New Features 🚀​

Agentic RAG​

The new Agentic RAG knowledge integration mode gives agents more control over how they use knowledge sources. Agents can refine search queries, filter documents using metadata tags, and perform multiple search strategies before responding.

This improves context awareness and helps retrieve more relevant sections before the final answer is generated.

Chat Completion Preview​

The new Chat Completion preview in Agent Design Studio makes it easier to test full chat history management. You can edit existing messages, add new ones, and manually shape the conversation history before running the agent.

This gives you a clearer way to understand how chat history affects agent behaviour and how to reproduce that behaviour in your own client implementation.

Enhancements ✨​

Agent Subtenant Change​

Agents can now be moved between subtenants more easily. Select the new target subtenant from the General Configuration panel in Agent Design Studio, and the agent will be migrated with the required data.

Connections, API keys, and other configurations tied to the original subtenant are not transferred automatically and must be reconfigured if needed.

Chat Widget​

Specific Agent Version​

You can now specify which version is executed when using the Chat Widget, allowing for better version management and control.

Fully customizable CSS​

We have released a new resource for configuring the Chat Widget with fully customizable CSS classes. This gives you more direct control over the widget's visual style when you want to manage its appearance through your own CSS.

Azure Safety Guardrails Provider​

Azure Safety can now be used as a guardrails provider for your agents, expanding the available options for safety and response control.

Bug Fixes & Minor Improvements 🛠️​

• Improved connection creation in Agent Design Studio to prevent the screen from blocking when the process fails.
• Subscription downgrades no longer inactivate AI Chat when it is included in the subscription plan.
• Improved model validation when attempting to use deprecated models.
• Users with the Serenity* AI Chat Management Administrator role scoped to a subtenant can now access audit information.
• Fixed an error in the prompt editor when publishing an older agent version.
• Added the option to show previous conversations in the Chat Widget when conversation starters are configured.
• Improved Chat Widget side panel mode.
• Improved validation in Chat Widget channel configuration.
• Fixed a repeated initial bot message in the Chat Widget.
• Added access to Billing from the Cost Dashboard.
• Improved execution of draft agent versions when changing guardrails configuration.
• Fixed optional postal code handling in billing configuration.
• Embedding generation is now paginated to avoid errors caused by excessive token usage.
• Fixed an issue that prevented custom quota alert emails from being configured.
• Improved billing feedback when adding credit.
• Fixed an error when creating connections for users who have access only to subtenants.
• Improved Microsoft Graph connection refresh behavior.
• Fixed the change-email flow in account settings.
• Added a missing save button in the personal connections form for bearer token authentication.
• Added support for ending WhatsApp conversations with the /EndConversation command.

New Features 🚀​

Serenity* AI Chat​

Serenity* AI Chat has received a major update focused on usability, clarity, and faster access to the tools you use most every day.

Favorite Agents​

Pin your most-used agents and personal assistants for quicker access. Your favorites now appear in the sidebar, making it easier to jump into the right conversation with a single click.

Improved UI​

The chat experience has been refreshed with a cleaner layout, clearer status updates for long-running actions, and better visibility into what the assistant is doing at each step.

Knowledge in Personal Assistants​

You can now enhance personal assistants with your own knowledge base. Add files directly to an assistant and it will use that content for retrieval-augmented generation in its responses.

This helps produce responses that are more relevant to your workflows and content.

Serenity Workbench​

Serenity* AI Chat now integrates with Serenity* Workbench, a dedicated micro-VM environment available directly from your chat conversations. You can run code, edit files, and work in a more capable execution environment without leaving the conversation.

Enable it from Serenity* AI Chat Management.

Connections​

The authentication flow for personal connections in Serenity* AI Chat has been simplified, making it easier to validate accounts, complete authorization, and grant access to the skills your assistants need.

Chat Widget Conversation History​

The Serenity* Chat Widget can now display past conversations, making it easier for users to revisit earlier interactions.

Users can open the widget and review previous messages and conversation history directly from the interface.

Enhancements ✨​

Default Subtenants​

You can now configure default subtenants for new users. When this setting is enabled, users who automatically register to your organization through the configured email domain are assigned access to the selected subtenants by default.

