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Release Notes

All notable changes to the Agentic AI Manufacturing Framework at a glance.

[0.7.1] - 2026-08-10

Release Summary

This hotfix improves filtered searches across multiple data sources and the reliability of agents using connected tools.

Bug Fixes

  • Filtered searches across multiple data sources now apply the requested result limit and sorting to the complete result set.
  • Agents can now reliably invoke connected tools when their API descriptions use relative service addresses.

Features

None.

Breaking Changes

None.

[0.7.0] - 2026-07-30

Release Summary

This release focuses on production hardening and customer rollout readiness. It improves platform stability, strengthens operations, expands agent capabilities, and resolves multiple smaller issues across the platform.

Highlights

Improved Rollout Readiness

This release further strengthens the platform for productive customer usage.

Better Stability and Reliability

This release resolves multiple smaller issues across core platform services, resulting in a more reliable overall experience.

Expanded Agent Capabilities

Users can now upload PDFs in the chat UI, and agents can reference images in responses when these are found in the knowledge base through semantic search. In addition to custom output guardrails, the platform now also supports custom input guardrails for use-case-specific protection.

What's New

  • Users can now upload PDFs in the chat UI for supported agent workflows.
  • Agents can now reference images in responses when these are retrieved from the knowledge base through semantic search.
  • Added support for custom input guardrails in addition to existing output guardrails.
  • Improved performance and reliability of retrieval and ingestion.
  • Fixed issues affecting agent availability and visibility in the chat experience.
  • Improved observability and diagnostics to support more reliable platform operations.
  • Further strengthened platform security and operational safeguards.
  • Increased platform resource capacity to match projected production usage requirements.
  • Fixed several usability and documentation issues.

Known Issues

  • In isolated authentication edge cases, requests may fail with a generic server error instead of a clear authentication error.
  • Invalid agent configurations may in some cases be accepted during setup and only fail at a later stage.

What to Expect

  • End users: More stable agent behavior and improved support for document- and image-based use cases.
  • Operators: Better rollout readiness, observability, and operational reliability.

[0.6.0-rev14] - 2026-06-08

Release Summary

This release focuses on strengthening the platform's enterprise readiness, operational resilience, and agent capabilities. Key enhancements include more powerful retrieval and agent operations, improved data ingestion reliability, expanded authentication and integration options, and significantly enhanced observability across the platform.

Release Highlights

Smarter Agent Retrieval and Control

Agents can now dynamically apply metadata filters during retrieval, enabling more precise access to enterprise knowledge and reducing irrelevant search results. In addition, improvements to hybrid search ensure more consistent and complete retrieval results across supported data sources.

Enhanced Enterprise Integrations

This release expands integration capabilities through MCP Workbench support with Token Provider integration and additional authentication methods for external APIs and MCP servers, simplifying secure connectivity in enterprise environments.

Improved Observability and Operational Visibility

Operators and developers now benefit from enhanced metrics, expanded request tracing, improved dashboards, and strengthened alerting capabilities, making it easier to monitor platform health and troubleshoot issues across environments.

What's New

Agent Operations

  • Agents can now apply metadata filters during retrieval operations, enabling more targeted and context-aware access to enterprise knowledge.
  • Resolved an issue in hybrid search that could cause incomplete result sets when querying a single data source, improving retrieval consistency and accuracy.
  • Added support for MCP Workbench with Token Provider integration, simplifying secure development and testing workflows.
  • Added support for additional authentication mechanisms when connecting to external APIs and MCP servers, improving flexibility for enterprise integrations.
  • Improved visibility into agent execution by providing more detailed insights into reasoning paths and tool invocation sequences.
  • Added APIs for collecting and managing user feedback on agent responses, enabling future evaluation, optimization, and continuous improvement workflows.

Data Connectivity and Ingestion

  • Enhanced ingestion pipeline resilience through improved validation, retry handling, and processing safeguards across supported data sources.
  • Improved ingestion and retrieval behavior for enterprise-scale knowledge management and data processing scenarios.
  • Expanded Excel-based ingestion and export capabilities, improving support for common business workflows and data exchange scenarios.
  • Improved handling, ingestion, and processing of Outlook email content to increase reliability and data quality.

Monitoring and Observability

  • Added enhanced runtime metrics and request tracking capabilities to improve visibility into platform behavior and service performance.
  • Expanded monitoring dashboards to provide deeper operational insights and support faster troubleshooting.
  • Improved alerting configurations across infrastructure and platform services to support proactive operations and incident management.

Platform Stability and Security

  • Delivered multiple reliability and stability improvements across core platform services, runtime components, and supporting infrastructure.
  • Addressed identified security findings across platform components and updated dependencies to mitigate known vulnerabilities.

Operations and Infrastructure

  • Enhanced continuous integration and deployment workflows to improve release reliability and development efficiency.
  • Completed infrastructure modernization and operational hardening activities across deployment environments to improve resilience and maintainability.
  • Improved tenant onboarding, environment configuration flexibility, and provisioning workflows for operators and administrators.

