Ejento AI
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GuidesQuickstartRecipesREST APIsRelease Notes
FAQs
Ejento AI
  1. Release Notes
  • Release Notes
  1. Release Notes

Release Notes

Welcome to our Release Notes — your source for the latest product updates, feature enhancements, and improvements across the Ejento platform.
We’re preparing detailed notes for each product release. Here’s what you can look forward to:
New Features — Major functionality and tools added to enhance your experience.
Improvements — Design, speed, and performance optimizations.
Fixes & Deprecations — Resolved issues and notices for outdated components.

Release Notes – July 15, 2026#

New Features#

Enhanced Job History
Creator information is now included in snapshot and background job history, making it easier to identify who initiated platform jobs.
Vertex AI Integration
Added support for Vertex AI models, including dynamic identity credentials and simplified credential management for AI model integration.
Improved Performance & Loading Experience
Introduced multi-tier caching, loading skeletons across the platform, progress indicators for page navigation, and lazy loading for dialogs to deliver a faster and smoother user experience.
Permission Management Enhancements
Added batch assignment of permission sets for users, improved permission scope handling, and enhanced deployment permission management.
Documentation & Project Improvements
Projects now support documentation URLs, making it easier to access and manage project-related documentation.

Improvements#

Platform Reliability & Quality
Expanded automated testing coverage to improve platform reliability and consistency.
Enhanced validation, infrastructure, and overall platform quality.
Improved background job tracking and reporting.
Performance & User Experience
Faster application performance through multi-tier caching.
Improved page loading with skeleton screens, lazy loading, and navigation progress bars.
Optimized API usage to reduce unnecessary requests and improve responsiveness.
Platform Administration
Refined permission set hierarchy and scope management.
Improved permission assignment workflows and user feedback.
Updated platform terminology from Publish to Deploy for greater consistency.
Developer Experience
Improved API consistency and documentation quality.
Refactored API architecture into domain-specific modules for better maintainability.
Expanded automated unit and integration testing across platform services.

Bug Fixes#

Fixed inconsistencies in job information displayed across the platform.
Improved overall platform stability and reliability.
Fixed loading, navigation, and page performance issues.
Resolved deployment history modal crashes and thread renaming issues.
Fixed build errors, type-related issues, and automated test failures.
Corrected UI spacing, padding, loader, corpus management, and Red Teaming issues.
Fixed permission set handling and metering accuracy for staging and production agents.
Improved Server-Sent Events (SSE) reliability with heartbeat support.
Corrected API documentation, validation, and OpenAPI specification inconsistencies.

Security & Reliability#

Strengthened API standards and documentation consistency across services.
Improved infrastructure reliability through enhanced testing and validation.
Updated pipeline configurations, environment management, and code quality processes.
Continued platform maintenance with reliability improvements across authentication, permissions, metering, and API services.

Release Notes – July 8, 2026#

New Features#

Permission Sets
Organizations can now define granular, reusable permission sets — giving admins precise control over who can view, edit, delete, deploy, or create assistants across your organization.
Scoped permissions: For each capability (view, edit, delete, deploy, create), choose exactly how far it reaches — across the whole organization, user's teams, projects, or only their own assistants.
Reusable sets: Build a permission set once and apply it to as many users as needed, instead of configuring access one person at a time.
Centralized management: Create, update, and retire permission sets from a single place; changes take effect immediately for everyone assigned to that set.
Protected defaults: System-default permission sets can't be accidentally deleted, so your organization always keeps a safe baseline in place.
Platform Skills
Introduced Platform Skills to expand the capabilities available across the platform, enabling more powerful and flexible assistant experiences.
Enhanced Usage Insights
The Usage Overview page now provides agent-level usage insights, giving organizations better visibility into platform activity.
Improved Admin Navigation
Admin controls have been moved into the User Profile & Settings area, creating a cleaner and more intuitive navigation experience.

Improvements#

AI & Assistant Experience
Improved thread title generation for more accurate and consistent conversation summaries.
Enhanced conversation management to provide a smoother chat experience.
Platform Performance
Improved overall platform performance through UI optimizations.
Enhanced platform responsiveness and reliability across key workflows.
Improved integrations to provide a more consistent user experience.
Platform Quality
Enhanced platform consistency through ongoing API and validation improvements.
Continued platform maintenance to support a reliable and dependable experience.

