experience within Microsoft Edge.
Personal impact:
Reduces time spent scanning search results by delivering clearer, synthesized answers directly from the address bar.

Scope Copilot Chat prompts to Teams channels with Context IQ
[Web]
You can now search for and select Microsoft Teams channels in Context IQ to ground Copilot Chat prompts in the conversations and content that matter most.
Roadmap ID:
429645
Details:
What changed:
Context IQ now allows you to search for and select Microsoft Teams channels when creating prompts in Copilot Chat, so responses are grounded in a specific channel instead of across all Teams content.
Why:
Users asked for more precise ways to focus Copilot Chat on relevant team conversations and reduce noise from unrelated channels.
Try this:
Open Copilot Chat and start a new prompt.
Use the Context IQ menu to search for and select a Teams channel.
Ask a question to get responses grounded in that channel’s conversations.
Why this matters:
Business impact:
Improves response relevance and reduces time spent searching across multiple Teams channels.
Personal impact:
Makes it easier to get accurate, channel-specific answers without manual filtering.
Additional resources:
Learn:
Using Context IQ to refer to specific files, people, and more in Microsoft 365 Copilot and Copilot Chat

Connect Copilot with Shortcut to manage agile development workflows
[Web]
Users can connect Microsoft 365 Copilot with Shortcut to manage agile development workflows using the Copilot Connector.
Roadmap ID:
515178
Details:
What changed:
Users can now integrate Shortcut as a data source for Microsoft 365 Copilot. This enables Copilot to retrieve, summarize, and assist with agile development tasks directly from Shortcut project data.
Why:
Teams using Shortcut for product and engineering work can now bring their workflow data into Copilot to streamline task updates and planning. -- incorrect. find new.
Try this:
Open Copilot and ask for a summary of active Shortcut stories.
Request an overview of recent team progress pulled from Shortcut.
Use Copilot to identify blockers based on Shortcut task data.
Why this matters:
Business impact:
Helps teams maintain visibility into engineering work without switching tools.
Personal impact:
Makes daily task reviews faster and easier.

Connect Copilot to Amazon S3 document repositories
[Web]
Users can connect Microsoft 365 Copilot to Amazon S3 so Copilot can access structured document repositories through a Copilot connector.
Roadmap ID:
513285
Details:
What changed:
Microsoft 365 Copilot can now connect to Amazon S3 using a Copilot connector, which makes structured documents stored in S3 available in Copilot experiences.
Why:
Many organizations store important documents in Amazon S3 and want Copilot to reference that content without moving or duplicating data.
Try this:
Configure the Amazon S3 Copilot connector for your organization.
Ask Copilot to find or summarize documents stored in connected Amazon S3 repositories.
Why this matters:
Business impact:
Enables teams to access Amazon S3 content directly in Copilot workflows, reducing context switching and manual searches.
Personal impact:
Helps individuals find and reference documents stored in Amazon S3 more quickly using natural language.
Additional resources:
Learn:
Deploy the Amazon S3 Copilot connector

Edit with Copilot in Excel to enhance your productivity (formerly Agent Mode)
[Windows, Web, Mac]
Edit with Copilot in Excel to build and change workbooks, using Excel tools like tables, charts, PivotTables, and formulas to complete complex data tasks faster.
Roadmap IDs:
542182
,
527835
Details:
What changed:
A new option is available in Copilot in Excel that enables you to edit your workbook through chat. You can use Copilot as an assistant to create and make changes by describing what you want to do through chat.
Why:
This change reduces the need to switch between manual steps and back-and-forth requests, which can help you move through data modeling and analysis with less effort.
Try this:
Open Copilot chat in Excel and see "Let's edit together" welcome message.
If you don't see the message, then go to the tools menu and select "Edit with Copilot".
Describe what you'd like to do in the chat. For example, "Build an expense tracking template, then add formulas for variance calculations."
Business impact:
Helps teams complete complex models and reports faster by reducing manual steps in Excel workflows.
Personal impact:
Saves you time by letting Copilot perform multi-step workbook updates while you stay focused on insights.