Enable default subtenants in the Compliance Center.

Agent Design Studio API​

Agent Design Studio API

The Agent Design Studio API now supports patch methods for granular updates to agent configurations. Update individual agent sections independently:

• Knowledge sources
• Model selection
• Skills (HTTP, MCP, Workflow, Email, and more)
• Behavior and instructions

See the API Reference for details.

Bug Fixes & Minor Improvements 🛠️​

• Improved volatile knowledge handling in chat history.
• Allowed chat, copilot, and assistant agents to run in scheduled triggers.
• Improved the UI in the HTTP Skill headers section.
• Improved autosizing behavior across several input areas.
• Fixed an issue where the output JSON format did not update after changing the model.
• Fixed multiple issues in chat widget configuration.
• Updated the Everyone scoped limit so it applies only to logged-in users, not system users.
• Improved the model filter used in the Quality Studio evaluator model selector.
• Improved handling of rate-limit errors in Quality Studio.
• Improved error handling during Quality Studio test-run execution.
• Added support for inactivating datasets in agent knowledge sources.
• Simplified Quality Studio and scheduled trigger creation by inferring the subtenant from the selected agent.
• Tenants now support multiple domains for registration. Contact us for more information.
• Added support for image generation and transcription in Qwen models.
• User administrators assigned to specific subtenants can now grant access only to those subtenants.

New Features 🚀​

Serena Capabilities 🤖​

We have improved Serena's agent creation capabilities. You can now add files directly during the conversation, and Serena will use them as context and knowledge for your agents. Serena can also identify the agent's objective and suggest the necessary skills when needed.

Usage Limits 📊​

Alerts 🔔​

Set custom notifications for your usage thresholds and stay informed before limits are reached. This makes it easier to monitor spending and avoid unexpected interruptions. You can configure your alerts from Usage Limits.

Scoped Limits 🎯​

Scoped limits now provide more granular control over usage across Serenity. You can define individual limits for specific users, groups, user identifiers, or apply them to everyone. You can configure scoped limits from Scoped Limits.

Shared Subtenancy 🤝​

The new shared subtenancy feature makes it easier to create agents that can be shared across your organization without manual subtenant assignment. You can now define whether an agent or entity is restricted to the root level, assigned to a specific subtenant, or shared with everyone.

Enhancements ✨​

Groups 👥​

Group details now provide a clearer view of how each group is structured. You can easily see which users belong to a group and whether they come from a subtenant or were added manually.

Knowledge 📚​

Knowledge sources can now be activated and deactivated more easily in Agent Design Studio. This simplifies A/B testing, helps optimize costs, and gives you more control over agent configuration.

Chat Widget 💬​

The chat widget now supports a configurable custom disclaimer. You can enable and manage it directly from the channel configuration.

Billing Information 💳​

The billing section continues to improve with a better interface, clearer messaging, and improved tax configuration.

Bug Fixes & Minor Improvements 🛠️​

• Fixed service instance grid reload behavior that caused data to load incorrectly.
• Added markdown component sanitization to prevent access to relative paths.
• Improved API validation errors when invalid routes are accessed without authentication.
• Fixed an issue when selecting an API key on the services screen for users with access to only one subtenant.
• Fixed a display issue that prevented messages from rendering correctly when the transcription service failed.
• Added validation to prevent creating more test cases than allowed.
• Fixed an error when accessing Manage My Account from AI Chat.
• Fixed subscription user counting issues.
• Updated the SDK so chat completion agents use the correct agent version in execute.
• Added validation in Agent Design Studio to prevent selecting the same fallback model as the primary model.
• Fixed scroll issues in several side panels.
• Fixed an error when using shared-type connections in a subtenant scope.
• Fixed an error that occurred when creating an instance if the vendor failed.
• Fixed workflow execution in subtenants.
• Adjusted default embedding model selection logic to use tenant settings or the system default value.
• Improved and expanded empty-state messaging across multiple system screens.
• Applied general styling improvements across several screens.
• Improved performance when loading data on the agent instances screen.
• Increased the allowed field size in the test plan during both import and save.
• Improved feedback when importing a test plan template.
• Adjusted test plan execution with that failed with some evaluator model.s
• Updated the JavaScript SDK to support cancellation tokens and stopping requests during streaming.
• Updated the chat widget to allow canceling message streaming.
• Improved the agent creation API so knowledge configuration can use default values when not specified.
• Updated the agents API to accept either modelId or modelCode plus vendor in model fields.
• Improved vendor validations for AI service execution.
• Optimized instance grid queries.
• Improved feedback and attention notices when accessing agents with deprecated models.
• Increased the character limit for AI Chat grounding.
• Added support for connectors using API key authentication and custom headers.
• Improved knowledge parsing in Hybrid mode.
• Improved the API instances endpoint to return more information.