Bug Fixes#

Fixed minor issues affecting conversation metadata handling.
Resolved inconsistencies in chat thread title generation for improved accuracy.

Security & Reliability#

Continued improvements to platform stability and reliability.
Applied routine maintenance updates to support a secure and dependable platform experience.

Release Notes – July 1, 2026#

New Features#

Skills for AI Assistants
Introduced Skills, enabling organizations to create, manage, and assign reusable capabilities to their assistants for greater flexibility and consistency.
Customizable Assistant Skills
Assistants can now be tailored for different use cases with customizable Skills, making it easier to adapt AI experiences to specific business needs.
Mermaid Diagram Support
AI assistants can now generate and render Mermaid diagrams directly within chat responses, making it easier to visualize ideas, workflows, and processes.
Diagram Export & Sharing
Generated diagrams can now be viewed, copied, and downloaded for easier collaboration and documentation.
Enhanced Voice Interactions
Expanded voice interaction capabilities with improved dictation for a more seamless conversational experience.
Improved Assistant & Skills Management
Enhanced search, sorting, and organization make it easier to find and manage assistants and their associated Skills.
Expanded Integrations
Added support for additional integrations and improved authentication experiences for a smoother connection process.

Improvements#

AI & Skills Experience
Enhanced Skills management for a more intuitive assistant configuration experience.
Improved handling of assistant Skills for greater consistency across workflows.
Enhanced diagram generation with smoother previews, loading indicators, and improved visual feedback.
Navigation & User Experience
Improved navigation and organization across the platform for faster access to assistants and Skills.
Enhanced upload workflows and documentation for a clearer, more intuitive experience.
Refined the overall user experience with improved responsiveness across key workflows.
Performance & Stability
Improved platform responsiveness and overall application performance.
Enhanced platform reliability through ongoing infrastructure and backend improvements.
Expanded automated testing and quality improvements to support a more stable experience.

Bug Fixes#

Fixed minor issues affecting diagram rendering and display within conversations.
Resolved inconsistencies in Skills management and assistant configuration workflows.

Security & Reliability#

Continued improvements to platform reliability and service stability.
Applied routine maintenance updates to support a secure and dependable platform experience.

Release Notes – June 30, 2026#

New Features#

Refreshed Homepage Experience
A redesigned homepage with a default assistant experience helps users get started faster and navigate the platform more efficiently.
Enhanced Assistant Organization
Finding and managing recent and starred assistants is now easier with improved search, sorting, and organization capabilities.
Improved Voice Interactions
Enhanced voice interaction and dictation capabilities provide a smoother, more natural conversational experience.
Expanded Integration Support
Added support for additional integrations and authentication providers, making it easier to connect with external services.
RTL/LTR Language Support
Added support for both right-to-left (RTL) and left-to-right (LTR) languages, improving accessibility and the experience for multilingual users.

Improvements#

Navigation & User Experience
Refreshed the sidebar and overall navigation for a cleaner, more intuitive experience.
Improved content discovery and navigation across key areas of the platform.
Enhanced mobile responsiveness and layouts for a more consistent experience across devices.
Improved the appearance and consistency of banners, profiles, buttons, spacing, and page layouts.
AI & Interaction Experience
Improved visual feedback while assistants generate responses, making interactions feel more responsive.
Enhanced the evaluation experience with a smoother and more intuitive interface.
Performance & Stability
Improved loading performance for frequently used actions and dialogs.
Enhanced application responsiveness and real-time updates across the platform.
Improved account connection, synchronization, and authentication experiences for supported integrations.

Bug Fixes#

Fixed minor issues affecting assistant responses during evaluation workflows.
Resolved interface alignment and display inconsistencies across the platform.

Security & Reliability#

Continued improvements to overall platform stability and reliability.
Applied routine platform maintenance to deliver a more secure and dependable user experience.

Release Notes – June 17, 2026#

New Features#

Redesigned Evaluation Experience
Evaluations have been redesigned with a more intuitive workflow, providing a smoother and more consistent experience across assistant and workflow evaluations.
Production Assistant Copy
Production assistant configurations can now be copied, making it easier to reuse existing setups and accelerate assistant creation.
Enhanced Deployment Visibility
New deployment indicators provide clearer visibility into pending changes between staging and production, helping users review updates before deployment.
Expanded Change Tracking
Users can now view summarized counts of pending changes and gain improved visibility into updates across assistants and knowledge sources.
Assistant & Chat Visibility Controls
New visibility controls allow greater flexibility in managing assistant responses and chat thread visibility across supported integrations.
Simplified User Management
User creation has been streamlined with improved onboarding workflows and expanded support for additional provider types.