User Experience

  • Resolved several customer-reported usability issues across chat and monitoring experiences, resulting in a more consistent user experience.
  • Expanded and improved API documentation to simplify future integrations and developer onboarding.

Upgrade Considerations

  • No user action is required for this release.
  • Existing integrations remain fully supported.
  • All improvements are backward compatible unless otherwise communicated in future release announcements.

Breaking Changes

None.

Known Issues

No major known issues have been identified for this release.

What to Expect

End Users

  • More accurate and reliable agent responses
  • Improved retrieval quality across enterprise knowledge sources
  • More stable and consistent platform experience

Operators

  • Enhanced monitoring and alerting capabilities
  • Improved operational visibility and troubleshooting support
  • Stronger security posture and deployment readiness

Developers

  • Expanded integration and authentication options
  • Better visibility into agent execution and runtime behavior
  • Improved local development, CI/CD workflows, and platform reliability

[0.5.0-rev15] - 2026-04-02

Release summary

This release focuses on platform resilience, usability, and governance. Key improvements include critical bugfixes for session management and data retrieval, performance and stability hardening across core services, enhanced observability, and the introduction of Manifest Validation Policies - a new capability that gives operators fine-grained control over agent compliance.

What's New

Manifest Validation Policies

  • The platform now supports configurable validation policies that automatically check agent and team manifests against operator-defined rules at deployment time. Policies use a flexible JSON Logic format, enabling operators to enforce security, compliance, and configuration standards - with violations surfaced directly in deployment responses and via a dedicated reporting endpoint.

Agent Operations

  • Bugfix for session management when combined with external tool calling.
  • Retrieval endpoint of the Semantic Query Engine now correctly handles multi-datasource configurations where one datasource was empty but existing, instead of returning a 404 when other datasources contained valid data.

Platform Stability and Performance

  • Multiple performance and stability improvements across core platform services.
  • Improvements and fixes for Data Ingestion Pipelines to increase reliability and throughput.

Security and Compliance

  • General security fixes addressing identified vulnerabilities across platform components.

User Experience

  • General UI and styling improvements for a more polished and consistent look and feel.

Monitoring and Observability

  • Improved observability and metrics collection across platform components.

Operations and Onboarding

  • Simplified Tenant Onboarding process to reduce setup effort for new customers.

What to Expect

  • End users: A more stable and visually refined platform with reliable session handling and consistent data retrieval, even across complex multi-source configurations.
  • Operators: New policy-based governance tools to enforce compliance standards on agent deployments, streamlined tenant onboarding, and deeper operational visibility through improved metrics.
  • Developers: Enhanced observability for debugging, more resilient data ingestion pipelines, and a well-defined policy validation API for integrating compliance checks into automation workflows.

[0.4.0-rev19] - 2026-03-09

Release summary

This release delivers platform enhancements focused on customer integration, stability, and security. Improvements include expanded data connectivity options, enhanced agent operations, security vulnerability resolution, and improved monitoring and observability capabilities.

What's New

Data Connectivity

  • Microsoft SQL Server and Access database integration for Business Analytics Platform.
  • MS AccessDB Reader implementation for direct database connectivity.
  • Data Ingestion Endpoint now adds Support for Custom Transformation automatically handled upon ingestion.
  • Added new Custom Transformations to convert JSON to YAML or Markdown on Ingestion.

Agent Operations

  • Stability Improvements for Tools used by Shopfloor Agent.
  • User data deletion handling and improved startup resilience in Agent Runtime.
  • Improvements to Shopfloor Agent timezone handling.
  • Introduction of additional System Tests.

Security and Compliance

  • Outdated libraries removed.
  • Improvement to CI/CD Workflows.
  • Updated Chat Interface Look and Feel.
  • Enable Secret Management in Agent Runtime with tenant-specific Azure Key Vault.
  • Added Endpoint to allow dynamic deletion of User Chat Sessions.

Monitoring and Observability

  • Prometheus established as central metrics collector with OpenTelemetry integration.
  • Component-level metrics enabled throughout platform.
  • Network whitelisting for customer environment integration.
  • OpenWebUI version 0.7.2 tested and deployed.

Framework and Architecture

  • LLM Proxy service resilience improvements for Redis connection handling.
  • Performance improvements for LLM Proxy component.

What to Expect

  • End users: A stable platform with reliable agent interactions, expanded data connectivity and data transformations, and consistent performance across environments.
  • Operators: Production-grade monitoring, unified dashboards for system health, reduced security vulnerabilities, and streamlined CI/CD processes.
  • Developers: Standardized component architecture, flexible authentication options, secure dependencies, and improved observability for debugging.

[0.3.0-rev11] - 2026-01-30

Release summary

This release marks a solid step forward for the platform, focusing on reliability, security, and user experience. With several targeted improvements and upgrades, both end users and operators will notice smoother access, safer authentication, and better compliance across core services.