New Features 🚀​

Microsoft Teams Integration​

Serenity* Star is now available in Microsoft Teams. Install the app from the Microsoft Marketplace, sign in with your Serenity* Star account, and start using your AI agents directly in chats and channels—without leaving Teams.

Key highlights:

• Use AI in Teams – Interact with Serenity* Star agents without leaving Microsoft Teams.
• Multiple conversation contexts – Use agents in personal chats, team channels, and group conversations.
• Trusted knowledge responses – Get answers grounded in your organization's configured knowledge sources.
• Secure access – Sign in with enterprise-ready authentication, including SSO support.

To get started, enable the Teams channel on your agent in the Agent Design Studio, then install the app from the Microsoft Marketplace.

Enhancements ✨​

Security – API Key Management​

We’ve strengthened API key security across the entire platform. API keys are no longer exposed in the DOM, and their rendering, copying, and visualization have been redesigned to minimize the risk of accidental exposure. Clipboard interactions are now handled securely, and sensitive operations are processed through controlled server-side actions. These improvements significantly reduce the surface area for data leaks while maintaining a smooth user experience.

MCP Skills – Tool Discovery Support​

MCP Skills that use authentication schemes now support the Get Tools method. This allows you to retrieve and preview the list of tools available on a remote MCP server before configuring your agent. By making external capabilities more transparent, it becomes easier to understand available actions and fine-tune agent behavior accordingly.

Improved Volatile Knowledge Similarity Search​

Volatile Knowledge within chat history now includes similarity-based retrieval. The system analyzes past messages and dynamically attaches the most relevant fragments. This improves contextual continuity and enhances response accuracy, particularly in longer or more complex conversations.

Agent Design Studio API – Skill Definition Support​

The Agent Design Studio API now allows Skills to be defined programmatically when creating or updating agents. This expands customization possibilities for teams building their own integrations or external clients. Supported API Skills include:

• Agent Executor
• Code Execution
• ImageGenerator
• Prompt
• ChartGeneration
• SpeechGeneration
• WebSearch

and more. Check out the API Reference for full definitions and configuration settings.

Share Directly from Agent Design Studio​

Agents can now be shared directly from the Agent Design Studio view. This simplifies collaboration and reduces friction when distributing agents internally or externally, providing faster access without additional configuration steps.

Billing and Usage Limits Experience​

We’ve refined the billing and usage limits experience to provide clearer visibility into account activity. Usage and rate limits are now presented more transparently across the cost dashboard and billing overview account settings. These changes make it easier to understand active limits and manage your subscription with confidence.

Bug Fixing & Minor Improvements​

• The Agent Execution API now returns detailed cost breakdowns associated with the services used during execution.
• Implemented downgrade logic for the Models & Providers feature, automatically restoring configuration to default values when required by plan changes.
• Improved validation and error handling when creating agents via Serena.
• Added call-to-action buttons redirecting users to the Billing section when a knowledge source cannot be processed due to insufficient balance.
• Improved validation and JSON extraction in Hybrid Knowledge mode, reducing parsing errors and increasing reliability.
• Implemented synchronization and concurrency improvements in knowledge source reprocessing to prevent errors
• Added the ability to search agents by code within the Agents grid.
• Optimized email sending related to deprecated models.
• Added the channel field to embedding instances generated from website sources.
• Improved compatibility of tool usage with Anthropic models that include hyphens in tool names.
• Fixed an issue in the HTTP Request Skill where static body payloads were not executing correctly.
• Resolved a saving error in Models & Providers configuration.
• Fixed an issue in the Workbench Skill where results were reused even when the reuse option was disabled.
• Fixed a scrolling issue in side panels that prevented proper navigation.
• Standardized Identity Server emails and resolved issues in the password recovery flow.
• Corrected various localization inconsistencies and typographical errors across the platform.