Edit images in PowerPoint with Designer Editor
[Windows, Web, Mac]
PowerPoint now includes the Designer Editor for image editing, giving you a modern, intuitive way to refine images directly on your slides without leaving PowerPoint.
Details:
What changed:
You can now use PowerPoint’s new AI-powered image editing capabilities to perform tasks such as improving image resolution, removing backgrounds, and moving image elements with generative AI—all directly within your presentation.
Why:
Creating polished slides often requires quick image adjustments, and switching tools slows down the workflow. This change keeps image editing within PowerPoint so you can stay focused on your presentation.
Try this:
Select an image on a slide and open the Designer Editor to refine visuals directly in PowerPoint.
Remove distracting backgrounds from photos before placing them into layouts.
Add text annotations with cool text effects.
Why this matters:
Business impact:
Helps teams create more polished presentations faster by reducing the need to switch tools for image editing.
Personal impact:
Makes it easier to enhance slide visuals quickly, helping your presentations look more professional with less effort.
Additional resources:
Learn:
Edit pictures

Expanded AI skill inferencing for E3 and E5 users
[Windows, Web]
This update expands AI-powered skill inferencing to Microsoft 365 E3 and E5 users, helping organizations keep user profiles more accurate and up to date.
Roadmap ID
:
548643
Details:
What changed:
AI-powered skill inferencing, previously available only to Microsoft 365 Copilot and Microsoft Viva licensed users, can now be enabled for Microsoft 365 E3 and E5 users. Admins can turn this capability on directly in the Microsoft 365 admin center. When enabled, AI automatically identifies and updates skills on users' Microsoft 365 profiles based on work activity from the Microsoft Graph. This control is available to tenants with Copilot licenses.
Why:
Organizations asked for broader access to AI-powered skill updates so they could maintain more complete and accurate user profiles across their workforce. Expanding this capability helps teams surface expertise more easily and improves profile data quality.
Try this:
Open the Microsoft 365 admin center and review the People Skills settings.
Turn on AI-powered skill inferencing for Microsoft 365 E3 or E5 users.
Inform users that their profiles may begin updating automatically based on their work activity.
Why this matters:
Business impact:
Improves organizational visibility into employee skills, making it easier to identify expertise and support workforce planning.
Personal impact:
Helps users keep their profiles current without manual updates, making their expertise easier for colleagues to discover.
Additional resources:
Learn:
Manage your skills library in People Skills

Summarize and explain PDFs with Copilot in Microsoft Edge
[Web]
Microsoft Edge expands its built-in PDF reader with new Copilot actions that help you quickly summarize or explain PDF content directly in the browser.
Roadmap ID:
498641
Details:
What changed:
The existing Ask Copilot experience in the Microsoft Edge PDF reader now includes two additional actions-Summarize and Explain-that let you generate a concise overview or simplify complex sections of a PDF or selected content. These actions follow the same enterprise controls and policies already applied to Copilot in Edge.
Why:
Reviewing long or complex PDFs often requires extra time and context switching. This update makes it easier to understand key points or technical language without leaving the PDF reader or copying content into another tool.
Try this:
Open a PDF in Microsoft Edge and select Summarize to get a quick overview of the document.
Select a paragraph or section and choose Explain to simplify complex language or concepts.
Why this matters:
Business impact:
Helps teams review documents faster and stay within existing enterprise controls while using Copilot in Edge.
Personal impact:
Makes it easier to understand lengthy or technical PDFs without interrupting your workflow.

Edit images in PowerPoint with Designer Editor
[Windows, Web, Mac]
PowerPoint now includes the Designer Editor for image editing, giving you a modern, intuitive way to refine images directly on your slides without leaving PowerPoint.
Details:
What changed:
You can now use PowerPoint's new AI-powered image editing capabilities to perform tasks such as improving image resolution, removing backgrounds, and moving image elements with generative AI-all directly within your presentation.
Why:
Creating polished slides often requires quick image adjustments, and switching tools slows down the workflow. This change keeps image editing within PowerPoint so you can stay focused on your presentation.
Try this:
Select an image on a slide and open the Designer Editor to refine visuals directly in PowerPoint.
Remove distracting backgrounds from photos before placing them into layouts.
Add text annotations with cool text effects.
Why this matters:
Business impact:
Helps teams create more polished presentations faster by reducing the need to switch tools for image editing.
Personal impact:
Makes it easier to enhance slide visuals quickly, helping your presentations look more professional with less effort.
Additional resources:
Learn:
Edit pictures

- Released `gemini-embedding-2-preview`, our first multimodal embedding model.
It supports text, image, video, audio, and PDF inputs,
mapping all modalities into a unified embedding space. To learn more, see
[Embeddings](https://ai.google.dev/gemini-api/docs/embeddings).

- Deprecation announcement: The `gemini-2.5-flash-lite-preview-09-2025` model
will be [shut down](https://ai.google.dev/gemini-api/docs/deprecations) on March 31, 2026.