What’s New

Simpler, Stronger Access Control - Management of agents, teams, and data sources is now unified and streamlined. Authorization is handled consistently across the platform to simplify operations and reduce confusion.

Safer Authentication Everywhere - All user-facing interfaces and APIs now enforce secure login and permissions more strictly. Systematic testing ensures the right users have the right access—no more, no less. - Multi-factor authentication (MFA) is now available for extra security, especially for users without single sign-on.

Reliable Operations at Scale - Default limits help prevent one tenant’s heavy usage from affecting others, so performance remains stable even during peak times. - Key components for customer automation are now separated more cleanly from core platform services for added safety and resilience.

Smoother Integrations and Upgrades - The agentic backend is now compatible with the latest OpenAI chat completion standard thanks to the addition of a models endpoint. - Behind the scenes, core software components have been upgraded to more stable versions, closing off potential vulnerabilities and improving reliability.

New Data Sources and Smarter Agents - The platform now supports new types of data sources, including email integration, enabling agents to work with a broader range of business information. - Agent capabilities have been improved, making interactions more effective and flexible. - Our automatic testing framework for agents has been expanded, providing deeper measurement of agent quality and performance.

What to Expect

  • End users: Expect secure, transparent login and consistently reliable access to all platform features.
  • Operators: Benefit from easier role and permission management, plus simplified support and compliance checks.
  • Developers: Enjoy improved integration options and a strong foundation for building and connecting new applications.

This release delivers foundational advancements while keeping everything our customers already rely on steady and dependable.

[0.0.4] - 2025-12-17

Release summary - current release

This release enhances system stability, strengthens security, and expands agent capabilities. Key improvements include robust infrastructure fixes, smarter operational tools, and optimized workflows for seamless deployment.

What's New

Agent Registry:

  • Introduces an Agent Registry to create, modify, and compose agents and agent teams at runtime.
  • Enabled dynamic orchestration and configuration without redeploys via a unified management API.

Elevated Operations & Integration:

  • Reliable Build Workflow: Improved build pipelines to enhance the consistency and reliability of deployments.
  • Terraform Deployment Improvements: Split infrastructure and application deployments to ensure faster and more reliable infrastructure provisioning.
  • Updated Keycloak Integration: Aligned tenant onboarding scripts with new Keycloak requirements for streamlined authentication.
  • Load Testing & CI/CD Enhancements: New load testing utility and streamlined build/deployment pipelines.

Advanced Agent Capabilities:

  • Enhanced Shopfloor Agents: Smarter agent interactions with improved multi-turn conversations and more robust testing of Agent Behaviour.
  • Optimized Data Ingestion: Introduced new, and improved existing Ingestion pipelines for smarter and reliable agent communication.

User Experience Improvements:

  • Refined OWUI Design: Polished branding, and banner placements for a more user-friendly experience.
  • Fixed Errors in Data Ingestion: Addressed content-encoding mismatches to reduce ingestion-related failures.
  • Fixed Speech Configuration in OpenWebUI: Resolved an issue that led to errors when using Azure Speech TTS in OpenWebUI.

Improvements & Fixes

  • Strengthened Security: Reinforced protection across the platform and resolved identified vulnerabilities.
  • Enhanced Security Logging: New security logger across core services for better monitoring and compliance, with sensitive data redaction.
  • Performance & Stability: Fixed agent runtime errors, and addressed API inconsistencies.

How This Affects You

  • End Users: Enjoy improved AI interactions, a more secure platform, and smoother data processing.
  • Operators: Experience streamlined workflows, simplified authentication management, and better operational reliability.
  • Developers: Benefit from optimized build infrastructure, smarter CI/CD tools, and improved agent development frameworks.

Note

This release includes 12 additional fixes and updates not explicitly listed here.

[0.0.3] - 2025-09-26

Release summary — current release

We’re excited to ship multi‑tenant support and Single Sign‑On (SSO) in this release. These changes make it easier and safer to run multiple teams on the platform while letting users log in with the corporate identity provider.

What’s new

  • Multi‑tenancy: Tenant separation supported end‑to‑end (data ingestion, semantic query engine, agent runtime). Organisations can run isolated data and configurations on our platform.
  • Single Sign‑On (SSO): Login via Single KeyID is available across frontend and backend — unified corporate authentication.
  • OpenWebUI update: New frontend version with improved startup behavior and easier admin onboarding.
  • Prefect integration: Background jobs now run via an infra‑level Prefect + Azure Container Instances setup for more reliable task execution.

Improvements

  • More consistent and robust data ingestion APIs.
  • Performance and reliability work, plus refactorings to improve maintainability.

Notable fixes

  • OAuth / token handling issues resolved (improved SSO and service token reliability).
  • TenantID and SQE access bugs fixed so agent teams and ingestion work correctly in tenant mode.
  • OpenAPI toolbox: improved discovery and parsing of API descriptions.
  • Security patches applied across components.

How this affects you

  • End users: sign in with corporate account; chat/frontend UX improved.
  • Operators: follow updated onboarding docs for tenant setup and identity management configuration.