New Features 🚀​

AI Services​

Serenity* Star now includes a new suite of integrated AI Services. From image generation to embeddings, you can browse the full catalog of available services and stay tuned for new additions. All AI Services are also available via the API—see the API documentation for details.

Image Generation​

Quickly generate images directly in Serenity* Star by choosing the model that best fits your needs. Describe the image, select a model, and generate results in seconds.

Transcription​

Transcribe audio files directly in Serenity* Star by uploading your audio file and selecting your preferred transcription model. Transcriptions are generated instantly and can be easily copied.

Embedding Generation​

Transform any text into an embedding vector using the embedding generation service to power search, retrieval, and semantic matching use cases.

Improved Cost Dashboard and Instance Tracking​

Access comprehensive audit information, cost and usage dashboard for AI Services within Serenity* Star. The dashboard and instance grid provides clear insights into total usage trends across the entire platform, including costs related to knowledge processing, standalone AI Services, and any internal processes that execute AI Services.

Groups Management​

Create user groups to simplify permission assignment for agents. Groups can be created and updated, then used to grant permissions to agents for all users in the group—improving flexibility, consistency, and ease of administration.

Serenity Workbench Skill​

Serenity* Workbench is a new capability in the ecosystem that allows your agent to access a dedicated workspace for creating, running, and executing code and more. This new skill gives your agent a controlled environment to perform computational and programmatic tasks, complementing LLM behavior with deterministic, code-based workflows.

Enhancements ✨​

Account Settings​

The user account view has been moved to the authentication portal. You can now manage all your account settings directly at https://auth.serenitystar.ai/Account/Manage.

Bug Fixes & Minor Improvements 🛠️​

Agent Design Studio​

• Fixed API errors when including knowledge sources
• Fixed a bug that prevented model parameters from being set when creating an agent with Serena
• Fixed a bug that caused errors when editing agents with Insights after a plan downgrade
• Fixed behavior when adding and completing input parameters
• Improved agent import with datasets to include the default dataset and dataset relationship when within the same tenant/subtenant
• Improved HATEOAS links in API responses
• Fixed a bug that prevented duplicating a skill when importing an agent
• Fixed a bug that broke execution when the Remote MCP skill had no authentication
• Fixed a bug when using Agent Input Parameters within the Prompt Skill
• Skill catalog and documentation now display instructions for connector skills
• Improved authorization access to the Get Models endpoint for all authorized users
• Modified roles for the GetModels endpoint to retrieve all roles via API
• Improved response results in the model endpoint
• Fixed a bug in the preview when attaching a file without sending any text
• Added localization for the timeago chat widget
• Isolated generated HTML scripts for improved security
• Fixed a bug that caused deprecated models to be displayed in the documentation catalog
• Improved dashboard export to exclude grouped information when categorized under "Others"
• Fixed a bug that incorrectly modified the last modification date and last editor when sharing a version
• Improved redirect and confirm links in the authentication site
• Improved loading performance of screens in views with tab navigation

New Features 🚀​

Transcription in Agent Design Studio 🎙️​

The preview section in Agent Design Studio now supports audio recording when an audio model is enabled on the agent.
This allows you to quickly test and iterate on agent behavior using the active audio model configuration.

Embedding Generation Service 🧠​

A new Embedding Generation Service is now available through the API, enabling embedding creation for downstream use cases such as semantic search, similarity matching, and RAG workflows.

Check out the API documentation for more details.

Enhancements ✨​

JavaScript SDK Updates 🧩​

The JavaScript SDK has been updated to improve performance and integration. New capabilities include:

• Transcription support
• Volatile knowledge management

Repository:
https://github.com/serenitystar-ai/serenitystar-js/tree/main/packages/sdk

Chat Widget Improvements 💬​

Transcription 🎧​

The Serenity Chat Widget now fully leverages agent-level transcription capabilities, following the agent’s default configuration to provide a more consistent and reliable audio experience.

