Product Updates

• New retry option for handling failed loop steps
• Ability to specify the number of retry attempts
• Failed steps can retry instead of stopping or skipping
• Works alongside existing loop controls

• Improves reliability for loop executions
• Reduces need for manual reruns
• Provides more flexibility in failure handling

• Floating Run progress panel appears during testing
• Timeline view of steps with real-time status (running, succeeded, failed)
• Clickable steps that navigate to the corresponding node
• Responsive, scrollable panel with improved accessibility

• Makes it easier to track execution and understand agent behavior
• Helps quickly identify and debug failures
• Streamlines navigation between steps and the canvas

• Feature flag to enable enhanced tool execution performance
• Optimizations across workflows with multiple tools
• Supports native tools and MCP tools (legacy and Gateway)
• Maintains sequential execution for canvas-configured steps

• Improves performance for tool-heavy workflows
• Ensures consistent behavior across tool types
• Preserves expected execution order while improving efficiency

• Enables including AI disclosure information in a response header, body, and details callback URL for Airia agent executions tied to use cases in the monitor stage
• Enables point of use AI disclosure in Airia agents deployed via a Slack interface.
• Allows point of use AI disclosure for any agent proxied through the AI gateway and leveraging slack tool calls
• Supports configuration of disclosed data elements based on use case

• Provide transparency by publishing governance intelligence at the point of use
• Manage AI governance disclosures at scale with Audience-specific living disclosures of AI governance posture fed by live platform data
• Replaces static governance artifacts with  continuously current governance evidence

• Improved agent execution reliability across loops, approvals, and workflows
• Resolved Agent Studio and UI issues, including uploads, navigation, and configuration errors
• Fixed authentication and access control issues across SSO and permissions
• Improved data ingestion, search, and connector reliability
• Addressed MCP/Gateway issues and strengthened security and audit logging
• Fixed multiple customer-reported production issues

• Automatic extraction of entities from ingested content
• Entities stored and connected within a graph database
• Search now leverages entity relationships to retrieve more relevant chunks

• Improves accuracy and relevance of search results
• Enables better understanding of context across documents
• Surfaces more meaningful and connected information during retrieval

• Model Date & Time context now aligns with the user’s profile timezone
• Eliminates default reliance on UTC when context is toggled on
• No need to manually specify timezone or country in agent prompts

• Ensures accurate, location-aware responses without additional prompt configuration
• Reduces repetitive prompt engineering for timezone handling
• Improves consistency between user settings and model behavior
• Enhances reliability for time-sensitive workflows and automations

• API keys for custom servers are now stored securely in UCS instead of plaintext storage
• Support for both API Key and OAuth credentials using a unified Credential ID pattern
• End-to-end support for Create, Update, and Delete server flows with UCS integration
• OAuth Dynamic Client Registration (DCR) support for custom servers
• Credentials are securely injected into request headers at runtime

• Eliminates plaintext storage of sensitive credentials, improving overall security posture
• Provides a scalable foundation for migrating all credentials to UCS
• Simplifies credential management across authentication types (API Key and OAuth)
• Ensures secure, seamless execution of custom server integrations
• Enhances reliability and consistency across server configuration workflows

• Updated navigation that groups end-user productivity features together
• Enhanced visibility and access to thread history
• Repositioned Settings for Admin users for better accessibility
• Agent favorites moved into the Catalog as a new filter

• Improves ease of use with more intuitive grouping of key features
• Makes it easier to find and revisit recent thread history
• Streamlines navigation for both end users and admins
• Enhances discoverability of favorited agents within the Catalog

• Option to override the agent name during import
• Prompted to rename when a duplicate name is detected

• Prevents import failures due to duplicate names
• Makes it easier to move agents across projects without extra steps

• Improved agent execution reliability across workflows, including loops, routing, and multi-step executions
• Resolved issues in Agent Studio and builder, including file uploads, UI inconsistencies, and configuration errors
• Fixed authentication and access control issues across SSO, service accounts, and role-based permissions
• Improved data ingestion and retrieval accuracy, including entity extraction, chunking, and connector sync behavior
• Addressed MCP Gateway and tool integration issues, including connection stability and execution reliability
• Strengthened security and governance, including audit logging, guardrails, and credential handling
• Improved connector stability across integrations like SharePoint, Google, and Slack
• Enhanced UI, navigation, and accessibility across key areas of the platform
• Resolved performance issues related to file processing, search, and ingestion
• Fixed multiple customer-reported production issues

• View both generated chunks and the original  file
• Download original files directly from the interface
• Access metadata for:
  • Files
  • Chunks
  • SQL tables

• Gain full transparency into how your data is processed and used
• Easily verify source content alongside generated chunks
• Improve trust and debugging with richer metadata visibility
• Faster exploration of content
• Better user experience for both technical and non-technical users
• Reduced friction when inspecting ingested data

• Run agents across multiple files in one execution
• Choose between processing file metadata only or full file content

• Simplifies handling of large datasets and document collections
• Enables both lightweight workflows (faster, lower cost) and deep analysis (full document processing)
• Gives teams more control over performance, cost, and level of analysis

• Functionality to generate custom datasets for specific attack vectors

• Build targeted datasets faster and with confidence
• Preview feature reduces mistakes and saves time

• Improved platform stability and execution reliability across agent pipelines, including loops, parallel runs, and long-running executions.
• Resolved Agent Studio issues impacting workflow building, publishing, and version consistency.
• Fixed data handling gaps affecting datasource loops, credential usage, and message tracking.
• Addressed connector and integration issues, improving reliability across external tools and APIs.
• Improved export/import and configuration handling for agents and data sources.
• Enhanced UI and usability across builder, debugging, and accessibility experiences.
• Resolved multiple customer-reported errors and intermittent platform failures.

• Improved detection of files moved to new folders
• Copied files now sync correctly to the new location
• Old or duplicate folder entries are no longer incorrectly shown in the UI

• Keeps synced data accurate and consistent
• Prevents stale or duplicate files after sync
• Improves reliability when reorganizing files in connected systems

• Run bias evaluations using a user-provided dataset\
• Compare agent responses across sensitive attribute variants (e.g., gender, age)
• Uses LLM-as-judge comparisons to detect differences in tone, outcomes, or recommendations
• Generates a Bias Score (0–1) with detailed evaluation results for governance review

• Helps identify potential bias in agent responses
• Supports responsible AI governance and oversight
• Provides structured audit data for compliance and review

• Monitor AI tool usage through DNS and HTTP traffic analysis
• Detect unauthorized or unsanctioned AI applications
• Gain real-time visibility into AI access across the network
• Enforce blocking policies to control usage when needed

• Improved platform stability and execution reliability across agent pipelines, model execution, scheduling, and gateway services.
• Resolved authentication and access issues affecting SSO, SCIM provisioning, OAuth integrations, and role-based permissions.
• Fixed Agent Studio workflow issues including prompt builder segments not saving, memory step execution errors, loop execution failures, agent publishing validation, and scheduling behavior.
• Addressed tool and MCP execution issues including authentication handling, timeout limits, and connector configuration.
• Improved connector and ingestion reliability by resolving errors affecting file uploads, dataset processing, and integration behavior.
• Polished UI and usability issues across chat, catalog, artifact rendering, navigation, and mobile responsiveness.
• Resolved multiple customer-reported errors and platform exceptions, including intermittent “crab dragon” failures and API errors.

