kaman.ai

What's New

Release Notes

Stay up to date with the latest features, improvements, and updates to the Kaman AI platform.

v3.11

Free Monthly Credits, Agent Delegation, and Trust & Transparency

March 25, 2026
Every new account now gets free credits each month — no credit card required
Agents can now delegate tasks to other agents for complex multi-step work
Configurable credit display, improved billing, and updated legal pages for full transparency

New Features

  • Free monthly credits for all new accounts — explore agents and workflows at no cost
  • Configurable credit display multiplier — credits are now shown as display credits (e.g. 5,000 credits instead of $5)
  • Agent delegation — agents can now call other agents to break down complex tasks across specialized roles
  • Delegate agent UI — teal-accented progress cards and modal show when an agent hands off work to another
  • Audit Trail section added to Security Fabric compliance page

Improvements

  • Pricing page redesigned — free tier card, corrected credit amounts, and updated FAQs
  • Homepage updated with free credit messaging, improved CTAs, and trust signals
  • Privacy Policy updated with AI data processing section covering LLM usage, knowledge bases, and BYOK
  • Terms of Service updated with Credits, Billing, and Free Tier section
  • All legal pages updated to reflect current platform name and date
  • CAML memory system improved — observations are now staged instead of rejected for new agents
  • Audit trail scoped to user's organization for proper data isolation
  • Smarter agent tool search — eliminated name collision that caused LLM loops
  • LinkedIn MCP split into personal and organization credential profiles

Fixes

  • Fixed billing credits column showing raw dollar amounts instead of display credits
  • Fixed checkout session failures on credit purchase
  • Fixed OAuth plugin authentication getting stuck as 'none'
  • Fixed chat message links invisible against background color
  • Fixed credential selection not being passed through to tool execution
  • Fixed MCP protocol compliance — proper 405 responses for unsupported methods
  • Fixed integration panel scroll, resource search filter, and MCP error detection
  • Fixed DynamoDB Lake House duplicate records from inconsistent key naming

Previous Releases

v3.10
March 15, 2026

CI/CD Pipelines, Docker Optimization, and Platform Reliability

  • Full CI/CD pipeline with automated builds, unit tests, and end-to-end testing
  • Docker images optimized across all 81 services — faster deploys, smaller images
  • 230+ automated tests covering agents, workflows, credentials, and more

New Features

  • CI/CD pipeline — automated multi-arch builds, unit tests, e2e tests, and deploy stages
  • 230+ end-to-end tests covering chat, workflows, agents, credentials, models, and knowledge base
  • Setup guides for all 80+ integrations — step-by-step instructions with help icon popup
  • OpenClaw V2 skill compatibility — import skills with credentials, parser, and security scanning
  • Odoo and ERPNext ERP connectors added
  • Connector picker modal for streamlined data lake connections

Improvements

  • All 81 MCP Docker images rebuilt with multi-stage Alpine builds — significantly smaller images
  • Non-MCP service Dockerfiles optimized with multi-stage builds and bloat removal
  • Docker build context reduced from 70GB to KB per service
  • Deploy script improved with build timeouts, cleanup traps, and parallel job queues
  • Workflow tool search now uses hybrid text + vector search with result limits
  • S3 offload thresholds raised for large tool results — smoother agent conversations
  • Parallel CI builds for 6x faster feedback
  • All research papers now include proper author attribution

Fixes

  • Fixed workflow engine: null guards, interrupt handling, parallel execution, and boolean casting
  • Fixed credit card regex falsely matching geographic coordinates in tool results
  • Fixed Google OAuth login parameter passing
  • Fixed Jira domain URL parsing and Google Sheets data format for data lake
  • Fixed Monday.com MCP returning unstructured data causing empty tables
  • Fixed Tools & Workflows page stuck on loading spinner
  • Fixed tool approval modal styling in dark theme
  • Fixed custom function field editing in workflow Execute Node
  • Added OAuth refresh token flow to Dropbox and Todoist integrations
v3.9
March 8, 2026

Security Fabric, 80+ Connectors, and ETL Automation

  • 45 new connectors bring the total to 80+ — project management, payments, CRM, cloud storage, and more
  • Every AI action is now cryptographically verified with tamper-proof audit trails and compliance dashboards
  • Generate executable ETL workflows directly from your data mappings with one click