Improvements#

Evaluation & Reporting
Improved presentation of evaluation scores and results for clearer insights.
Enhanced evaluation workflows for a more consistent user experience.
Improved deployment status indicators and change summaries across assistants and knowledge sources.
User Experience
Refined onboarding experiences and guided tours.
Improved wording, labels, and status indicators throughout the platform.
Enhanced view-only experiences for more consistent navigation and usability.
Resolved various interface alignment and formatting inconsistencies to improve the overall user experience.
Platform Stability
Improved responsiveness of change tracking throughout the platform.
Enhanced configuration validation for more predictable system behavior.
Improved overall platform reliability and consistency across key workflows.

Bug Fixes#

Fixed minor interface alignment and formatting issues across the platform.
Resolved inconsistencies affecting deployment status indicators and user management workflows.

Security & Reliability#

Continued platform reliability improvements to enhance overall stability and performance.
Applied routine maintenance updates to support a secure and dependable platform experience.

Release Notes – June 3, 2026#

New Features#

Default Organization Assistant
Organizations can now configure a Default Organization Assistant that is automatically assigned and managed at the organization level, with dedicated retrieval endpoints and assignment logic.
Global Datasets & Excel/CSV Upload Support
Datasets can now be shared and reused across evaluations globally. Excel and CSV dataset uploads are now supported, simplifying the process of importing evaluation data.
Combined Evaluation Results Across Environments
Evaluation results and responses from both production and staging assistants can now be combined and analyzed together for richer comparative insight.
RTL/LTR Language Support
Right-to-left and left-to-right language support has been added, automatically setting text direction for rendered markdown content to improve usability for multilingual users.
Drag-and-Drop Sidebar Navigation
The left navigation sidebar now supports drag-and-drop for favorite and recent assistants, alongside improved spacing, icon sizing, and overall navigation experience.
Billing Integration & Billable Event Tracking
Billing integration has been added for agent creation workflows, query-dimension billing, and billable event tracking for user and team creation.

Improvements#

Authentication & Session Management
Improved authentication error handling by forwarding upstream status codes and error details when token retrieval fails.
Updated authentication service behavior to return upstream error responses instead of generic 500 errors.
Enhanced SSO and user creation flows to preserve and surface original error responses.
Improved organization switching and session management for a more reliable experience.
AI & Evaluation
Updated Ragas evaluation metrics for improved assessment capabilities.
Enhanced evaluation pages, workflows, navigation, and redirection behavior for a smoother experience.
Added helpful metric tooltips when data is unavailable, providing clearer context during evaluations.
Added logging to verify staging versus production evaluation execution.
Improved evaluation run version reporting to correctly distinguish between production and staging assistants.
Performance & Stability
Improved database indexing strategy for billing event processing by optimizing pending event lookups.
Updated dependencies and package requirements to support the latest functionality and stability improvements.
UI & Usability
Expanded dark mode support across chat experiences, profiles, settings, tables, streaming content, thought process views, and evaluation-related views.
Redesigned the navigation sidebar with improved organization, spacing, icon sizing, and usability.
Improved visual consistency through updated badges, layouts, and interface styling.
Updated assistant publishing and management workflows with clearer labels, messaging, and user feedback.
Added status and visibility controls to provide greater flexibility when managing assistants.
Enhanced summary and reporting experiences with improved data presentation and additional information in responses.
Integrations & Connectivity
Added initialization script for SpiceDB permission setup.
Updated environment configuration for development environments and billing service bus integration.
Enhanced summary APIs with updated response fields, data structures, and conversion to internal-only endpoints.
Data & Reporting
Updated evaluation metrics and reporting to provide improved assessment capabilities.
Updated agent object synchronization with the latest data.
Improved billing-related error handling through enhanced authentication response processing.

Bug Fixes#

Fixed evaluation routing to consistently open the correct production assistant.
Fixed cookie handling during organization switching, including rollback on failure.
Fixed publish modal labels, toast messages, and related UI text.

Security & Reliability#

Updated dependencies and package requirements across platform services to support latest stability improvements.
Improved signal handling logic for more reliable service lifecycle management.