• A “Fix with AI” action launches Build with AI automatically
• The error is preloaded into a structured card and the agent immediately suggests a fix

• Reduce debugging time
• Keep builders focused without switching contexts
• Accelerate iteration during development

• Sequential — One iteration at a time (ordered and conservative)
• Parallel — Multiple iterations simultaneously with configurable concurrency
• Batched — Controlled groups of iterations with adjustable batch size and timeout

• Clear progress indicators (Completed / Total + batch details)
• Mode-aware error handling with partial result summaries
• Memory monitoring with automatic fallback safeguards
• Execution time logging for improved observability

• Prevent rate limiting from excessive parallel AI calls
• Reduce memory pressure in large workflows
• Optimize performance for I/O-heavy operations
• Improve reliability at enterprise scale

• Create recurring schedules from the Catalog interface
• Admins can view, pause, or delete schedules in Agent Studio
• All schedule actions are captured in Audit Logs

• Empower end users to automate repeatable workflows
• Maintain full administrative visibility and control
• Support governance and compliance through audit tracking
• Reduce manual execution effort

• Improved service reliability and access handling
• Stronger autosave and draft consistency in Agent Studio
• Stabilized MCP server deployments and tool configuration
• Enhanced connector reliability and data ingestion stability
• Improved search accuracy and execution consistency
• UI refinements across Chat, navigation, and scheduling
• Additional security hardening and performance optimizations
• Reintroduced the Save button in Agent Studio to streamline the agent-building experience and prevent workflow interruptions.

• A guided prompt appears after first publish to help you add an interface
• Test immediately or complete setup later

• Get agents live and testable faster
• Reduce setup friction for new deployments

• Review and adjust agent behavior faster
• Reduce context switching
• Improve operational efficiency

• Clearly identify who manages each agent
• Improve accountability and internal coordination
• Make it easier for users to find the right point of contact

• Responses validated against agent instructions before delivery
• Misaligned outputs automatically blocked
• Full audit visibility within guardrails

• Prevents unsafe or off-topic responses
• Reduces compliance and data exposure risk
• Strengthens trust in AI outputs

• Prevents unintended or risky actions
• Reduces the impact of prompt injection attempts
• Adds an additional governance layer without slowing performance

• Identify shadow AI and unauthorized model usage
• Monitor agent proliferation across repositories
• Enforce governance policies proactively

• Automate repeatable workflows
• Reduce manual effort
• Maintain full administrative oversight and audit tracking

• Higher accuracy for legal, financial, and multi-page forms
• Fewer missed fields and less manual correction
• More flexible, context-aware document automation To enable this feature, please contact your sales representative.s

• More reliable MCP server deployments and authentication handling
• Improved execution logging and scheduling accuracy
• Enhanced document ingestion stability
• Agent Studio UI refinements include 5 or more routes and select mode on canvas
• Gateway monitoring and performance enhancements

• Route all LLM API traffic through the Airia Gateway automatically via your existing SASE/ZTNA infrastructure
• Gain full observability into request and response details across every model provider interaction
• Route traffic to approved LLMs and apply traffic routing rules for load balancing and failover
• Enforce runtime security controls — including guardrails and agent constraints — without modifying individual endpoints
• Maintain enterprise-grade security posture while enabling teams to use approved AI services seamlessly

• Parse Excel files row by row for more granular and accurate data extraction
• Improve chunking quality for spreadsheet-heavy knowledge bases
• Get more precise and context-aware responses when querying data sourced from Excel documents

• Schedule agents to run automatically on a recurring cadence
• Admins can view, pause, or delete user-created schedules from Agent Studio
• Audit logs capture all schedule creation, updates, pauses, and deletions
• This enhancement enables automation of routine workflows while preserving governance and oversight.

• Agents and workflows now run more consistently, with improvements to scheduling, approvals, publishing, and execution handling.
• We resolved several SSO and integration authentication issues to ensure users can sign in and connect tools without interruption.
• Content ingestion and Enterprise Search are now more dependable across large files, media formats, and synced sources — improving answer accuracy.
• Connections to external tools and MCP-based actions are more stable, reducing failed actions and reconnect loops.
• We fixed navigation glitches, display issues, and interaction friction across Studio, Chat, and admin areas for a cleaner day-to-day experience.
• Permissions and access behavior are now more consistent, improving safety and predictability for teams managing shared environments.

• Run campaigns where the attack is provided as a file instead of only text input
• Upload supported formats (PNG, JPG, PDF, DOCX, TXT) during setup
• Validation ensures files meet format and content requirements before submission

• After publishing an agent for the first time, you’ll see a quick modal to add an interface
• You can either set up an interface immediately to test your agent or skip and return later

• Faster testing after publish
• Less friction for first-time agent setup

• Quickly navigate from an agent’s chat experience to its Agent Studio configuration
• Reduce context switching when reviewing or managing agent behavior
• Maintain role-based access while improving operational efficiency

• Improved platform stability and execution reliability across production, on-prem, and regional environments
• Resolved authentication, SSO, and OAuth issues affecting login, role-based access, and third-party integrations
• Fixed Agent Studio and workflow issues including canvas interactions, imports/exports, scheduling, and execution failures
• Improved data ingestion and Enterprise Search reliability across connectors, large files, audio/video formats, and sync jobs
• Addressed tool execution and API errors across automation, MCP tools, and external integrations
• Strengthened security and governance controls, including permission enforcement, credential handling, and auditability
• Polished UI and navigation issues across chat, catalog, admin panels, and settings pages

• Automatic failover when providers, models, or endpoints experience issues
• Circuit breakers to prevent repeated failures and reduce downtime
• Load balancing across providers and models for improved stability
• Clear visibility into routing decisions via logs and request traces

• Use familiar SQL-style queries for precise searches
• Apply consistent filtering and sorting across datasets
• Support advanced and scalable enterprise search use cases