New Features

  • 45 new MCP connectors — the largest integration expansion to date, bringing the total to 80+
  • Project Management hub — Jira, Trello, Asana, Monday, ClickUp, Todoist, Basecamp, and Clockify
  • Payments & E-Commerce — PayPal, Square, Razorpay, Instamojo, QuickBooks, Xero, Plaid, Etsy, and WooCommerce
  • Communication suite — Telegram, Twilio, SendGrid, Brevo, and Discord integrations
  • Cloud & Storage — Google Drive, OneDrive, Dropbox, Firebase, and Airtable connectors
  • CRM & Support — Zoho CRM, Pipedrive, Freshdesk, Zendesk, and Intercom
  • Finance & Trading — CoinDCX and Zerodha for real-time market data
  • Productivity — Notion, Calendly, Pabbly, and Home Assistant (IoT) connectors
  • Kaman Security Fabric -- every agent action is automatically recorded, verified, and provable with tamper-proof audit trails
  • Compliance Dashboard -- four health indicators (Data Integrity, Agent Accountability, Plugin Security, Audit Trail) in one view
  • Agent Activity Feed -- bank-statement-style view of everything your agent has done, with per-action verification
  • Trust Badge -- green/amber/red status indicator on every agent card showing verification state at a glance
  • Proof Export -- download compliance reports as JSON for auditors, regulators, or internal review
  • Data Integrity Verification -- every data lake snapshot is now Merkle-tree sealed for tamper detection
  • ETL Workflow Builder -- generate production-ready ETL workflows from data mappings using KDL system tools
  • Save Workflow button -- import AI-generated workflows directly into the workflow engine for execution
  • DSL workflow definitions -- define complete workflows in the DSL spec with validation and import support

Improvements

  • Landing page updated to showcase all 80+ connectors organized across 11 categories
  • All new connectors include auto-registration via NATS with credential injection and webhook support
  • Plugin integrity checks at load time verify that extensions have not been tampered with
  • Smarter data mapping workflows with automatic SQL generation for reads, transforms, and writes
  • End-to-end tested ETL pipeline: read from data lake, transform, and write results back automatically
  • Comprehensive e2e test suite with 68 tests covering critical platform flows
  • Cleaner project structure with 260 legacy documentation files organized into archive

Fixes

  • Standardized credential injection across all 80+ MCP connectors for consistent authentication
  • Added authorization checks to prevent cross-organization data submissions
  • Resolved MongoDB polling loop and improved KDL column type detection
  • Fixed workflow node compatibility issues with DAO validation requirements
  • Improved Docker build pipeline for parallel MCP container builds
v3.8
March 7, 2026

White Papers, CAML, and 39+ Integrations

  • Published our first research white paper on memory architecture and collective intelligence
  • Added 13 new integrations for marketing, sales, and social media -- now 39+ total
  • Collective Agent Memory lets agents learn from each other across deployments

New Features

  • White Papers section -- access in-depth research on AI agent architecture and memory systems
  • Collective Agent Memory (CAML) -- agents across deployments can now share validated learnings while keeping your data private
  • 39+ integration connectors now showcased on the landing page for easy discovery
  • 13 new integrations for marketing, sales, and social media platforms
  • Google Calendar integration -- manage events and schedules directly through your AI agent

Improvements

  • Smarter agent responses with improved tool selection and automatic escalation to more capable models
  • Enhanced memory system with persistent storage, consolidation, and visual knowledge graph
  • SEO overhaul for faster page loads, better search engine visibility, and richer previews
  • More reliable data synchronization with automatic retry and distributed locking

Fixes

  • Fixed billing issue where 100% discount coupons displayed incorrect totals
  • Resolved intermittent connection drops during long-running data syncs
  • Fixed agent conversation state being lost during multi-step interactions
  • Corrected template publishing so new templates are immediately available
v3.7
March 4, 2026

Personalized Onboarding, 100 Templates, and Smart Routing

  • New personalized onboarding flow guides you to the right templates for your role and industry
  • 100 pre-built agent templates ready to deploy in one click
  • Smart routing automatically picks the best AI model for each request

New Features

  • Personalized onboarding -- tell us your role, industry, and goals to get tailored agent recommendations
  • 100 pre-built agent templates spanning sales, marketing, finance, engineering, HR, and more
  • Smart model routing -- the platform automatically selects the best AI model based on your request complexity
  • DSL Import -- deploy complete agent configurations from a single JSON file, including tools, knowledge bases, and data lakes
  • Unified sign-in and sign-up experience on a single streamlined page

Improvements

  • Personalized home page with recommended templates based on your profile
  • Template semantic search -- find the right agent by describing what you need
  • File uploads supported in DSL imports for knowledge base documents
  • Improved template publishing and duplicate detection
v3.6
March 1, 2026

Discount Coupons, Landing Page Refresh, and Performance

  • New discount coupon system for promotions and special offers
  • Refreshed landing page with animated hero and visual storytelling
  • Major platform-wide performance and reliability improvements