Interactive learning for math and science
When you ask ChatGPT about certain topics, it can now present aninteractive visual modulethat lets you experiment with formulas and variables in real time. Adjust inputs, manipulate equations, and instantly see how changes affect graphs and outcomes—turning abstract concepts into something you can explore directly.Interactive learning launches with70+ math and science topics, including concepts like the Pythagorean theorem, ideal gas law, circle area, and lens equations.This feature builds on other learning tools in ChatGPT, likestudy modeandquizzes, designed to help students work through problems step by step and strengthen understanding.Try asking:
“Help me understand the Pythagorean theorem.”“Explain how PV = nRT works.”“How do I find the area of a circle?”
Availability:Rolling out to all logged-in ChatGPT users across consumer and business plans.
Auto top-up for flexible usage credits
Eligible ChatGPT Plus and Pro users can now turn on auto top-up for credits used with Codex and Sora. Auto top-up automatically replenishes your shared credit balance when it falls below the minimum balance you choose, using your default payment method on file to purchase only the amount needed to reach your target balance.
You can manage auto top-up from Codex Settings → Usage Dashboard. Auto top-up applies to the same shared credit balance used across supported features like Codex and Sora, and if your balance is already below your selected minimum when you turn it on, a top-up may happen right away. Learn more:Using Credits for Flexible Usage in ChatGPT (Free/Go/Plus/Pro) & Sora.

The Codex app is now available on Windows for ChatGPT plans that include Codex. The app gives users a Windows desktop surface for running multiple Codex agents in parallel, with isolated worktrees and reviewable diffs that can be edited, discarded, or turned into a pull request.Users can sign in with ChatGPT from the app and keep work moving across the app, CLI, and IDE without switching between tools for every task. Learn more:Using Codex with your ChatGPT plan.

What
: Added a new section on
specifying a preferred image with metadata
to the image SEO best practices and
Discover documentation
.
Why
: Based on feedback, we're clarifying that Google uses both schema.org markup and the
og:image
meta
tag as sources when determining image thumbnails in Google Search and
Discover.

Web
Edit messages with images.You can now edit messages that include image attachments, so you don’t have to start over to adjust your prompt or regenerate results.Open search results in a new tab.Cmd+click in the search panel now opens results in a new tab, making it easier to explore without losing your place.Faster sharing.Sharing chats is now easier and faster, with a quicker-loading share menu.Export visuals from Code Blocks.Flowcharts, diagrams, and data visualizations created in Code Blocks can now be exported as images for easy reuse.
Android
Automatic scroll to latest message.Existing conversations now automatically scroll to the bottom, so you can jump right back in.Faster sidebar actions.Sidebar interactions, such as renaming chats, are now faster and more responsive.Improved dictation visuals.Dictation now has a clearer, more streamlined interface that keeps your text visible and updates as you speak.Keyboard opens automatically when attaching files.The keyboard now opens automatically after you attach a file, helping you continue your message seamlessly.
Bug fixes
Fixed increased message streaming errors in GPT-5.2 ThinkingFixed a flicker affecting the Voice Mode button when opening a conversationSidebar actions on mobile web no longer stick while scrolling

- Launched Nano Banana 2, [Gemini 3.1 Flash Image Preview](https://ai.google.dev/gemini-api/docs/models/gemini-3.1-flash-image-preview), a high-efficiency
model optimized for speed and high-volume use cases.

- Deprecation announcement: Gemini 3 Pro Preview (`gemini-3-pro-preview`)
will be [shut down](https://ai.google.dev/gemini-api/docs/deprecations) March 9, 2026.

Connect Copilot with Monday.com to track work and team progress
[Web]
Users can connect Microsoft 365 Copilot with Monday.com to track work and team progress using the Copilot Connector.
Roadmap ID:
515177
Details:
What changed:
Copilot can now pull data from Monday.com boards, tasks, and workflows. This allows users to review team progress and updates directly through Copilot.
Why:
This integration supports teams that rely on Monday.com by bringing their work data into Copilot for easier updates and insights.
Try this:
Ask Copilot to summarize key Monday.com tasks for your team.
Request a list of items that are overdue or blocked.
Generate a status update based on Monday.com board activity.
Why this matters:
Business impact:
Reduces context switching and improves clarity of work tracking.
Personal impact:
Makes task reviews and updates more efficient.
Additional resources:
Learn:
Microsoft 365 Copilot connectors overview

Connect Copilot with WordPress.com and WordPress.org
[Web]
Users can connect Copilot with WordPress.com and WordPress.org to retrieve, summarize, and analyze site content using the Copilot Connector.
Details:
What changed:
Copilot can now pull posts, pages, and site content from WordPress installations, making it easier to analyze or repurpose web content.
Why:
The integration helps teams working with large content libraries stay informed and reuse content efficiently.
Try this:
Ask Copilot for a summary of recent posts from your WordPress site.
Retrieve key themes across published articles.
Request an analysis of content performance patterns.
Why this matters:
Business impact:
Supports content teams by improving visibility into site content.
Personal impact:
Simplifies reviewing and reusing website material.