• Reuse agent configurations without transferring data or credentials
• Configure data sources in your own environment during import
• Maintain consistent search behavior while customizing agent logic

• New action steps and flow control for more dynamic workflows
• Step-level testing with manual inputs and output inspection
• Model step retries and configurable error-handling behavior
• Webhook Approval step to support human-in-the-loop workflows

• Generate Python code directly within blocks using AI assistance
• Edit, run, and review code without leaving the canvas
• View outputs and errors in a unified, more intuitive interface

• Improved document ingestion accuracy and performance
• Support for audio and video file ingestion
• Better visibility into ingestion behavior and easier recovery from failures
• Enhanced file upload security and validation

• New on-premise SharePoint connector for self-hosted environments
• Improved ingestion reliability across SharePoint, Drive, OneDrive, Outlook, and file uploads

• Automatic transition to the new navigation experience
• Temporary ability to switch back to legacy navigation (~1 week)
• In-app notifications to guide users through the transition

• Increased stability across Agent Studio, execution, and workflows
• Improved reliability for Enterprise Search, filtering, and pagination
• Resolved authentication, SSO, permissions, and access-control issues
• Fixed UI inconsistencies across canvas, chat, and tools
• Addressed security findings and strengthened governance controls
• General performance and reliability improvements across the platform

• Automatically reroute requests when providers, models, or endpoints experience failures
• Use circuit breakers to prevent repeated errors and reduce downtime
• Load balance traffic across providers and models for improved stability
• Get clear visibility into routing decisions through logs and request traces

• Quickly understand an agent’s structure and workflow before using it
• Preview how the agent is built without opening the editor
• Make faster, more informed decisions when exploring community agents

• Quickly generate Python code directly within blocks Reduce manual coding and setup time
• Build and iterate on agent logic more efficiently

• Users can switch back to legacy for ~1 week before the final cutover
• A popup notification will inform legacy users about the change
• Users who switch back to legacy will also see a reminder modal

• Improved reliability across data ingestion, connectors, and file uploads
• Fixed Agent Studio, execution, and workflow stability issues
• Resolved search, filtering, and UI inconsistencies across the platform
• Addressed permissions, security, and governance bugs
• General performance and reliability improvements

• Use familiar SQL-style queries for precise searching
• Apply consistent filtering and sorting across datasets
• Support advanced and scalable search use cases

• Connect securely to self-hosted SharePoint environments
• Ingest and search documents from on-premise SharePoint
• Expand data source support beyond cloud-only deployments

• Build richer workflows with additional action steps
• Add conditional logic and flow control to manage execution paths
• Create more dynamic and customizable agent behavior

• Improved Agent Studio and agent execution stability
• Fixed data source ingestion and connector issues (SharePoint, Drive, OneDrive, Outlook, files)
• Resolved Enterprise Search reliability and pagination issues
• Addressed permissions, admin access, and security-related bugs
• Improved overall platform performance and reliability

• Export agents that reference connected data sources without transferring data or credentials
• Import agents as templates and configure data sources in your own environment
• Reuse existing data sources or create new ones prefilled with recommended settings
• Maintain consistent search behavior while customizing other configurations

• Apply guardrails to all agents and then exclude specific projects or agents.

• Find files using filename-based search queries
• Quickly surface relevant documents without relying on content search alone
• Improve agent accuracy when working with large or similarly structured file sets

• Improved overall platform stability and agent execution reliability
• Fixed authentication, SSO, permissions, and access-control issues
• Resolved data source ingestion, connector, and file-handling issues
• Addressed UI inconsistencies and security findings across the platform

• Edit and run Python code without leaving the step
• Quickly rename steps, undo or redo changes, and rerun code
• View results in one place, including output and error details
• Switch between result views without needing to rerun code

• Automatically retry model calls when temporary issues occur
• Configure retry limits and delays
• Define how workflows behave when retries are exhausted

• Test individual steps directly from the canvas
• Provide manual inputs when testing steps
• View step configuration and see updates immediately in draft mode
• Review outputs from previous step runs
• Settings remain locked for published workflows

• Add approval gates to workflows
• Route executions based on approval or denial
• Support human-in-the-loop or system-based approvals
• Maintain better control over sensitive workflows

• Improve agent responses with richer file context
• Support audio and video file ingestion
• Resume file ingestion more easily if a failure occurs
• Gain better visibility into ingestion behavior

• Better protection against unsafe or unsupported files
• More reliable file handling without changes to your workflow

• Improved overall platform stability and reliability across workflows and model execution
• Fixed issues with login, SSO, and authentication flows
• Resolved UI inconsistencies across the canvas, chat, Smart Scan, and tools
• Improved document ingestion accuracy and performance
• Fixed workflow execution, scheduling, and data-passing issues
• Addressed security findings from recent testing

• Connect Outlook data from on-premises environments
• Support deployments with stricter infrastructure or data residency requirements

• Edit results without leaving the report view
• Customize column headers to match your use case
• Make quick refinements after scans run

• Improved overall platform stability and reduced intermittent errors across the canvas, workflow execution, and playground experiences
• Enhanced authentication and provisioning reliability
• Improved search performance and consistency
• Increased connector and ingestion reliability across enterprise data sources

• Detect AI security risks traditional tools don’t catch
• Gain visibility into AI usage across automation workflows
• Improve security and governance as AI adoption scales

• Track AI adoption across teams
• Simplify discovery with enterprise-grade OAuth
• Improve governance and oversight

• Maintain control over authentication and access policies
• Connect trusted enterprise systems
• Expand data sources available to agents

• Reuse data sources without duplication
• Control exactly which projects can access shared data
• Simplify data management across teams

• Reach users in a familiar messaging channel
• Enable real-time conversational AI
• Expand agent reach beyond traditional interfaces

• Quickly reprocess failed data sources
• Reduce data gaps caused by transient issues
• Improve reliability and continuity of agent knowledge

• Simplify prompt editing experience
• A multi-line text area for short, agent-specific model instructions.

• Load document content into the context window at runtime without requiring file ingestion, embedding creation, or knowledge storage

• Stronger protection against prompt injection
• Native Arabic moderation support
• Low-latency inference in the MENA region

• Create tailored guardrail logic
• Integrate with internal or third-party systems
• Enforce advanced, context-specific controls

• Strengthened protections to prevent unintended exposure of sensitive data.
• Improved overall platform stability by resolving causes of intermittent system errors. Authentication & Integrations
• Fixed OAuth and token refresh issues that could cause repeated authentication failures.
• Improved reliability and clarity when setting up and managing connectors. Agent, Tools & Canvas Experience
• Resolved issues causing errors or unexpected behavior in the agent canvas and playground.
• Improved execution logging and export accuracy. Search & Data Quality
• Improved Enterprise Search performance and reduced query timeouts.
• Addressed data quality issues impacting search relevance and embeddings.