Release Notes – May 20, 2026#

New Features#

Sidebar Search & Global Search Enhancements
A new sidebar search experience makes it easier to find chats and assistants, while global search has been improved with better accuracy, clearer navigation, result counts, shortcuts, and more helpful empty states.
Tagging, Badges & Content Organization
Tags and agent badges have been added to help organize content more effectively and make agents easier to identify and categorize.
Usage & Insights
A new Usage section has been added to settings, giving users better visibility into activity and feature usage.
Memory & Synchronization Improvements
User memory synchronization has been expanded with dedicated endpoints, scheduled background processing, and improved synchronization accuracy to support more context-aware responses.
Multi-Tenant SSO Support
Microsoft authentication now supports multi-tenant SSO with automatic tenant detection for a smoother sign-in experience.
Evaluation & Red Teaming Enhancements
Evaluation and red teaming workflows now support batching, tagging, commenting, status tracking, enhanced tracing, safety badges, and improved reporting for deeper visibility into quality and safety metrics.

Improvements#

Search & Discovery
Improved search responsiveness and navigation across sidebar and global search experiences.
Enhanced indexing performance for large chat datasets with batching support.
Added more intuitive search prompts and improved handling of search results.
AI & Automation
Improved assistant cloning consistency with enhanced token handling.
Enhanced memory handling and synchronization for more reliable context retention.
Improved background processing and scheduled jobs for smoother updates and indexing workflows.
Added fallback model support and improved provider configuration handling for better reliability.
Performance & Stability
Faster load times and improved responsiveness across key pages and workflows.
Reduced unnecessary background activity for improved efficiency.
Optimized database connection handling and connection pool recycling for better performance.
Improved handling of large datasets, evaluations, and search indexing operations.
UI & Usability
Refined sidebar layouts, spacing, and navigation consistency across the platform.
Improved calling state handling for a smoother communication experience.
Optimized modal and dialog loading using lazy loading and conditional rendering.
Redesigned safety testing and red teaming interfaces with clearer structure and visibility.
Improved error messaging, validation handling, and empty-state experiences.
Integrations & Connectivity
Improved support for organizational sign-ins and external integrations.
Added MCP integration support within routing and provider configurations.
Enhanced compatibility and consistency across connected tools and services.
Evaluation, Reporting & Safety
Improved evaluation processing performance and memory usage.
Enhanced safety and ethics metric validation with clearer summaries and alignment.
Improved vulnerability reporting, dataset mapping, and badge assignment logic.
Added APIs for retrieving badges and aggregated evaluation results.

Bug Fixes#

Several issues were resolved across search, navigation, cloning, authentication, configuration updates, retrieval, and evaluation workflows.
Document retrieval now handles 403 and 404 scenarios more reliably.
Setup locking issues in the response service were fixed to improve initialization flow.
Authentication issues with external integrations, including HubSpot and Sentry, were resolved.
Filtering inconsistencies, dataset mapping issues, and evaluation persistence problems were corrected.
Fixed agent access issues after cloning under staging conditions.
Resolved transport and API specification inconsistencies across multiple services.
Corrected validation error messaging and query count mismatch issues.
Fixed UI regressions related to layouts, rendering behavior, and report alignment.

Security & Reliability#

Applied important dependency upgrades to address known vulnerabilities across platform services.
Resolved critical and high-severity vulnerabilities, including Next.js, LangChain, and container-level CVEs.
Improved system stability, connection handling, and deployment reliability across services.
Updated Docker, pipeline, and CI/CD configurations to support safer and more consistent deployments.

Release Notes – May 6, 2026#

New Features#

Advanced Search, Sorting & Filtering
Discover and manage content more easily with new advanced search, sorting, and filtering capabilities across the platform.
Google Drive Integration
Access and manage your external documents and files directly through a new Google Drive integration with improved, more secure permission handling.
Document Preview Support
Preview web links, Word documents, PowerPoint presentations, and PDFs directly within the platform for easier access and collaboration.
Real-Time Calling & Conversation Management
A new real-time calling experience is now available, alongside improved conversation management for a more seamless communication workflow.
Enhanced AI Agent Experiences
Improved interaction flows, streaming responses, and dynamic event handling for a more capable and responsive AI agent experience.