File Uploads 📎​

Improved handling of uploaded files in the Chat Widget, with:

• Better alignment to agent configuration
• Improved error handling and validation

User Management 🔐​

User creation, password recovery, and account lockout actions have been updated to use a more secure authentication flow, improving overall account security.

Proxy Agents 🧭​

Proxy agents now support attaching volatile knowledge directly to the system message.
This enables similarity search to be used as part of the system definition, providing a more flexible and effective approach to RAG-style implementations.

{
    "model": "gpt-4o-mini",
    "vendor": 0,
    "messages": [
        {
            "role": "system",
            "content": "You are a helpful assistants",
            "volatileKnowledgeIds": ["<VOLATILE_KNOWLEDGE_ID_1>", "<VOLATILE_KNOWLEDGE_ID_2>"]
        },
        {
            "role": "user",
            "content": "Hi, could you provide more information on how to assemble the new device?"
        }
    ],
    "max_tokens": 4000,
    "stream": false,
}

Better Feedback for End-of-Life Models⏳​

When accessing agents that use models approaching end of life, the deprecation date is now clearly displayed in the overview, along with the configured fallback models, providing better visibility and helping ensure timely model updates.

Bug Fixes & Minor Improvements 🛠️​

• Fixed an issue in the Chat Widget where the page content extraction feature did not update when the page content changed.
• Improved style isolation in the Chat Widget to prevent interference with client page styles.
• Fixed an error when importing agents that include knowledge sources.
• Added a new Agent User role, which can be assigned to operate with permissions within agents.
• Added permissions for users with agent administrator privileges to properly access the instance grid and instance detail views.
• Improved card styles to handle text overflow caused by very long content.
• Automatically select the authentication method in skills connectors when only one option is available.
• Fixed multiple issues related to knowledge deletion (.csv files and other assets) in Agent Designer where the UI was not updating correctly.
• Fixed an issue with dataset uploads in agents when the user only had the agent administrator role or permissions.
• Added summary headers in the instance detail view for chat agents.
• Improved input parameter detection on agent designer
• Added a new endpoint for transcription by passing a file Id instead of a binary file
• Improved security and redaction of sensible data when sharing agents.
• Added resend token functionality when creating password if token is expired.

New Features 🚀​

Volatile Knowledge Strategies​

You can now configure how volatile knowledge files are attached to agents. The following strategies are available:

• Attach Full File: When active, this option will try to attach the full file in the agent context. A validation error will be shown if it exceeds the model context length.

• Similarity Search: When active, the agent will only use the most relevant sections of the attached files.

• Hybrid: When active, the agent will try to attach the full file in the agent context, if it exceeds the context window, a similarity search will be done instead.

An on-demand processing mechanism has also been added. If a file does not have the required processing level for the selected strategy, it will be automatically processed when needed.

Model Discounts​

AI Models can now be used with applied discounts, allowing you to optimize costs and increase usage by selecting models eligible for discounted pricing.

The discounts shown in this image are for presentation purposes only.

Enhancements ✨​

Agent Design Studio API​

New improvements and extensions have been introduced to the Agent Design Studio API, allowing for dataset management and .csv files as knowledge sources.

Learn more in the API Reference

Bugs & Minor Improvements 🐛​

• Fixed styling issues in the password recovery email sent from the backoffice.
• Resolved an issue in the obfuscated data audit within the instance details view that prevented the value dictionary from being displayed.
• Updated the agent executor skill to use version 2 of the API.
• Fixed a console error in the webapp layout related to side panel loading.
• Updated the WhatsApp flow to use the agent’s transcription configuration when available.
• Correctly filtered enabled users in the agent permissions dropdown.
• Fixed a side panel loading issue when clicking View More in the instance details to display token distribution.
• Fixed the deletion of datasets that were left in an error state.
• Fixed an issue where the parameter configuration panel in the preview section was shown even when the agent had no parameters. It is now displayed only when active parameters exist.
• Fixed an issue in Quality Studio executions where changing the agent code caused errors when running a test plan.
• Enabled file uploads via URL through the API.
• Fixed Basic Authentication handling in connectors.
• Increased the timeout in the agent execution skill to allow for longer executions.
• Added a new role for agent usage that can be assigned to agent permissions but has no permissions by default.
• Added the link to volatile knowledge files that use vision as part of the user message for better agent context.
• Fixed an issue with the color picker in the chat widget channel configuration.
• Fixed the import of agents with datasets.
• Fixed an error that occurred when attempting to edit an agent version after the code was changed.
• Improved the interpretation of obfuscated data with special characters.
• Improved validation of .csv files when loading agent knowledge.