• Create agents from natural language
• Share your use case, and Airia auto-scaffolds the agent flow.
• Smart suggestions
• Recommends the right models, tools, and prompts based on your scenario.
• Easy refinement
• Update and improve the agent through simple conversational guidance.

• Build agents much faster, with far less manual setup
• Enjoy a more guided, beginner-friendly experience
• Achieve more consistent, high-quality agent designs across teams

• A new “Conversation-Scoped Memory” option is available when configuring memories
• Each conversation now maintains its own independent memory when this option is enabled
• Clear visual labels show whether a memory is Global, User-Scoped, or Conversation-Scoped

• Cleaner, more accurate agent responses — agents won’t mix details from different conversations
• Better support for parallel workflows — the same user can run multiple conversations without crossover
• More predictable behavior for agents used across diverse use cases or business processes

• Streamlined navigation — key menus are now consolidated so you don’t have to hunt across different areas of the interface
• Faster workflows — easily drill into nested options without switching tabs or losing your place
• Consistent experience - every user now sees a unified layout, making training and support simpler

• Expanded Audit Logging
  More audit events are now captured, giving teams better visibility into key actions and changes across the platform.
• Pipeline Batch Execution Endpoint
  A new API endpoint allows you to run multiple pipeline executions in a single request, making large-scale or repeated operations easier to manage.
• Project Component Cleanup
  You can now delete unused prompts, tools, and other components from projects to keep workspaces clean and organized.

• More reliable document processing for PPT, DOCX, PDF, and RAG chunks, ensuring complete and accurate ingestion.
• Improved connector stability, including SharePoint, Microsoft Graph MCP, Google Drive, Outlook, and email attachments.
• Stronger agent execution reliability, fixing empty outputs, stuck runs, webhook issues, and timeout inconsistencies.
• Smoother Agent Studio experience, with fixes for tool/model visibility, layout issues, slow agent loading, and broken searches.
• Better access & interface behavior, resolving login/invite problems and improving Slack, embedded chat, and export consistency.

• Drag and drop variables directly into prompt fields
• Cursor-aware placement for precise insertion
• A more streamlined prompt-building workflow

• Query SQL tables through the Search Service
• Unified retrieval across files, connectors, and databases
• No pipeline setup required

• Configure custom OAuth flows directly within the platform
• Define your own access scopes for increased data governance

• SharePoint
• OneDrive
• EWS Outlook

• Direct API access to semantic and hybrid search
• Easy integration into your apps and backend workflows
• Consistent performance across all supported vector databases

• Fixed user access issues including login loops, account-disabled errors, and SCIM syncing
• Improved Agent Studio reliability for publishing, looping, and execution
• Corrected gateway budget behavior to ensure traffic limits are enforced
• Fixed model issues including Claude image handling and Amazon Nova Light output

• Fixed issue causing the export button on Data Ingestion Feed to fail.
• Project Admin Role permission inconsistencies resolved.
• Fixed a conditional branch and router execution bug.
• Website scraper data source now auto-ingests regulation PDF files correctly.
• Resolved an issue where lengthy tool responses were being cut off.
• Decommissioned the v1 pipeline controller.
• Corrected an issue where prompt messages would not load when editing prompts.
• Disabled Conversation API access when “Limit Conversation History” is set to Yes.
• Addressed an issue where Claude models were not receiving uploaded image files in chat/test.

• Fixed large file upload failures in ACC for smoother, more reliable data handling.
• Resolved an issue with magic links to ensure shared agents open correctly.
• Improved agent execution via API so input variables are now passed correctly.
• Fixed email triggers that weren’t sending responses back to user mailboxes.
• Corrected branding display so logos appear consistently across Airia Chat and Studio.

• Auto-Saving Drafts: Drafts auto-create when you edit and auto-remove once published, keeping your workspace clean and current. 
• Flow Control Labels & Notes: Easily follow complex pipelines with labeled steps and an inline note shortcut right on the canvas. 
• Agent Execution Feed Filtering: Filter the execution feed by status to quickly find, review, and manage recent agent runs. 
• Agent Interface Shortcut: A direct link to the Agent Interface now appears automatically when creating new agents, streamlining testing and iteration. 
• Improved Playground: Chat history now persists across sessions for continuous testing, and non-streaming executions are faster and more reliable. 

• Personalized Welcome Page: Quickly access recent projects, updates, and key workspace resources in one place. 
• Custom Branding Refresh: Consistent logos and design now appear across all environments for a polished, cohesive experience. 
• Chat & Platform Language Sync: Your language preferences now stay consistent across both Chat and Platform, creating a unified feel throughout the Airia experience. 

• Contributor Recognition: New profile pages for contributors allow central access to a user’s contributed content, with enhanced details for repeat contributors. 
• Localization Support: Translated labels and improved formatting enhance global usability. 
• Transport Improvements: Enhanced support for transporting interfaces and custom models. 

• Expanded File Support: You can now upload and process a wider range of file types including YAML, HML, XML, and XSD . 
• Website Connector Enhancements: New Crawl4AI configuration options allow deeper and more flexible website ingestion for complex domains. 
• Ingestion Reliability: Stability improvements for PDFs, images, and large websites reduce timeouts during crawling and indexing. 
• Amazon S3 Connector Security: Introduced IAM ARN authentication for simpler, more secure cross-account access. 
• Microsoft Graph MCP Server Update: Expanded support for Excel Tools adds more flexibility when working with Microsoft 365 data. 
• Permission-Aware RAG Enhancements: SQL index views are now restricted for users without file access, and public APIs require verified end-user permissions. 

• User Credential Store: Shared accounts and searchable credentials are now available across the platform for seamless team collaboration. 
• Token Estimation Backend: A new backend service powers faster, more accurate token usage estimation for agents and API operations. 

• Audit Log Filtering: Filter audit logs by resource, severity, user, and project for faster, more targeted reviews. 
• Improved Authentication: Login and SSO flows are more resilient, minimizing redirect loops and first-login errors. 
• Security Roles: Security and Project Admin roles have been refined for better governance and visibility across teams. 

• Admin Settings Access: Fixed redirect issues for read-only admins. 
• Claude Code Stability: Addressed intermittent errors when routed through the AI Gateway. 
• End-User Credential Tool: Fixed a looping issue that prevented proper execution in some agents. 
• Prompt Segments Display: Inherited prompt segments now display correctly. 
• Website Ingestion: Enhanced reliability for large or complex websites to prevent timeouts. 
• Agent Execution Stability: Fixed an issue where some agents would hang during subsequent runs. 
• Scheduled Sync Triggers: Data-source syncs now run automatically as intended. 
• Excel File Compatibility: Resolved issues preventing XLSX uploads in Loop Over Files / CSV steps. 
• Chat and Community Fixes: Improved project-list load times, corrected broken links, and polished appearance for small devices and dark-mode. 