Connect Copilot with Azure File Share
[Web]
Users can connect Copilot with Azure File Share to manage and work with their files using the Copilot Connector.
Details:
What changed:
Copilot can now retrieve and summarize files stored in Azure File Share, providing insights without requiring users to open each file individually.
Why:
This integration helps organizations using Azure File Share bring their structured content into Copilot for easier processing.
Try this:
Ask Copilot to list recent files added to Azure File Share.
Request summaries of documents stored there.
Retrieve key updates from a specific folder.
Why this matters:
Business impact:
Helps teams better use their Azure‑hosted content.
Personal impact:
Makes finding and understanding files faster.

Connect Copilot with Veeva
[Web]
Users can connect Copilot with Veeva to access promotional materials, quality documents, and regulatory information using the Copilot Connector.
Details:
What changed:
Copilot can now retrieve and summarize approved content stored in Veeva Vault, including compliance and regulatory documents.
Why:
This supports life sciences teams that depend on Veeva for controlled content, helping them access accurate information quickly.
Try this:
Ask Copilot to summarize a regulatory document stored in Veeva.
Retrieve approved promotional content for a product.
Request key updates across quality documentation.
Why this matters:
Business impact:
Improves access to validated documents for regulated workflows.
Personal impact:
Helps users stay compliant and informed.

Connect Copilot with Jira Data Center to manage engineering tasks
[Web]
Users can connect Microsoft 365 Copilot with Jira Data Center to track and manage engineering tasks using the Copilot Connector.
Details:
What changed:
Copilot can now retrieve issues, tasks, and updates from Jira Data Center. Users can analyze engineering progress and blockers directly in Copilot.
Why:
This helps engineering teams streamline updates and reduce the need to navigate multiple tools.
Try this:
Ask Copilot for a summary of Jira engineering issues.
Request insights on current blockers.
Generate a high‑level project update.
Why this matters:
Business impact:
Provides clearer visibility into engineering workflows.
Personal impact:
Helps users stay organized and informed.

Out‑of‑box filter support for data sources in Copilot Search
[Web]
IT admins can customize filters for data sources in Copilot Search without additional development work.
Roadmap ID:
502534
Detailes:
What changed:
Microsoft 365 Copilot search now includes a dynamic filtering experience that surfaces data source–specific filters. When users select a source (such as Outlook, SharePoint, Teams, Azure DevOps, Google Drive, Jira, or Confluence), relevant filters automatically appear in the right rail.
Why:
This gives users more precise control over search results by tailoring filters to the selected data source—without requiring any admin setup or changes to existing policies.
Try this:
Select a specific data source in Copilot search (e.g., Outlook or SharePoint).
Use the dynamically populated filters in the right rail to refine results.
Switch data sources to see filters update automatically based on context.
Why this matters:
Business impact:
Improves search accuracy while reducing administrative overhead—no configuration or policy updates required.
Personal impact:
Helps users find relevant information faster with less manual refinement.
Additional resources:
Learn:
Microsoft 365 Copilot: Data source-specific filters in search

Scope grounding for declarative agents to specific data sources
[Windows, Web]
Users can scope grounding for declarative agents to specific data sources.
Details:
What changed:
Users can now define which data sources a declarative agent draws from. This ensures more precise responses and reduces unnecessary information.
Why:
This gives users more control over how declarative agents use organizational data.
Try this:
Select a declarative agent where sources have been exposed or define sources in the manifest for your agent.
Limit grounding to a single repository for more focused results.
Test the agent’s output to confirm improved relevance.
Why this matters:
Business impact:
Improves control over data usage and response accuracy.
Personal impact:
Helps users get answers that match their needs.
Additional resources:
Learn:
Declarative agent manifest example

Embedded knowledge support for declarative agents
[Web]
Developers can embed knowledge such as PDFs, Word documents, and PowerPoint files for declarative agents.
Roadmap ID:
474448
Detailes:
What changed:
Declarative agents now support embedded knowledge, allowing developers to include up to 10 local files as grounding resources.
Why:
This makes it simpler to build agents that rely on internal documents.
Try this:
Add embedded files to a declarative agent.
Test responses to confirm proper grounding.
Why this matters:
Business impact:
Enhances agent accuracy using internal materials.
Personal impact:
Makes agent development more flexible.
Additional Resources:
Learn:
Embedded knowledge object