Improvements#

Document Library & Content Browsing
Improved layouts, navigation, and organization options for a better document library experience.
Refined content rendering, download handling, and artifact viewing across multiple file types.
Enhanced synchronization and retrieval with better filtering, response handling, and performance optimizations.
Chat & Communication
Updated chat layouts, typography, and collapsible navigation for a cleaner experience.
Refined sidebar interactions and thread management for more intuitive conversations.
Platform Administration
New administrative and configuration capabilities for greater platform flexibility and management.
Improved permission handling for Google integrations with more restricted and secure access scopes.
UI & Usability
Improved overall UI responsiveness, spacing, layouts, and visual consistency across the platform.
Enhanced search bars, filters, dropdowns, and navigation components for smoother usability.
Improved scrolling behavior, content visibility, and page positioning across multiple workflows.
Refined document and artifact rendering for improved readability and consistency.
Improved error messaging and response handling for clearer user feedback.

Bug Fixes#

Resolved multiple issues affecting document management, integrations, filtering, and retrieval workflows.
Fixed rendering and download inconsistencies across supported document formats.
Improved reliability of external integrations and authentication-related flows.
Addressed edge cases and stability issues impacting overall platform performance.
Applied security, validation, and permission-handling improvements across the platform.

Release Notes – April 29, 2026#

New Features#

Word & PowerPoint File Viewing
You can now open and view Word and PowerPoint files directly within the platform, without needing to download or switch between external tools.
Audio Playback with Visual Waveforms
A new audio playback experience is now available, featuring visual waveforms and playback controls for a richer, more immersive multimodal interaction experience.

Improvements#

Enhanced AI & Automation
More flexibility in configuring and managing AI behavior and custom setups.
Improved response handling for more consistent and reliable outputs.
Better organization and control when working with multiple AI configurations.
Publishing & Workflow
Simplified publishing experience with clearer steps and status details.
Better visibility into publishing history and content changes.
More control over managing and updating your content.
Improved collaboration with clearer access and permissions behavior.
Content & File Handling
Improved document viewing with better formatting support.
Faster and more reliable file downloads.
Improved handling of external file sources and connected content tools.
Better compatibility with connected tools and content sources.

Bug Fixes#

Resolved errors occurring during long or complex interactions.
Fixed reliability issues when resuming or working with existing conversations.
Addressed UI responsiveness issues across key platform sections.

Release Notes – April 22, 2026#

New Features#

Google Drive Integration
You can now connect Google Drive to import and manage your files directly within the platform, making it easier to work with external documents.
Multimedia Support in AI Responses
AI responses now support image handling, enabling richer and more flexible interactions.
Staging & Publishing for Agents
Agents now have a dedicated staging environment that is completely separate from the production agent, allowing you to prepare, test, and review changes before they reach end-users.
Staging environment: All edits apply to Staging only. The production agent continues serving end-users unchanged until you explicitly deploy.
Change preview: Before deploying, review a diff of every change — agent settings, instructions, knowledge sources, tools, and guardrails — so you can verify exactly what will go live.
One-click deployment: When satisfied, deploy staging changes to Production instantly. If Staging is identical to Production, deployment is blocked to prevent no-op releases.
Deployment history: Every deployment is recorded automatically with a timestamp and the identity of who deployed. Each history entry includes a full diff of what changed.
Restore: Restore any previous deployment directly onto Staging. Preview what the rollback will change before committing, then deploy to make the rollback/restore live. Production is never affected until you choose to deploy.

Improvements#

Better Navigation & Discovery
Recent chats are now easily accessible from the sidebar.
Improved navigation across different sections for quicker access to key features.
Refined User Experience
Improved mobile responsiveness and UI consistency across devices.
Better fonts, spacing, and layout for a cleaner interface.
Smarter UI behaviors for workflows and embedded views.
Improved Data Visibility & Access
Better access to recent activity and chats.
Improved clarity in how data is displayed across projects and workflows.

Bug Fixes#

Fixed issues related to data synchronization and update consistency.
Resolved UI inconsistencies and mobile display issues.

Release Notes – April 15, 2026#

Improvements#

Improved Document & PDF Viewing
Enhanced document viewing experience with smoother previews, better scaling, and improved readability for PDFs and other files.
Enhanced AI Performance & Accuracy
Faster and more relevant responses with improved retrieval performance.
Better handling of stored knowledge and cached content.
Improved support for structured and multi-step tasks.
Improved Integrations & Connectivity
More reliable connections with external services and APIs.
Reduced interruptions when working with integrated tools.
Better synchronization between platform features and connected services.
Workflow & Collaboration Improvements
Better handling of uploaded files, generated outputs, and shared content.
More reliable execution of workflows, including retrieval and evaluation tasks.