New Features 🚀​

Agent Transcription Capabilities​

Agents now include transcription capabilities. Choose which transcription model your agent will use and send audio files as input during regular agent execution. At runtime, the audio file will be transcribed and sent to the agent based on your selected model.

Learn more in the API Reference

CSV Import Wizard as Knowledge Sources​

When uploading CSV files as knowledge sources in your agent, a comprehensive import wizard is presented for a smoother experience. The wizard displays sample rows, table schema, and data types. Get visual and clear confirmation on how the agent will query the data for better responses.

Enhancements ✨​

Serenity* AI Chat​

Serenity* AI Chat has been upgraded to use an industry-standard sign-in and sign-up experience. This improves security and unifies login and registration in the Serenity* Star ecosystem.

Agent Design Studio Through API​

Agent creation through API has been expanded to include the following agent capabilities:

• Knowledge sources for your agent can be managed by specifying files or websites
• Subtenancy support to specify which subtenant the agent will be assigned to

Learn more in the API Reference

Agent Quality Studio​

Test plan results now include a new tab displaying any issues that may have arisen during test plan execution. Whether your balance was insufficient, a missing input parameter was configured, or any other related issue occurred, you can clearly see what the error was and the recommended steps to resolve it.

Volatile Knowledge​

Volatile knowledge has been improved to optimize resources and costs. Chat history and token budget management have been optimized for better agent responses. Clear status and error messages provide better feedback on recommended actions.

Bugs & Minor Improvements 🛠️​

• Enhanced validation error messages in Agent Creation API for clearer feedback
• Fixed file name sanitization in audio endpoint to prevent validation errors caused by unsupported characters from vendors
• Improved liquid parameter validation in skills to prevent duplicate parameter names that would cause skill execution failures
• Added vendor name display on API key cards with new search functionality for easier management
• Expanded AI Chat Management charts to full screen width for better visibility
• Applied visual adjustments across various cards to prevent text overflow
• Added action button tooltips in Test Plans and Quality Studio for improved usability
• Improved subtenancy filter to display the count of applied filters
• Implemented fallback strategy for knowledge sources with failed reprocessing, now using the latest valid version of the site
• Fixed Agent Executor skill bug that occurred when attempting to execute agents with object or array input parameters
• Fixed permission assignment bug that prevented the user dropdown from reloading when assigning permissions to an agent
• Added skill variants and connector skills to catalog
• Fixed bug that prevented changing validation type between blocking and alert modes in guardrails
• Fixed Renew Plan button error when subscription payment fails for a client
• Fixed validation error when deleting datasets that are not assigned to any agent
• Resolved multiple issues related to logout from AI Chat and AI Hub
• Corrected erroneous links in documentation
• Added ability to set a generic quota that automatically applies to all users
• Added conversation ID export functionality in the feedback grid
• Fixed access to workflows feature

New Features 🚀​

Improved Login Flows 🔐​

Serenity* Star now includes a modern, industry-standard sign-in and sign-up experience. This improves security and prepares the platform for expanded authentication capabilities across all Serenity* Star products.

Agent Design through API 🧩​

Agents can now be created and updated directly through the API, enabling smoother integrations with custom clients. This update offers control over both general configuration and behavior, allowing teams to automate agent management and maintain consistency across multiple environments.

Learn more in the API Reference

Transcription Services 🎤​

A new transcription API is available for converting audio files into text using your preferred model. This offers more flexibility in managing audio-based workflows and selecting the balance of accuracy and performance that best fits your use case.

Learn more in the API Reference

Serenity .NET SDKs 🧪​

The Serenity .NET SDKs have been updated for more consistent integration. Developers benefit from clearer abstractions, improved structure, and better alignment with the newest Serenity platform features.

