# Release Notes ## Karini AI Platform - Release Notes This comprehensive documentation covers all releases for the Karini AI platform. Releases are organized by month with the most recent updates appearing first. *** #### May 2026 Release Date: May 8, 2026 Sentinel Version: v1.9.61.11 CoreML Version: v1.10.16.4 ## πŸ€– NLA Agent Builder Introducing the new NLA Agent Builder for creating intelligent agent workflows with a more streamlined and scalable orchestration experience. * Faster agent creation and configuration * Improved workflow composition * Enhanced extensibility for enterprise use cases *** ## 🧠 Deep Agent Enhancements Deep Agent continues to evolve with major upgrades focused on usability, scalability, and observability. #### ✨ New Skills Support * Added Skills capability to Deep Agent * Dynamic skill loading and resolution * Support for both native and custom skills * Improved skill caching and middleware-based serving #### πŸ“‘ Real-Time Event Streaming * Enhanced live streaming support with improved event visibility * Better nested workflow tracking for sub-agents * Improved event summaries and UI-friendly activity descriptions #### πŸ”€ Improved Model Fallback & Timeout Handling * Enhanced fallback behavior across models * Better timeout propagation and retry handling * Improved resiliency for long-running agent tasks *** ## πŸ”§ Workflow Builder Improvements #### πŸ§‘β€πŸ’» Human-in-the-Loop (HITL) Node Support Added a new HITL node to workflow recipes. * Multiple incoming and outgoing edge support * User decision-based resume handling * Multi-path routing support * Improved state management and rollback handling #### πŸ›‘οΈ Guardrail Node Support Introduced Guardrail Nodes in workflow recipes. * Integrated testing APIs * UI integration support * Safer workflow execution and validation *** ## 🎨 Prompt Playground & UX Improvements #### ✨ Prompt Playground Updates * Improved UI experience with expandable text areas in popups * Better usability for large prompts and configurations #### πŸ“Š Copilot Dashboard Enhancements Expanded analytics and dashboard capabilities: * Multi-select metrics support * Counter cards for: * Unique users * Unique sessions * Requests * Tags #### πŸ‘€ File Upload Support Added file upload capability for: * Summarization prompts * Classification prompts *** ## πŸ” Enterprise Governance & Licensing #### πŸ“œ License Manager Introduced a new License Management System. * Package-based licensing support * Dedicated license dashboard * Usage visibility and tracking #### πŸ’° AWS Partner Revenue Measurement Support Added support for AWS Partner Revenue Measurement (PRM) integrations and reporting. *** ## ⚑ Reliability & Resilience #### ⏱️ Invocation Timeout Configuration Added configurable timeout handling with per-attempt controls, graceful cleanup, and improved retry budgeting. #### πŸ”„ Enhanced Retry & Error Handling Improved resiliency with smart retry classification, adaptive exponential backoff, and better handling for AWS, Bedrock, network, and streaming failures. *** ## πŸ“‚ Data Processing & Ingestion Improvements #### πŸ“„ Auto Chunking Strategy Added automatic chunking strategies for different file types to improve ingestion quality and retrieval performance. #### πŸ“Š Data Ingestion Enhancements * Improved paused run cancellation support * Better archive mutation rollback handling * Enhanced reranker timeout configuration and performance optimization *** ## πŸ”— Connector & Media Enhancements #### πŸŽ™οΈ Amazon Transcribe Enhancements Added diarization support to Amazon Transcribe output formats for improved speaker separation. #### πŸ“Ί YouTube Connector Improvements Enhanced YouTube ingestion and metadata processing: * Batch video metadata fetching * Privacy status filtering * Improved playlist/channel handling * Enhanced metadata enrichment #### 🌐 Sitecore Connector Improvements * Image URL database parameter support * Metadata handling improvements * Checksum exclusion enhancements *** ## πŸ“ˆ Observability & Logging #### πŸ“ Improved Logging & Monitoring Enhanced debugging and observability capabilities: * MongoDB connection timing metrics * Structured event logging * Improved context preservation * Better event formatting for parsing and analytics *** ## βš™οΈ Infrastructure Improvements #### πŸš€ Connection & Performance Optimizations * Reduced connection overhead * Improved connection pooling behavior * TCP keepalive support for long-lived connections * Better adaptive timeout defaults *** ## πŸ›  Enhancements & Fixes * Minor UI refinements across platform experiences * Improved backend reliability and workflow stability * Enhanced error handling and callback URL construction * Performance optimizations across agent execution and integrations * Various bug fixes and operational improvements *** #### April 2026 Release Date: April 13, 2026 Sentinel Version: V1.9.56.3 CoreML Version: v1.10.9.6 ### πŸ”’ Security & Performance Security Hardening * Enhanced password security with intelligent rate limiting for incorrect attempts * OTP attempt limits for forgot password flow * Upgraded deprecated packages to address vulnerabilities * Automatic session validation after critical account activities Performance Optimizations * Optimized Observability queries with native app-level query generation, eliminating third-party dependencies * Memory monitoring endpoints with automated garbage collection and cleanup * Ray framework integration for webhook recipes, enabling parallel processing in isolated environments ### πŸ“Š Copilot Enhancements Advanced Analytics Dashboard * New metrics-focused dashboards in copilot history: latency, TTFT (Time to First Token), request routing patterns * Real-time metric rollups with historical comparison Enhanced Filtering & Data * New time-based filters in copilot history table * Copilot history filters for external users * Guardrail and feedback filtering options * Support for CSV, XLS, XLSX, and WAV file uploads Recipe Management * Enhanced recipe import functionality * Prompt version preservation across imports ### πŸ€– Deep Agent Platform Core Agent Capabilities * Complex workflow orchestration with enhanced event logging * Sequential event streaming for real-time monitoring * Improved interruption handling UI New Agent Tools * 🧠 Think Tool: Generates and streams agent reasoning process * πŸ’» Code Interpreter: Execute code within agent workflows * πŸ”Œ MCP Support: Full integration with traces in recipes and prompts Runtime & Execution * Abort capabilities for Karini Runtime and Agentcore recipes * Webhook request status polling * Enhanced error handling and recovery ### 🎯 New Nodes & Tools Workflow Nodes * Pass Through Node: Routes responses to next node without modification * Guardrail Node: Content filtering and safety controls with comprehensive filter support KnowledgeBase Node * Teradata EVS integration support * Azure AI Search integration support (parity with OpenSearch) Browser Use Tool * File upload capability * Client ID and request ID propagation in browser configuration ### πŸ”— Integrations & Connectors SSO & Authentication * Ping Identity SSO provider support Data Sources * Sitecore connector enhancements: video support, caching optimization AI Services * Custom SageMaker reranker endpoints with configurable response parsing * Amazon Transcribe diarization output format option * OCR Textract output format selection (JSON or plain text) ### 🧠 Model Hub Updates * Claude Sonnet 4.6 and Claude Opus 4.6 now available * Service tier selection for Amazon Bedrock models * User unable to add Deprecated models in model hub ### 🎨 Agent Hub Agent Creation & Management * Create custom agents from pre-built agent templates * Workflow recipe validates all Required fields so user can navigate to appropriate resources * Agent selection from curated library ### πŸ› οΈ Developer Experience Knowledge Base Management * Pause/unpause KB recipes when dataset changes based on user configured limits for adds/deletes/change events * Admin confirmation workflow before unpausing recipe Infrastructure * Automated migration scripts with integrated change logs * Streamlined deployment process Prompt Engineering * Image upload support in summarization and classification prompt nodes * Consistent experience across agent and standalone prompts ### πŸ› Bug Fixes & UI Enhancements * UI/UX improvements across platform components * Enhanced error messaging and user feedback * Performance optimizations for smoother user experience *** #### February 2026 **Release Date:** February 10, 2026 **Sentinel Version:** v1.9.46.4 **CoreML Version:** v1.9.99.3 ### 🧠 Deep Agent (Beta) Launch ✨ Deep Agent (Beta) is now live! * 🀝 Human-in-the-loop support for guided agent execution * πŸ“‘ Live event streaming for real-time visibility into agent workflows * ⚑ Designed for complex, multi-step orchestration scenarios This marks a major step toward enterprise-grade agentic automation. ### 🧩 Recipe & Prompt Enhancements * πŸ†• Added new prompt type support for: * Deep Agent * Node-level prompts in Recipes * πŸ” Introduced OAuth2 authentication method in: * REST API Tool (Prompt Playground) * Recipe-level integrations * 🧡 Improved recipe processing with a detached actor implementation: * Optimized memory usage * Reduced throttling risks * Better isolation and stability ### πŸ”Œ MCP & External Integrations * 🌍 Remote MCP servers integration support * πŸ“‚ Support for MCP recipes via external APIs, including file handling ### πŸ” Advanced Authorization Controls * πŸ‘₯ Added Access Control Groups at: * Node level * Agent level Enables fine-grained permission control to restrict or allow authorized users securely. ### πŸ€– Model Support Expansion (Bedrock) Added support for new models: * Claude Opus 4.6 – Advanced reasoning and long-context workflows * GLM 4.7 & GLM 4.7 Flash – Fast multilingual performance * Kimi K2.5 – Strong reasoning and long document handling * MiniMax M2.1 – Efficient conversational AI * Qwen 3 Coder Next – Optimized for coding tasks * DeepSeek V3.2 – High-performance reasoning model Expanding your options for performance, reasoning, coding, and multilingual use cases. ### πŸ“Ί New YouTube Connector * πŸŽ₯ Improved transcript extraction * 🧠 Updated video embedding conversion logic * More reliable processing and enhanced semantic search capability ### πŸ“Š Evaluation & Observability * πŸ“ˆ Evaluation added for: * Agents * Webhooks Improved evaluation metrics for response quality and performance benchmarking. ### πŸ’¬ Copilot Enhancements * 🎨 UI improvements for better usability and responsiveness * πŸ‘€ Admin preview for user conversation threads ### πŸ”Ž OpenSearch Enhancements * πŸ“ Added Form-based search * πŸ” Integrated Vector search * ⬇️ Dropdown selector for choosing search type Provides more flexible and powerful search capabilities. ### πŸ’° Cost & Token Tracking Improvements * πŸ”„ Separated Token Rollup into a dedicated background process * πŸ“Š Improved accuracy for: * Global dashboards * Cost analytics * Token consumption reporting ### πŸ›  Enhancements & Fixes * Minor UI refinements for improved usability and responsiveness * Performance optimizations across agent and recipe execution * Various bug fixes and backend reliability improvements *** #### January 2026 **Release Date:** January 16, 2026\ **Sentinel Version:** v1.9.43\ **CoreML Version:** v1.9.97.1 ### πŸ‘₯ Admin & Permissions * Mass UpVote/DownVote: Admin users can now bulk upvote/downvote items in Copilot history ### βš™οΈ Configuration & Settings * Organization Page Defaults: Added default model configuration for: * Dynamic Filtering * Query Rewriting * Evaluation Judge * Caching * Topic Classification ### πŸ”„ Workflow & Nodes * Pass-through Node: New node type added to workflow system ### ⚑ Performance Optimizations * Server-side Pagination: Implemented global server-side pagination with optimized key-based search for faster page loads and reduced memory usage * Payload Serialization: Added compression to reduce payload size, improving bandwidth utilization and transfer speed ### 🎨 UI/UX Improvements * Traces HTML Formatting: Enhanced rich text view for trace data ### πŸ”§ Tools & Integrations * MCP Tool Type: Added new MCP (Model Context Protocol) tool type * YouTube Connector: New connector supports fetching single videos or entire channel content ### πŸ€– Copilot Enhancements * File Upload Limit: Increased maximum file size from 30MB to 50MB (πŸ“€) * Dataset Export: Added multi-select export functionality for: * Fine-tuning datasets * Node optimization data * Node evaluation data from Copilot history *** ### November 2025 **Release Date:** November 21, 2025\ **Sentinel Version:** v1.9.8.2\ **CoreML Version:** v1.9.89.7 #### 🎯 Agent Evaluation System * **Comprehensive Evaluation Framework**: Test agents against datasets with automated metrics for performance validation, per-sample context, and custom prompts for fine-grained testing * **Agent-Specific Metrics**: Tool Accuracy, Goal Achievement, and Execution Efficiency metrics tailored for agentic workflows * **Agent Iteration Tracing**: Full iteration-level tracing for debugging agentic workflows and understanding agent behavior * **Evaluation Runs Tracking**: Monitor evaluation progress and results across multiple runs with detailed dashboards * **Prompt Playground Evaluation**: Interactive evaluation directly in playground environment for rapid testing * **Origin Tracking**: Evaluation run tracking with origin field in chatbot requests for audit trails #### πŸ“Š Prompt Evaluation Enhancements * **Results Analytics**: Detailed