Bug Fixes#

Fixed issues affecting workflow execution, document handling, and UI consistency.
Resolved edge cases causing delays or interruptions in background operations.

Release Notes – April 8, 2026#

New Features#

Citations in AI Responses
AI responses can now include citations, helping you understand the source of information and improving transparency and trust in outputs.
External Data Import Support
You can now connect and import data from external sources (such as cloud storage), making it easier to work with your existing data within the platform.

Improvements#

Enhanced AI Capabilities
Improved response accuracy, consistency, and structure.
Better handling of complex and multi-step tasks.
Stronger context retention for more coherent conversations.
Improved Data & Integration Handling
More reliable syncing and processing of external content.
Better handling of web-based and large datasets.
Refined User Experience
Enhanced browsing with better pagination, sorting, and filtering.
Added guided onboarding and walkthroughs for easier adoption.
Improved Dark Mode with better readability.

Bug Fixes#

Fixed issues affecting UI responsiveness and system performance under load.
Resolved edge cases related to data processing and workflow execution.

Release Notes – April 1, 2026#

Improvements#

Improved Agent Intelligence
More accurate and structured responses across different use cases.
Better handling of multi-step queries and complex tasks.
Better Integrations & Connectivity
Expanded support for connecting external tools and services.
More reliable syncing and interaction with connected platforms.
Improved authentication and connection stability.
Refined User Experience
Smoother and more responsive chat interactions.
Enhanced Dark Mode with improved readability.
Added guided tours and in-product help for easier onboarding.
Improved sidebar navigation and layout consistency.
Better handling of loading states and transitions.
Enhanced mobile responsiveness across key features.
Workflow & Collaboration Improvements
More consistent and predictable workflow execution.
Improved project and workspace interactions.
Clearer handling of roles and access permissions.

Bug Fixes#

Fixed issues affecting chat interactions, workflows, and UI behavior.

Release Notes – March 25, 2026#

New Features#

Code Execution for Agents
Agents can now execute code in a secure, sandboxed environment, enabling them to handle more advanced tasks and generate more dynamic outputs.

Improvements#

Enhanced Agent Capabilities
Improved reasoning and response quality for more accurate and structured outputs.
Improved memory handling for more consistent context across conversations.
Enhanced support for voice-enabled agents, allowing more reliable and controlled voice interactions.
Improved Integrations & Authentication
More reliable authentication flows when connecting external services.
Improved stability and consistency when working with integrations.
Refined User Experience
Improved UI consistency with better layouts, spacing, and visual clarity.
Enhanced Dark Mode with improved contrast and readability.

Bug Fixes#

Fixed issues affecting chat interactions, UI responsiveness, and data handling.

Release Notes – March 11, 2026#

New Features#

Dark Mode
A new dark theme is now available, providing a more comfortable viewing experience, especially in low-light environments.
Expanded Integrations
You can now connect with more external tools, including HubSpot, Canva, and Zendesk, enabling smoother workflows across platforms.

Improvements#

Improved Agent Performance
More structured and reliable responses from agents.
Better consistency when interacting with external tools and services.
Agents now support more advanced reasoning capabilities, allowing them to handle complex tasks with greater accuracy and depth.
Enhanced User Experience
Improved chat interactions with smoother behavior and clearer visual feedback.
Better layout consistency and overall UI responsiveness.
Improved onboarding experience with guided flows for new users.
Enhanced user settings for easier configuration and control.
Better Workflow & Collaboration
Improved project selection and workflow setup experience.
Clearer and more reliable permissions handling across teams and workflows.
Performance & Reliability Improvements
Faster response times across chats, workflows, and integrations.
Improved platform stability for more consistent day-to-day usage.
Better handling of large data and background processes.

Release Notes – March 4, 2026#

Improvements#

External Tool & Integration Support
Expanded support for connecting external tools and services.
More flexible authentication options when setting up integrations.
Improved reliability when syncing and managing connected services.
Improved Agent Capabilities
Faster workflow execution and improved response streaming.
More consistent responses through improved memory handling.
Better reliability when agents interact with connected tools.
Improved configuration and editing experience for agents.
Enhanced User Experience
Improved chat interface responsiveness and readability.
Updated fonts, contrast, and UI elements for better accessibility.
New guided UI tours to help users discover key platform features.
Improved navigation and layout consistency across pages.
Enhanced search and discovery experience.
More intuitive dialogs and modals for common actions.
Reduced latency in workflows and agent responses.