• Smarter building with new execution filters, auto-drafts, and agent shortcuts. 
• Smoother collaboration through improved Community sharing and global language consistency. 
• Broader integration with Microsoft 365, Amazon S3, and new file-type support. 
• Stronger security through IAM ARN authentication, permission-aware RAG, and refined audit controls. 
• Greater reliability in ingestion, execution, and authentication across the platform. 

• SQL index views are now restricted when a user lacks file access.
• Public search APIs no longer return data unless the end-user email is provided and permission checks are enabled.

• Agent Execution Stability – Fixed an issue where certain agents failed to complete on subsequent runs and remained in a continuous loading state.
• Scheduled Sync Trigger – Resolved a problem preventing scheduled data-source syncs from running automatically.
• Loop Over Uploaded Files / CSV – Fixed compatibility issue preventing Excel (XLSX) files from loading correctly.
• Claude Haiku Router (AWS Bedrock) – Routing logic now correctly respects custom paths instead of defaulting.

• More intuitive tool management with one-click connection testing and improved credential flows.
• Expanded MCP integrations (Microsoft, Google, ServiceNow, Atlassian, Perplexity) with steadier authentication.
• Refined Agent Studio with cleaner layouts and safer draft handling.
• Expanded observability metrics to surface ingestion, model usage, and constraint activity.
• Core infrastructure upgrades to improve scalability, resilience, and global performance.

• Agent Studio: Fixed issues with saving and restoring drafts, version mismatches, and structured outputs.
• Ingestion: Resolved failures with PDFs, CSVs, and Excel uploads. SharePoint and ServiceNow ingestion is more reliable, and hybrid search indexing is steadier.
• Community: Corrected glitches in filters, search, and contributor display; improved submission reliability.
• Chat: Fixed disappearing history, broken citation links, and auto-scroll problems. Voice reconnections and playback are more stable.
• Console/Admin: Fixed SSO/SCIM sync errors, tenant switcher bugs, and inconsistencies in audit logs.
• Mobile & Extensions: Improved file upload handling, reduced chat decoding errors, and fixed voice playback issues.
• Models & Tools: Corrected routing for external APIs, improved non-JSON handling, and stabilized token usage reporting.

• Work anywhere with the Chrome Extension
• Share easily with Community publishing and Import/Export
• Govern confidently with new Security and Project Admin roles
• Process smarter with parallel ingestion and domain-scoped controls
• Collaborate better with refreshed Support Tab and Community enhancements

• Agent Version Control – A simpler Draft → Publish flow makes it easier to update agents. Draft safely, then publish live with a single click.
• Smarter Data Processing – Large ingestion jobs no longer block others thanks to parallel processing across tenants.
• Domain-Scoped Web Ingestion – Control exactly what web content gets ingested by limiting to a specific domain.
• Better SharePoint Experience – Infinite scroll improves navigation through deep folder hierarchies.
• CSV & Excel for Text-to-SQL – Cleaner indexing makes data more reliable for advanced SQL queries.
• Custom Tools Upgrade – Tools now follow redirects automatically while keeping authentication intact, reducing setup headaches.

• PDFs in MENA – Fixed firewall errors and restored PDF previews in chat.
• File Uploads – Resolved an issue that blocked multi-file uploads in chat for EU tenants.
• Credentials Management – Fixed errors when adding or editing credentials and improved the Run Statement button behavior.
• Agent Tools & Routing – Issues with renaming agents, orphaned steps, and route deletions are now resolved.

• Support Tab – Quickly find self-service resources and help articles right inside the platform.
• Security Admin Role – New role that allows dedicated admins to manage security settings and view security-related data.
• Airia Community – Easily import/export agents and connect with the wider community for ideas and best practices.
• Agent Constraints – Add IF-THEN rules that check conditions before agents access resources, giving you more control.
• Agent Details Tab – Cleaner agent settings with a new dedicated tab for details.
• A2A Client Library – Available as a NuGet package to simplify developer integrations.
• Pre-Release Agent Versions – In-product announcements highlight upcoming agent versions so you can test early.

• Data Processing Tab – Fixed an issue where no results were displayed for on-prem deployments.
• People Page – Sorting by last activity now works as expected.
• Slider Tooltips – Corrected display issues where tooltips extended outside the interface.
• Options Panel – Fixed an issue where the panel didn’t close after saving an agent in Agent Studio.
• Agent Execution Events – Resolved an issue preventing events from being sent to syslog.

• Project Admin Role – Global Release – New role enables project-level admin permissions, giving organizations more flexibility and governance.
• Support for Docling – On-premise deployments now benefit from stronger, more reliable PDF parsing.

• Agent Router – Fixed an issue where the Bedrock Model could not be used for routing agents.
• Admin Access – Resolved a login problem preventing some admin users from accessing the platform.
• Conversation History – Previous threads are now consistently visible within customer tenants.
• File Downloads – Corrected errors where certain files returned “Blob Not Found” when downloaded via ACC.
• Custom Tools – Fixed an issue that blocked users from importing their own custom tools.
• Database Connections – Improved Postgres connection pooling to ensure more stable and reliable integrations.

• Model Catalog Updates: Added GPT-5 and Opus 4.1; simplified dynamic listings and cleaned up legacy/deprecated options.
• Policy & Governance: Admins can enable/disable key features (Create-Your-Own-Agent, Knowledge, Smart Scan, Spaces) at tenant, group, or user levels.
• Observability: Expanded metrics for ingestion, model usage, and constraint activity.
• Reliability & Scale: Core infrastructure upgrades (including AKS 1.31 across environments) improve performance and resilience.
• MCP & Tooling: Smoother token validation and setup flows across major connectors and MCP servers; clearer SQL tool messaging and logs.

• Fixed looping behaviors (incorrect token counts, extra messages, and progress display) and misapplied max-cycle settings—agent runs are now accurate and transparent.
• Resolved issues that intermittently blocked agent executions in certain environments.

• Credential types are correctly tenant-scoped, eliminating cross-tenant leakage.
• Registration flow hardened to prevent bypass scenarios.
• HMAC secret rotation stabilized to avoid unexpected tool call failures.

• Search results now consistently display correct file names, IDs, and metadata; “get file/preview/chunk” operations are more reliable.
• File uploads and syncs (PDF, CSV/Excel, SharePoint, ServiceNow, OneNote, Confluence) are significantly more stable.