statistical analysis with mean, median, standard deviation, and score distributions * **Evaluation Dashboard**: Enhanced UI for viewing and managing evaluation runs with filtering and sorting #### πŸ”Œ MCP Server Management * **Trusted Agents Catalog**: Pre-configured MCP servers ready for one-click deployment * **MCP Testing Tools**: Test functionality for MCP tools directly in the playground environment * **Configuration Validation**: Automatic validation of MCP server configurations on upload to prevent errors * **Server Lifecycle Management**: Enable, disable, test, edit, and remove MCP servers through intuitive UI #### πŸ” Vector Search & Retrieval * **Hybrid Search Dataset API**: RESTful API for hybrid search across vector datasets with programmatic access * **Search Configuration UI**: Interactive search panel for testing and configuring search settings in real-time #### πŸ”— Data Connectors & Enterprise Integrations * **Email Connector**: Integration for email data ingestion and processing workflows with document reader agent tools * **URL Connector Optimization**: String metadata handling with improved performance * **Sharepoint Enhancements**: Enhanced document extraction for knowledge base nodes * **Sitecore Connector**: Optimized CMS integration for content management #### ⚑ Semantic Caching Enhancements * **Cache Setup Logging**: Detailed logs for semantic cache initialization and debugging #### πŸ“„ Document Processing & Preprocessing * **Filename Context**: Document preprocessor includes filename in processed-data context * **Audio File Ingestion**: Fixed audio file chunking in copilot interactions * **Archive Processing**: Improved handling of ZIP, RAR, 7Z files with better extraction #### πŸ€– Model Support * **Amazon Nova Act**: Browser automation integration with configurable timeout settings * **Embeddings Optimization**: Batch embedding inference via AWS Bedrock for improved throughput #### βš™οΈ Performance & Infrastructure * **Dependency Updates**: Updated core dependencies for security and performance improvements *** ### October 2025 **Release Date:** October 30-31, 2025\ **Sentinel Version:** v1.8.97\ **CoreML Version:** v1.9.88 #### πŸ“Š Observability & Analytics * **Grafana Integration**: Enterprise-grade observability with customizable Grafana dashboards * **Agent Requests Table**: Detailed table view of all agent executions with advanced filtering * **Performance Trends**: Line charts showing latency, success rates over time for trend analysis * **Token Metrics**: Comprehensive token tracking across agents and time periods with bar graph visualizations * **Tool Analytics**: Tool usage frequency, duration trends, execution counts, and performance metrics * **Custom Queries**: Build custom visualizations and reports with SQL query support #### πŸ€– Model Support & Capabilities * **Meta Llama 4 Series**: Support for Llama 4 70B and 8B variants for diverse use cases * **Claude Sonnet 4.5**: Latest Anthropic models with extended context windows * **Amazon Nova Multi-modal Embeddings**: Configurable dimensions (3072, 1024, 384, 256) for flexibility #### πŸ”„ Agentic Workflows Framework * **Code Interpreter**: Integrated code execution capabilities for dynamic programming tasks #### πŸ” Vector Search & Retrieval * **Reranker Integration**: Reranker node for improved search relevance with cross-encoder reranking and Cohere and AWS Bedrock reranker support for relevance optimization * **Hybrid Search**: Combined keyword and semantic search capabilities for best results * **Batch Embedding**: Optimized batch inference for embeddings to improve throughput #### πŸ“¦ Batch Processing & Distribution * **Bedrock Batch Inference**: AWS Bedrock batch job management with status tracking * **Error Handling**: Graceful failure handling with file skip logic for resilience #### πŸ”Œ MCP (Model Context Protocol) * **MCP Selector Component**: Dedicated component for selecting and managing MCP servers * **Configuration Encryption**: Encrypted credential storage for sensitive MCP server environment variables * **Server Management**: Enhanced enable/disable functionality for MCP servers * **Tool Discovery**: Endpoint for discovering available MCP tools #### πŸ“… Recipe & Workflow Management * **Recipe Scheduling**: Schedule automated recipe executions with cron expression support * **Recipe Versioning**: Version control for recipes with rollback capabilities and version comparison * **Execution History**: Track all recipe runs with detailed logs and outputs * **CRON