Bug Fixes#

Resolved edge-case issues affecting chat, workflows, and integrations.
Fixed reliability issues related to agent responses and connected services.

Release Notes – February 25, 2026#

New Features#

Revision History for Custom Instructions
You can now view detailed version history for custom instructions, making it easier to track changes over time and maintain clarity across updates.

Improvements#

Improved Authentication Experience
Smoother passwordless and Single Sign-On (SSO) login experience.
More reliable sessions and clearer login error handling.
Login is now supported even when public registration is disabled.
Enhanced Agent & Instruction Management
Improved bulk updates for custom instructions.
Better tagging, filtering, and pagination for easier organization.
More consistent role-based access control for managing assistants.
Refined User Experience
Updated chat and comment interfaces for improved clarity and usability.
Enhanced search and filtering experience.
Improved filtering for public agents within workflows.

Bug Fixes#

Resolved edge-case errors affecting workflows and interactions.
Fixed issues related to session handling and access control reliability.

Release Notes – February 19, 2026#

New Features#

Teams, Projects & Role-Based Access Control
A new structured access and collaboration system that gives better control over users, teams, and projects.
Organize users into Teams and manage multiple members within each team.
Assign access to a project either to specific users or to entire teams for easier collaboration.
Control who can view or manage assistants inside a project using role-based permissions.
Introduced Admin and Member roles at both team and project levels:
Member: Can view assistants within project.
Admin: Can create, edit, and manage assistants and project settings.
Permission inheritance ensures consistent and secure access across teams, projects, and assistants.

Improvements#

Improved conversation starters and custom instruction options to help you get useful responses more quickly.
Faster chat, search, and workflow performance, delivering quicker responses across the platform.
Smoother live interactions, including chat and voice sessions, for a more seamless real-time experience.
Refined chat input, threading, and sidebar interactions for a more stable and consistent user experience.
Better notification management, with clearer and more meaningful email updates.
Improved system stability to maintain consistent behavior even during high usage.

Bug Fixes#

Fixed issues that caused inconsistent role behavior and unexpected access errors.
Resolved problems with duplicate notifications and email delivery reliability.
Addressed multiple user interface inconsistencies to improve overall usability.

Release Notes - February 12, 2026#

New Features#

Deep Agent (Preview)
A new assistant pattern that plans, delegates, and executes complex tasks more effectively.
Enables structured planning by splitting requests and assigning them to specialized subagents.
Can analyze structured data (including Excel attachments), generate charts, and produce end-to-end outputs such as DOCX, Markdown, LaTeX, and other artifacts.
Memory
Assistants can now retain context within a chat thread, remembering instructions such as writing style, preferences, or prior information, so conversations stay consistent, personalized, and more effective.

Improvements#

Navigation is simpler, and messages are clearer when content or threads are unavailable.
Interfaces have been polished—buttons, menus, labels, and spacing are now cleaner and easier to follow.
Workflows are guided, making it easier to complete tasks without confusion.
Chat messages and documents are easier to read, organize, and interact with.
Chats, searches, and workflow actions are now quicker, giving you faster responses.
Background tasks run more smoothly, reducing delays and errors.
The platform stays stable even during heavy usage or when many users are active.
You can tag and comment on results to track work or share feedback.

Release Notes – January 30, 2026#

New Features#

Added the ability to tag and comment on query results, making evaluation and reporting workflows more collaborative and organized.
Improved search and filtering, helping you find relevant information faster.

Improvements#

Improved overall performance, resulting in faster responses during chats, searches, and workflow actions.
Enhanced real-time streaming for smoother and more seamless interactions.
Improved navigation with clearer error messages and better handling when content is unavailable or restricted.
Refined user interface elements, including tooltips, labels, icons, dialogs, and settings, for a cleaner and more consistent experience.
Improved permission visibility and access clarity, making it easier to understand roles and content access.

Bug Fixes#

Fixed issues affecting chat, workflows, permissions, and document interactions.
Resolved edge cases that previously caused inconsistent behavior or unexpected errors.

Release Notes – January 22, 2026#

New Features#

Added support for real-time response streaming where applicable, making interactions feel faster and more dynamic.
Improved evaluation and reporting with clearer insights and more structured feedback.