• Fixed errors that blocked viewing usage, deploying agents to chat, or interacting with guardrails; reduced stray unauthorized pop-ups.

• Restored missing threads and fixed PDF preview in chat; removed misleading browser warnings.
• Improved save/publish responsiveness and load indicators in Studio.
• Browser extension now isolates styles, improves input behavior, and offers a cleaner entry point.

• Security & Governance: Red Teaming, the new Security Center, and stronger permission boundaries.
• Findability: Enterprise Search plus a wave of reliability and UX improvements.
• Builder Velocity: A faster agent-building experience (JSON formatter, structured output, seeded agents) and smoother admin controls.

• Outlook Connector Enhancements – Outlook now supports Shared Mailbox ingestion, with a new Folder Selector to easily browse and manage mailbox content.
• Security Tab: Central Command for AI Security – A new dedicated Security tab consolidates all security-related features into one streamlined hub:
  • Centralized Security Hub – All security features now live under a single tab for easier access and management.
  • Guardrails & Security Feeds – Moved from Agent Studio into the Security tab for better visibility and control.
  • Red Teaming – Simulate adversarial attacks to identify vulnerabilities in agents before real threats can exploit them.
  • Coming soon: Role-Based Access – Security tab visibility and permissions aligned with analyst and CISO personas.
• Seeded Example Agent – A ready-to-use example agent is now automatically included in new tenants to help teams get started faster.
• Agent Settings Alignment – The Agent Settings modal in Agent Studio has been updated for a more consistent platform-wide experience.
• New Agent Details Page – Enhanced detail view makes it easier to explore and understand agents within the Community catalog.

• SCIM Token Expiration – Tokens now correctly expire after 180 days (previously 30 days).
• Save & Publish – Resolved issue causing repeated reloads after saving and publishing agents.
• Create Agent Performance – Improved loading speed and added a clear loading indicator.
• Webhooks – Fixed issue causing HMAC secrets to regenerate unnecessarily.
• Tenant-Wide Models – Tenant-level models now consistently appear in the connected models screen.
• Agent Executions – Corrected issues with API keys being displayed incorrectly in execution feeds and scheduled runs.
• Datasource Routing – Ensured datasource chunks are properly passed through to LLMs.
• Insights Graphs – Fixed incorrect data being displayed in analytics dashboards.
• Knowledge Toggle in Chat – Users can now reliably disable Knowledge during conversations.

• Opus 4.1 in Library – Latest Opus model now available for use.
• TogetherAI Older Model Deprecations – Deprecated outdated TogetherAI models to streamline options.
• Improved Navigation Layout in Agent Studio – Updated layout for smoother workflows and enhanced usability.
• New Professional Plan Rollout – Can now be activated directly after registering online.
• Permission-Aware RAG Enhancement – Platform users cannot view chunks of files if they don’t have permission to the original file and the permission check option is enabled for the data source.
• SCIM Provisioning Support for Large Deployments – Expanded provisioning to handle larger-scale environments.
• Audit Logging – Added audit log capabilities for better visibility and compliance.
• Direct Import Agents – Agents can now be imported directly into the platform.
• Route via ACC for MongoDB DB Tool – ACC routing now supported for MongoDB database tool.
• Access Token Validation – Added validation for Notion, GitHub, Google Suite, and Hubspot integrations.
• Updated UX for Word Extension Management – Refreshed user experience for managing Word extensions.

• Save & Publish Actions Triggered Repeated Loading Loop (3x) – Fixed issue where actions caused multiple unnecessary reloads.
• Slow Loading Time on “Create Agent” – Improved loading speed and added a clear loading indicator.
• Webhooks Regenerating HMAC Secrets Continuously – Fixed issue causing webhook secrets to refresh unnecessarily.
• Tenant-Wide Models Not Appearing in Connected Models Screen – Ensured tenant-level models now display properly.
• Extensions Not Showing When Office Add-in FF Enabled – Resolved issue preventing extensions from appearing.
• DB Tools Connection String Info in Logs – Removed sensitive connection string information from database tool logs.
• New / Edit Custom Model Modal Bleeding Off Screen – Corrected UI issue with long prompts extending past modal bounds.
• Multiple UPF Data Sources in Some Tenants – Fixed duplication of user personal file data sources.
• Group User List Doesn’t Scroll – Corrected scrolling behavior when many users are displayed in Groups.

• Jamba Dynamic Models Added to Library – Expanded model options with flexible, on-demand Jamba dynamic models.
• Brave Search MCP Updates – Includes image search capabilities, additional tools, and fixes for rate-limiting issues.
• Google Drive Service Account Connector – Now available for all customers, enabling secure service-account-based integrations.
• Configurable Embedding Model – Choose between OpenAI and Cohere embedding models, with customizable vector dimensions to fit your use case.
• New Navigation UI Component – A refreshed navigation element for faster, more intuitive platform navigation.
• Separate MCP & Tools Component Views – Clearer separation of MCPs and Tools for streamlined access and management.
• Improved Navigation Layout in Agent Studio – Updated layout for smoother workflows and enhanced usability.
• Database Tools Testing – Improved stability and expanded capabilities for database-related tools.
• Agent Video Support for Vimeo – Agents can now display and use videos hosted on Vimeo.
• New UX for Editing & Syncing Data Sources – A cleaner, more flexible interface for managing data sources and sync preferences.
• Deprecated Model: Jamba 1.6 Models

• OP / Dedicated SaaS ACC Download Failing – Resolved an issue preventing successful downloads.
• Insights Graphs Missing Current-Day Data – Fixed graphs to include the most recent data and ensured graphs refresh with the latest information.
• Interface Tags Not Rendering – Corrected rendering issues for interface tags.
• Folder Upload Support – Added the ability to upload entire folders in File Upload.
• User Personal Files Created as Non–User-Specific – Fixed file ownership assignment to ensure correct user attribution.
• OneDrive On-Prem Files – Resolved an issue where files added via OneDrive remained stuck in “Pending” status.
• MCP Connection Issues – Fixed ACC/MCP connection problems and baremetal environment server info calls.
• UI/UX Fixes – Resolved tool action purpose display, secure tag misplacement on native tools, custom credential dropdown highlighting, and chat credential type display.
• Custom MCP Auto-Detection Bug – Fixed URL detection for SSE vs Streamable HTTP.
• GitHub MCP Authentication Bypass – Resolved issue where user-auth servers connected without credentials.