Scheduling**: Job scheduling with cron expressions and timezone support * **Recurring Tasks**: Automated recipe execution with schedule definitions #### πŸ“ˆ Evaluation Enhancements * **Online Evaluation Matrix**: Dashboard for online evaluation metrics with filtering capabilities * **Topics Classification**: Topic trends analysis for copilot interactions *** ### September 2025 **Release Date:** September 30, 2025\ **Sentinel Version:** v1.8.82\ **CoreML Version:** v1.9.7 #### 🏒 Enterprise Integrations * **SAP ODATA Integration**: Native SAP ODATA connector support * **Zendesk Integration**: Integrate with Zendesk for customer support ticket management with full API support #### 🌐 Browser Automation Tools * **Browser Use Integration**: Playwright-based web automation framework * **Interactive Browser Control**: Chat interface for browser operations * **Web Scraping**: Dynamic content extraction with anti-scraping bypass capabilities * **Chromium Support**: Headless browser automation with full Chrome DevTools Protocol * **Browser Use Tool**: Nova Act integration for browser automation tasks #### 🎡 Audio & Video Processing * **Speech-to-Text**: Audio transcription with intelligent chunking support * **Video Processing**: Video file upload and processing with transcript generation #### πŸ“¦ Recipe & Workflow Management * **Recipe Import/Export**: Three import options with clone prompts functionality * **Rollback Feature**: Quickly revert to previous recipe versions on failures * **Recipe Auto Layout**: Automatic node arrangement for better visualization #### πŸ€– Agent Runtime & Orchestration * **Agent 2.0 Recipe Enhancements**: Code interpreter tool and hybrid search in knowledgebase nodes * **Recipe Versioning Improvements**: Version display in copilot history with published\_by tracking #### ⚑ Performance & Operations * **Scheduling Enhancements**: End date filters and validation improvements for scheduled tasks * **Tracing UI Improvements**: Expanded view with collapse/expand all functionality * **Token Rollup Optimization**: Increased window to 24 hours with frequency of 1 hour for better performance *** ### August 2025 **Release Date:** August 25, 2025\ **Sentinel Version:** v1.8.64\ **CoreML Version:** v1.9.2 #### 🏒 Enterprise Integrations * **Sitecore Connector**: Integration with Sitecore CMS for content management * **Box Integration**: Secure file storage and collaboration through Box #### πŸ€– Model Provider Expansion * **Google Vertex Gemini**: Full Gemini model family support across all versions * **Azure OpenAI**: Complete Azure OpenAI integration with latest GPT models * **Context Length Updates**: Extended context windows for supported models #### πŸ” Large File Context Management * **Split & Merge Strategy**: Advanced document chunking strategies for optimal retrieval * **Metadata Extraction**: Entity validation for metadata extraction #### πŸ€– Agent Runtime & Orchestration * **Semantic Cache**: Initialize semantic cache button for Agent 2.0 for improved response times #### ⚑ Performance & Infrastructure * **Token Management**: Improved token rollup with chunking for large arrays * **Token Optimization**: Automatic token counting and optimization suggestions * **AgentCore Runtime**: Agentcore Runtime Support with ARM Containers #### πŸ”Œ MCP & Tools * **MCP Organization Support**: Organization-level MCP server management * **Recipe Tool Forms**: Enhanced forms for Box connector and presigned URL connector #### πŸ”’ Security & Compliance * **Okta Authentication**: Enhanced logging and debugging for SSO issues *** ### July 2025 **Release Date:** July 24, 2025\ **Sentinel Version:** v1.8.58\ **CoreML Version:** v1.8.98 #### 🀝 Collaboration Features * **Draft Mode**: Collaborative editing mode for prompts and agents with real-time updates * **Rich Text Editing**: Editor with table of contents, custom tables, image upload, hyperlinks, and font styling * **Visual Context**: Citation visibility controls and image panel in draft mode * **Share & Collaborate**: Share drafts with team members for review and feedback #### 🎨 User Experience & Interface * **Chat Widget Enhancements**: Seed questions, follow-up questions, and close button improvements * **Visual Capabilities**: Process and analyze images, diagrams, and visual content with enhanced image panel #### πŸ’» Developer Experience * **WebSocket Support**: Real-time bidirectional communication for interactive applications * **API Documentation**: Comprehensive API documentation with code examples * **SDK Support**: Python, JavaScript, and TypeScript SDKs * **Webhook Support**: Outbound webhooks for event notifications * **Batch APIs**: Asynchronous batch processing endpoints #### πŸ”’ Security & Access Control * **API Key Management**: Organization-level API key validation and secure access control #### ⚑ EventBridge Integration * **AWS EventBridge**: Agent 2.0 scheduling with AWS EventBridge *** ### June 2025 **Release Date:** June 27, 2025\ **Sentinel Version:** v1.8.24 #### πŸ“Š Observability & Analytics * **MCP Server Count**: Dashboard statistics for MCP server usage and monitoring #### πŸ”’ Security & Operations * **Recipe Import Security**: Organization-level checks to prevent cross-org imports * **Security Scanning**: Integrated security scanning in CI/CD pipeline for vulnerability detection #### 🎨 User Experience & Interface * **Full Screen Mode**: Enhanced UI for focused editing experience * **File Upload Improvements**: Presigned URL support and HTML file upload option #### πŸ“¦ Recipe & Workflow Management * **JSONPath Validation**: Enhanced regex for jsonpath field validation * **Scheduled Recipe Fixes**: Improved reliability for scheduled executions #### πŸͺ Catalog & Discovery * **Agent Marketplace**: API changes for agent discovery and deployment *** ### May 2025 **Release Date:** May 28, 2025\ **Sentinel Version:** v1.8.8\ **CoreML Version:** v1.8.86 #### πŸ€– Model Support & Capabilities * **Thinking Mode Support**: Extended reasoning capabilities for compatible models * **Reasoning Transparency**: Expose model reasoning process for better debugging and understanding * **Model Versioning**: Pin to specific model versions for reproducibility * **Amazon Nova Premier v1**: Latest Amazon Nova flagship model with advanced capabilities * **Meta Llama 4**: Support for Llama 4 70B and 8B models * **GPT 4.1 Series**: GPT 4.1, 4.1 Mini, 4.1 Nano with enhanced performance * **OpenAI O-Series**: O4 Mini and O3 reasoning models for complex tasks * **GPT 4.5 Preview**: Early access to GPT 4.5 #### πŸ“„ Document Format Support * **PowerPoint Processing**: PPTX file parsing and extraction * **Excel Support**: XLSX spreadsheet processing with formulas * **Legacy Word**: DOC file format support for older documents * **File Type Detection**: Enhanced MIME type detection for accuracy #### πŸ”— Connector Enhancements * **SharePoint Connector**: Enterprise SharePoint integration * **Box Token Fixes**: Resolved authentication issues for stability * **UTF-8 Handling**: Improved character encoding support for international content #### πŸ“¦ Recipe & Workflow Management * **Deployment Confirmation**: Enhanced modals for recipe deployment with clear confirmation flows * **Recipe Tool Forms**: Improved tool configuration interfaces #### πŸ“ˆ Performance & Monitoring * **Performance Monitoring**: Enhanced latency tracking (p50, p95, p99) and error rate monitoring * **Latency Tracking**: Monitor latencies across all endpoints #### 🎨 User Experience * **Loading States**: Improved loading indicators and progress feedback *** ### April 2025 **Release Date:** April 24, 2025\ **Sentinel Version:** v1.6.223\ **CoreML Version:** v1.8.85 #### πŸ”„ Agentic Workflows * **Tool Orchestration**: Multi-step tool execution and chaining * **Agent State Management**: Persistent state across interactions * **JSON Placeholder**: Template variable resolution in workflows #### 🌐 Web Content Extraction * **Web Scraping**: Enhanced content extraction capabilities * **URL Processing**: Improved URL connector with metadata handling #### πŸ“¦ Recipe Orchestration * **Conditional Logic**: Add conditional steps and branching in recipes #### πŸ€– Model Support * **Extended Model Library**: Support for latest models from OpenAI, Anthropic, AWS, and Google * **Model Fallbacks**: Configure fallback models for improved reliability * **Function Calling**: Native support for tool use and function calling across models #### βš™οΈ Infrastructure * **Horizontal Scaling**: Auto-scaling infrastructure for handling load spikes * **Load Balancing**: Intelligent request routing for optimal performance #### πŸ§ͺ Testing & Debugging * **Debug Mode**: Detailed execution traces and intermediate results * **Performance Profiling**: Identify bottlenecks and optimization opportunities *** ### March 2025 **Release Date:** March 28, 2025\ **Sentinel Version:** v1.6.204\ **CoreML Version:** v1.8.70 #### πŸ›‘οΈ Guardrails & Safety * **Guardrails Integration**: Comprehensive guardrail system to ensure AI safety and compliance * **Policy Enforcement**: Configure and enforce content policies, PII detection, and safety constraints * **Real-time Monitoring**: Track guardrail violations and policy adherence in production #### πŸ•ΈοΈ Neptune Graph Database * **Amazon Neptune**: Production-grade graph database integration * **Graph Data Processing**: Entity and relationship extraction #### πŸ” Vector Search & Retrieval * **Dynamic Metadata Filtering**: LLM-powered filter generation from natural language queries * **ACL Prefiltering**: User and group-level access control for search results #### πŸͺ Catalog & Discovery * **Catalog Export**: Export functionality for agent catalog #### πŸ“¦ Recipe & Workflow Management * **Preprocessing Enhancements**: Improved data preprocessing capabilities * **Webhook Recipe Fixes**: Stability improvements for webhook-based recipes #### πŸ”§ System Operations * **Health Check Endpoint**: System status monitoring * **Error Reporting**: Enhanced tracing and debugging capabilities * **Database Optimization**: Query optimization and indexing #### πŸ”’ Security & Encryption * **Document Encryption**: Secure document storage capabilities * **Credential Management**: Enhanced secret management * **Access Control**: Authentication and authorization improvements #### βš™οΈ Infrastructure * **Helm Chart Updates**: Enhanced Kubernetes deployment configurations *** ### February 2025 **Release Date:** February 26, 2025\ **Sentinel Version:** v1.6.183\ **CoreML Version:** v1.8.20 #### πŸ—„οΈ Data & Storage * **PostgreSQL Connector**: Table name support in credentials for improved database connectivity #### πŸ—„οΈ Data Management * **PostgreSQL**: Knowledge base query integration * **Filtering**: Sensitive information detection and filtering * **Usage Reporting**: Enhanced metrics and reporting #### πŸ’» Developer Experience * **Presigned Upload URL**: Enhanced API for secure file uploads #### ⚑ Performance & Infrastructure * **Database Optimization**: Query optimization and indexing improvements * **Ray Dockerfile**: Distributed computing optimization * **Package Updates**: Security and performance updates *** ### January 2025 **Release Date:** January 29, 2025\ **Sentinel Version:** v1.6.152\ **CoreML Version:** v1.8.5 #### πŸ‘οΈ Visual Language Model (VLM) Support * **Image Processing**: Process and analyze images, diagrams, and visual content * **Image Input**: Upload images directly in playground for multimodal interactions * **Visual Context**: Provide visual context to agents for enhanced understanding * **Multimodal Dataset**: Support for image and video understanding #### πŸ”’ Security & Access Control * **ACL Implementation**: User and group-level access control for search results #### πŸ“¦ Recipe & Workflow Management * **Recipe Action Improvements**: Enhanced recipe run execution *** ### December 2024 **Release Date:** December 26, 2024\ **Sentinel Version:** v1.6.103\ **CoreML Version:** v1.7.8 #### πŸ” Vector Search & Retrieval * **Advanced RAG Techniques**: Query rewrite and multi-query generation for better retrieval * **Top-K Configuration**: Flexible result count settings with prompt context options * **Dataset Management UI**: Interactive search panel for testing and configuring search settings * **Performance Monitoring**: Search latency tracking, relevance scores, and usage metrics #### πŸ—οΈ Platform Foundation * **Document Ingestion**: Basic document processing pipeline #### πŸ•ΈοΈ Knowledge Graph Features * **Neptune Integration**: AWS Neptune graph database with Gremlin query support * **Graph Ingestion**: Standard and Ray-distributed graph building for scalability #### 🎨 User Experience & Interface * **Copilot Thread Management**: Logical delete for copilot threads * **Prompt Template Improvements**: Enhanced variable handling in prompt templates #### πŸ“¦ Recipe & Workflow Management * **Recipe Scheduling Foundation**: Initial scheduling capabilities for automated execution #### πŸ›‘οΈ Guardrails & Safety * **PII Detection**: Sensitive data identification and filtering for compliance * **Toxicity Checking**: Content safety validation to prevent harmful outputs * **Custom Guardrails**: User-defined safety rules with output filtering * **Guardrail Tracing**: Complete visibility into safety filter execution *** **Questions or Feedback?** Contact us at or visit our documentation at **Last Updated**: November 23, 2025 --- # Agent Instructions: Querying This Documentation If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question. 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