Improvements#

Improved overall platform responsiveness with faster data processing and smoother real-time interactions.
Refined navigation and page handling to provide clearer guidance when content is unavailable or restricted.
Introduced guided workflows and contextual instructions to help users navigate key features more confidently.
Improved layouts, styling, icons, and typography for a more polished and consistent interface.
Enhanced chat, document handling, and sharing experiences for smoother collaboration.
Improved notification and email reliability so important updates are delivered more consistently.
Strengthened platform security with improved protections and safer input handling.

Bug Fixes#

Fixed issues affecting chat, documents, modals, and workflows to improve stability.

Release Notes – January 15, 2026#

New Features#

Added support for multiple tags and improved filtering options, making it easier to organize and find content.
Enhanced authentication options, including improved single sign-on (SSO) and verification flows for a smoother login experience.

Improvements#

Updated workflow navigation for smoother movement across the platform.
Improved layout consistency and visual design for a cleaner, more polished experience.
Refined chat functionality, including better handling of threads and organization switching.
Improved message input fields to handle longer text more smoothly.
Enhanced tracking of user activity and revision history for clearer visibility into changes.
Strengthened platform security with improved input validation and updated protections.

Bug Fixes#

Resolved issues related to outdated components and input handling to improve platform stability and reliability.

Release Notes – January 7, 2026#

Improvements#

Improved workflow performance, making navigation, lists, filtering, and sorting faster and more responsive.
Refined user interfaces to be cleaner and more intuitive, reducing clutter and improving ease of use.
Enhanced notifications and alerts so they are more relevant and helpful during everyday usage.
Improved overall platform stability to reduce interruptions and ensure smoother interactions.

Bug Fixes#

Fixed issues that previously caused inconsistencies in workflows and user interactions.
Resolved stability-related bugs to improve reliability during regular platform usage.

Release Notes – December 17, 2025#

New Features#

Added new capabilities for managing jobs and agent responses, enabling more flexible and reliable agent interactions.
Improved support for creating agents using prompts, making agent setup easier and more intuitive.

Improvements#

Refined embedded experience with more consistent behavior inside iframes and cleaner, more relevant UI elements.
Improved chat scrolling and workflow tables for smoother and more predictable interactions.
Enhanced platform security with stronger access controls and authentication checks to ensure safer usage.
Improved overall responsiveness and reliability through performance optimizations across the platform.
Improved system visibility and stability through better logging and cleanup of existing workflows.

Bug Fixes#

Fixed multiple issues affecting embedded usage, workflows, and agent interactions.
Resolved stability and reliability issues to deliver a smoother, more consistent user experience.

Release Notes – December 10, 2025#

New Features#

Introduced organization-level data isolation using API keys, ensuring clearer ownership of data and safer usage for teams working across multiple organizations.

Improvements#

Improved document synchronization, making file updates faster and more accurate.
Enhanced workflows and pipelines to provide more consistent and reliable execution.
Updated the user interface to improve pagination, filtering, and evaluation views for easier navigation and usability.
Strengthened overall platform security to provide a safer experience for users.

Bug Fixes#

Fixed issues related to data handling and background processes to improve platform reliability.
Resolved edge cases affecting agent behavior and scheduled tasks.

Release Notes – December 3, 2025#

New Features#

Added support for PDF and archive files, allowing users to upload and work with more file types.
Enabled easier uploads for icons, logos, and additional attachments.

Improvements#

Improved overall platform performance and reliability, especially for complex workflows.
Enhanced multi-agent conversations with smoother flow and better context handling.
Improved chat history and document tracking for more consistent interactions.
Refreshed parts of the user interface, including navigation elements, for a cleaner and more polished experience.

Bug Fixes#

Fixed issues affecting sorting, filtering, and data display.
Resolved stability issues to ensure smoother day-to-day usage.

Release Notes – November 26, 2025#

New Features#

Improved collaboration between multiple agents, resulting in smoother conversations and better continuity during interactions.

Improvements#

Enhanced conversation understanding, making greetings, follow-ups, and general queries feel more natural.
Improved file and document handling for more accurate content understanding.
Optimized chat history processing to ensure past conversations better inform future responses.
Made reliability and stability improvements to ensure faster and smoother interactions across the platform.
For API-specific updates, visit our API Changelog page.