• “Create Your Own Agent” Redesign – A refreshed, more intuitive experience for building and editing agents.
• User Authentication for Custom Tools – Build tools for external APIs that users can securely access with their own credentials (Bearer, Basic, API-Key).
• Network Groups + DB Tool Support – More flexible grouping logic and expanded database integration.
• Customizable Departments – Apply department-level structure across requests, agents, feedback, and interfaces—making it easier to route, organize, and track initiatives. Department settings are now available in the Settings panel. Agent lifecycle feedback can now also be tracked and searched by department.
• Dark Mode – Now available platform-wide for improved accessibility and a sleek user experience.
• Model Grouping by ACC – Models now support grouping by account configuration context (ACC).
• Refresh Button in Model Cards – A new refresh button has been added to the Model Cards section in the Configuration Drawer.
• New System Variable: DataStoreID – Available for use in “Loop over Files”.
• Unified Prompt Structure – All prompts are now managed as a single message to streamline handling. The prompt management interface has been updated accordingly.
• Configurable Tool Timeouts – Tools now support timeouts of up to 5 minutes.
• Google Connector with Service Account – Added support for service-account-based connections.
• Updated UX for Data Source Syncing – Users can now choose whether to save changes with or without syncing the data source, offering more flexibility based on use case.
• New JSON Formatter Step in Agent Studio – Lets you control how your JSON is structured:
  • Visual Builder – Use agent variables as key/value pairs and preview the structure live.
  • Raw JSON Editor – Paste in any valid JSON and get immediate validation and preview.
• Deprecated Model: o1-preview
• Model Library now includes GPT-5 Model Family

• Resolved pagination issues in the MCP Library.
• Addressed loading failures in OP Settings.
• Improved visual consistency across layout elements (e.g., oversized model icons, small-screen responsiveness, header alignment, dark mode descriptions).
• Fixed scrolling behavior in the Embedded Chat input box.
• Improved error handling for application load failures and clarified error messages.
• Enhanced delete flow in the Applications UI.
• Corrected missing or improperly loaded translations in Smart Scan.
• Fixed incorrect URL in Smart Scan failure notifications.
• Resolved Excel parser issue affecting on-demand processing.
• Fixed folder selector behavior for SharePoint libraries.

• More reliable file ingestion for CSVs, PDFs, and large uploads
• Improved error handling in agents connected to SQL and external APIs
• Enhanced output formatting for exports to Word, PDF, and slides
• Fixed issues with complex prompt variables and fuzzy query parsing
• Admins can now reliably delete projects with global data sources
• Expanded model routing support for Azure-hosted Claude models

• Voice is now live in chat experiences – enabling seamless, real-time conversations.
• Smart Scan released for enhanced document understanding.
• Loop Step on Canvas now available for advanced agent workflows.
• Execute agent versions using our new orchestration service for better performance and flexibility.
• Data Source Sync Scheduler is now available for all customers.
• Native Semantic Search Tool released for dynamic, LLM-powered search experiences.
• Draft Mode Enhancements: In-progress edits are now clearly labeled (e.g., “3.01 Draft”).
• MCP Enhancements:
  • OAuth support enabled.
  • Google Spreadsheets scope/tools added.
  • Routing via ACC now available.
• Custom Tool Improvements:
  • Support for nested objects.
  • User-based authentication added.
• Interface & Webhook Management: Centralized configuration rolling out across all environments.
• Audit Logging introduced (initial release – ongoing improvements underway).
• SQL Query Results: Column names now included in DB Tool responses.
• Agent Studio: View and edit requested action items directly within the platform.
• Agent Search: Users can now search agents by interface details.
• Terminology Update: “Data” has been renamed to “Knowledge” for clarity in the end-user experience.
• Unified Agent Configuration: Admins and builders can now access agent settings in a single, consistent view.
• Crawl4AI has replaced FireCrawl for improved website data ingestion.
• Mobile App Updates:
  • Airia Chat iOS App v2.10.0 released.
  • UI update: “Settings” renamed to “Profile” for a more personalized feel.

• NAT Gateways Deployed: Customers may notice changes in egress IPs used for firewall whitelisting.

• Fixed time mismatch between view logs, chat window, and execution ID.
• Resolved issue where custom models lost support after edits.
• Projects can now be deleted even when global data sources are present.
• SSO users no longer need to accept Terms & Conditions twice.
• Fixed duplicate user account creation issue.
• Resolved missing Integrations pane in Chat.
• Multiple fixes to improve Dark Mode consistency.
• Addressed Entra KC and OneDrive/SharePoint sync issues.
• Fixed feed filtering for project-specific views.
• Project lifecycle now shows project name instead of ID.
• Webhook edit modal has been resized for better usability.

• Word File Exports Now Support Markdown Tables
  • Tables formatted in Markdown now render properly in Word file exports for cleaner documentation.
• “Settings” Renamed to “Profile” in Airia App
  • Updated to reflect a more personalized user experience.
• “Data” Renamed to “Knowledge” in End User Experience
  • A clearer, more intuitive term for where your organization’s structured and unstructured content lives.
• Consistent Agent Configuration View for Admins and Builders
  • All agent settings are now accessible from a unified, consistent panel—improving efficiency across roles.
• Search Agents by Interface Details
  • Users can now search for agents based on prompts, tools, and other interface-level configurations.
• SQL Query Results Now Include Column Names
  • Query outputs from DB Tools now include column headers, improving clarity and usability.
• Data Source Sync Scheduling Released for MENA Region
  • Users in the MENA region can now schedule automatic syncs with their connected data sources.
• Website Connector Upgraded to Crawl4AI
  • We’ve upgraded from FireCrawl to Crawl4AI for enhanced website indexing and reliability.
• Infrastructure Upgrade: NAT Gateways Deployed
  • Airia environments now use NAT Gateways, changing outbound IPs. Customers using IP-based firewall whitelisting should update their configurations accordingly.

• Voice Mode Revamp
  • A fully redesigned voice experience featuring:
  • Faster response times with near-instant streaming
  • Branded visuals using your platform’s primary color
  • Support for markdown-formatted content (e.g., bullet points, stories)
  • Ability to mute/unmute your mic mid-conversation
  • Full conversation thread view available after voice interactions
• Canvas Mode in Chat
  • Users can sketch or draw directly in chat—send visuals to the agent for intelligent parsing and response.
• Provide Feedback via Agent
  • Easily submit feedback during any chat interaction. Feedback is sent to platform admins for review.
• Personalized Branding on Assistant Home Screen
  • Your platform branding is now reflected in the app’s home screen for a more tailored experience.

• Resolved Time Mismatch Between View Logs, Chat Window, and Execution ID
  • Logs and chats now reflect accurate and synchronized timestamps.
• Fixed Project Deletion Issue with Global Data Sources Present
  • Projects can now be deleted even when tied to global data sources.
• Fixed Support Loss for Custom Models After Editing
  • Edited custom models retain full support and functionality.