View SDK Documentation | View on GitHub

Enhancements ✨​

Datasets 📊​

Dataset creation now includes an improved wizard for CSV uploads, offering schema and data previews. This gives users better visibility into how their data is interpreted and reduces errors during dataset management.

Connections 🔗​

Manage Your Connections 🗂️​

Connection credentials can now be managed from a single centralized interface. Users can revoke access, set defaults, and maintain full control of integrations with a clearer and more organized experience.

Auth Support 🔑​

Skill connections now offer additional authentication methods. When supported by the selected skill, users can choose between OAuth, bearer token, or username/password authentication. This improves compatibility with external systems and simplifies secure integration.

Improved Knowledge URL Feedback 🌐​

Error handling for URL-based knowledge sources has been strengthened with clearer, more actionable messages. Users now receive specific feedback when a page cannot be accessed or is restricted, making troubleshooting significantly easier.

Bugs & Minor Improvements 🛠️​

• Enhanced input validation in Skills forms
• Improved auto-sizing for initial bot messages in the agent design studio
• Instance IDs are now displayed in grids for feedback, converts, and insights
• Typo corrections and minor UI refinements
• Updated knowledge chunking when token limits are exceeded
• Fixes related to knowledge upload handling in AI Chat
• Return guardrails results in agent execution API
• Fixed issue in minimize chat widget
• Restored editing of model parameters when changing model
• Fixed an error modal that appeared in Agent Design Studio when trying to edit behavior
• Improved embedding generation when a long message was sent, avoiding an error
• Added instance ID to export to Excel in instance grid, feedback insights, and conversation context

🎉 New Features​

📊 Datasets​

Datasets have been improved to make importing, validating, and editing data easier and safer.

Direct Editing: You can now edit datasets directly in the UI to modify records and insert rows without re-importing.

Import Preview & Validation: When adding tables, you get a preview showing row and column counts and the automatically detected schema. Advanced validation highlights type mismatches, missing values, and other common issues before you finalize an import.

Full API Support: Complete CRUDL (Create, Read, Update, Delete, List) API endpoints are available for datasets — see the API reference for endpoint details and usage examples.

🔐 MCP​

MCP integrations now support multiple authentication schemes, including OAuth, API key, Bearer Token, and others.

You can connect to your MCP server by selecting the appropriate authentication type, or reuse an existing integration for faster setup.

📁 Google Skills​

New skills for integrating with Google let agents access files in your Google account with your permission.

Google Drive: Agents can search and reference your documents to access information across your files.

Google Docs & Sheets: Agents can create or edit documents and spreadsheets for report generation, data enrichment, and collaboration.

All file operations (read, search, create, and update) are permission-controlled and require your explicit authorization.

🛠️ Enhancements​

🛡️ Improved Guardrails Message Handling​

Guardrails message handling has been improved to reduce repeated violations from historical messages.

Messages that trigger violations are now replaced with placeholders so past chat history does not re-trigger rules, and violation metadata and context are available in the conversation details pane for faster investigation.

🔁 Replace Knowledge​

You can now replace knowledge sources used by agents without losing associated metadata such as annotations, attribution, tags, and mappings.

Background validation runs during replacement to ensure the new source is compatible before the swap is finalized.

🐞 Bug Fixes & Minor Improvements​

• Improved semaphore handling for message concurrency in conversations.
• Added validation to prevent creating empty datasets.
• Added validation to prevent duplicate dataset identifiers within the same tenant.
• Minor copy and typo fixes across the product.
• Performance improvements for knowledge queries and conversation loading.
• Fixed parameter validation in test execution that prevented creating Quality Studio runs when more than one input parameter was present.
• General text and localization improvements.
• Sidebar improvements for better display on low-resolution screens.
• File type validation on the knowledge upload endpoint.
• Unified styles and validation across login, registration, and password pages.
• General localization fixes and spelling corrections.
• Added a new column in conversations showing the number of messages.
• Added a Models & Providers feature to enable model management (enable/disable models).
• Knowledge side panels now display the file name for context.
• Fixed an initialization bug for boolean-type input parameter fields.
• New version of the Chat Widget with JavaScript style isolation.
• Added validation for tax/fiscal data when configuring auto-recharge.