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Airia Platform Release Notes – June 2025

​

Airia Platform Release Notes May 2025

• Microsoft Word and PowerPoint
• Custom-branded templates
• Auto-generated slide/page breaks
• Documents with watermarking support

• Execute OpenAI-compatible models from any client
• Added Alibaba model provider
• Tools/function calling for Gemini and Mistral
• Library improvements for Alibaba, Cohere, Mistral, and Gemini
• Support for Machine Learning models

• Fixed issues where agents stalled during large file ingestions
• Resolved bugs in output formatting (e.g., missing slides or broken Word exports)
• Improved ingestion reliability and visibility for failed/partial uploads
• Fixed prompt loading issues in complex agent projects
• Updated model routing for fuzzy SQL queries and external APIs

• Fixed broken citation links in document responses
• Resolved issues with disappearing chat history
• Improved mobile chat responsiveness and fixed speech-to-text playback issues
• Enhanced syncing for embedded chat widgets across devices

• Smarter building with Agent2Agent, DocGen, and new model support
• Deeper insights through Conversations Feed and improved debugging
• Enterprise-ready flexibility with AWS deployments and provisioning upgrades
• Enhanced stability across Chat, Studio, and Ingestion
• Cleaner outputs with beautiful, branded formatting options

​

New Features & Improvements

• Support Tab – Quickly find self-service resources and help articles right inside the platform.
• Security Admin Role – New role that allows dedicated admins to manage security settings and view security-related data.
• Airia Community – Easily import/export agents and connect with the wider community for ideas and best practices.
• Agent Constraints – Add IF-THEN rules that check conditions before agents access resources, giving you more control.
• Agent Details Tab – Cleaner agent settings with a new dedicated tab for details.
• A2A Client Library – Available as a NuGet package to simplify developer integrations.
• Pre-Release Agent Versions – In-product announcements highlight upcoming agent versions so you can test early.

• Data Processing Tab – Fixed an issue where no results were displayed for on-prem deployments.
• People Page – Sorting by last activity now works as expected.
• Slider Tooltips – Corrected display issues where tooltips extended outside the interface.
• Options Panel – Fixed an issue where the panel didn’t close after saving an agent in Agent Studio.
• Agent Execution Events – Resolved an issue preventing events from being sent to syslog.

• Granular Guardrail Assignment: Assign security guardrails at a more detailed, flexible level across users, projects, and data types.
• Tools as Actions on Canvas: Add and manage tools directly within agent workflows to make building and customizing agents more intuitive.
• Human-in-the-Loop (HITL) Support: Insert manual approvals into automated agent flows, giving human reviewers the ability to step in when necessary.
• IDP Provisioned Groups for Access Management: Seamlessly manage user permissions across Airia by connecting Identity Provider (IdP) groups.
• SQL Retrieval in Agent Studio: Easily integrate live SQL queries into agent flows, allowing agents to retrieve up-to-date data during execution.
• SQL Tool - Databricks Query Support: Agents can now execute SQL queries on Databricks directly, unlocking more enterprise data use cases.
• Agent Router Enhancements: Smarter routing of agent tasks to the most appropriate models and tools, improving both speed and accuracy.
• Output Formatting Enhancements: We now support the ability to export any agent responses to Microsoft PowerPoint and Word file formats without leaving the platform. Contextually identifies logical page and slide breaks for Word and PowerPoint files respectively.
• Template Support: You will now be able to provide a custom single slide template for PowerPoint or single page template for Word. Agent responses will be available to view in the styles of the associated template.
• Watermark Support: Add custom watermark text to generated documents and presentations.
• Availability: This functionality is available to be use through tool calls as well as Mobile and Web Chat experiences.
• Forecasting Capabilities: Forecasting endpoints now available directly within Chat for easy use in conversations. Available by request, only.

• Folder Selection for Data Ingestion: Choose specific folders/content when ingesting from SharePoint, OneDrive, Dropbox, OneNote and Confluence connectors.
• New connectors: Website content ingestion
• SQL ingestion of large structured data allows for text-to-SQL queries

• Model Library Expansion: GPT-4.1, o3, o4-mini, Llama 4, Claude 3.7 models added to the model library.
• Enhanced Data Search: Fuzzy search is now supported in SQL data retrieval, providing more flexible results.
• Expanded Trust Center Capabilities: Improved classification management and support for including non-Airia AI assets.
• Improved Performance and Stability: Faster page loads, streamlined workflows across agent studio and chat environments.

• Spaces for Collaboration: Launch collaborative spaces where teams and guests can chat, share artifacts, and work with agents together.
• Create spaces directly from Assistants or Chat conversations.
• Manage and archive spaces while maintaining full conversation history.
• Invite internal users or external guests to participate securely.
• Mobile App Availability: Our Mobile App is available across Europe, Middle East, and Asia Pacific Regions for iOS, iPadOS, and macOS
• Status Indicators During Agent Execution: Real-time updates show when agents are processing a request.
• Optimized Guest Experience: Easier guest login and improved experience for mobile users.
• Knowledge Management Improvements:
• Friendlier timestamps for ingested documents.
• Visual status indicators for document ingestion states.
• Refreshed Assistants Page: Updated styling, search, and sort of Assistants, plus a new library experience with Assistants categorization.

• Resolved issues where agents stalled after uploading multiple files into blob storage.
• Addressed missing model options during agent routing and execution.
• Improved ingestion retries and corrected unexpected ingestion charges related to upload timeouts.

• Corrected SQL ingestion failures for Excel files where only headers were processed.
• Improved handling of PDF ingestion timeouts for larger documents.
• Enhanced error handling and ingestion status tracking across connectors.
• Enhanced OCR capability

• Addressed missing prompt variables during project prompt loading.
• Resolved SQL Data Search fuzzy search errors and output misalignment.
• Updated external API libraries to improve connection reliability (e.g., Finance).

• Improved reliability for citation links opening the correct document page.
• Fixed conversation history disappearing when switching between agents.
• Enhanced synchronization and message reliability after agent executions in embedded chat.
• Improved mobile responsiveness for speech-to-text playback and overall chat interactions

• Collaboration through Spaces
• Stronger security with Granular Guardrails and IDP Group Management
• Smarter agents with SQL Retrieval, Agent Router Improvements, and Databricks Integration
• Easier ingestion and file management across SharePoint, OneDrive, Dropbox, and OneNote
• Better document generation with Watermarks and DocGen in Mobile and Web Chat
• Over 100+ reliability and performance fixes across the Platform