New Features

  • Discount coupons -- apply promotional codes at checkout for credit purchases
  • Credit balance now visible in the top navigation bar for quick reference
  • Animated hero section on the landing page showcasing platform capabilities
  • Apple-style parallax scrolling on the homepage for a premium feel

Improvements

  • Reduced token usage through smarter prompt compression -- faster and more cost-efficient agent responses
  • One-step agent and channel creation for instant deployment
  • Platform-wide performance audit -- faster page loads, reduced memory usage, and better concurrency across all services
  • Improved real-time event streaming for more reliable live updates

Security

  • Improved credential handling across all database integrations
  • Better cache invalidation when data schemas change
  • Enhanced webhook security to prevent duplicate data processing
v3.5
February 27, 2026

Super Admin Dashboard, Transactions, and Smart Deduplication

  • New super admin dashboard with organization and user management
  • Transaction history with filtering, search, and Excel export
  • Intelligent data deduplication that runs automatically in the background

New Features

  • Super admin dashboard -- search, filter, and sort organizations with real-time statistics
  • User management page with advanced search, sorting, and filtering capabilities
  • Transaction history page with date and organization filters plus Excel export
  • AI model families -- group and manage related models with smart routing between them
  • Superadmin UI for managing model configurations across the platform

Improvements

  • Smart data deduplication -- automatically detects and removes duplicate records in your data lake
  • Faster data lake startup with staggered background jobs
  • Improved data lake caching with per-table write locks for better concurrency
  • Allow duplicate organization names and enable organization name editing
  • Async telemetry pipeline for faster page interactions

Fixes

  • Fixed mobile documentation page -- sidebar now opens as a collapsible drawer
  • Resolved blog image loading issues for a smoother reading experience
  • Fixed usage dashboard and low credit alerts to show accurate information
  • Improved marketplace page load speed by deferring background connections
v3.4
February 25, 2026

Smart Scheduling, Agent Hub, and Channel Messaging

  • Smart scheduling and reminders let agents manage your calendar proactively
  • Agents can now send messages through any connected channel
  • Agent Hub with push notifications for real-time run monitoring

New Features

  • Smart scheduling and reminders -- your AI agents can now schedule tasks and send timely reminders
  • Channel messaging as agent tools -- agents can send messages through Slack, Teams, WhatsApp, and other connected channels
  • Agent Hub with push notifications -- get real-time alerts when agent runs complete or need attention
  • Wazuh security monitoring integration -- connect your SIEM for AI-powered security analysis
  • Session URL support -- share direct links to specific agent conversations

Improvements

  • Template rollback support -- restore previous versions of your agent templates
  • JWT-based SSO for seamless enterprise single sign-on
  • Binary file uploads -- agents can now process images, PDFs, and other file types
  • Improved artifact handling for media files including video, audio, and images
  • Chatbot auto-greeting -- agents now welcome users with a contextual introduction

Security

  • System-scoped integrations are now protected from accidental modification or deletion
  • Unified authentication across all services for consistent security
  • Improved credential handling for workspace file storage
v3.3
February 23, 2026

Credit Controls, Workspace Improvements, and Dark Mode Polish

  • Enhanced credit controls prevent usage when balance runs out
  • Improved workspace with reliable file storage and artifact viewing
  • Better dark mode support across the file explorer

New Features

  • Credit balance enforcement -- usage is now blocked when credits are depleted, preventing unexpected charges
  • Improved workspace artifact panel -- files generated by agents are now reliably visible and accessible

Improvements

  • Persistent credential storage for workspace file operations -- no more re-authentication interruptions
  • Workspace health monitoring -- automatic recovery when connections are interrupted
  • Improved inline code rendering in chat conversations
  • Better dark mode styling in the file explorer
v3.2
January 15, 2026

Multi-Provider AI and Communication Channels

  • Support for multiple AI providers with automatic failover
  • 14 communication channels to reach users everywhere
  • New Model Proxy for intelligent request routing

New Features

  • Model Proxy -- seamlessly use AI models from OpenAI, Anthropic, Google, and more with automatic failover
  • 14 communication channels including Slack, Microsoft Teams, WhatsApp, and email
  • OpenAI-compatible API -- integrate Kaman agents using the standard OpenAI SDK
  • A2A Protocol -- enable agent-to-agent communication across systems

Security

  • Multi-scope model access control -- restrict models by organization, team, or individual
  • Enhanced OAuth token refresh for uninterrupted integrations
  • Improved credential encryption and scope-based access
v3.1
December 1, 2025

Workflow Engine and Data Versioning

  • Visual workflow builder for complex automation
  • Data lake with built-in version control
  • MCP plugin ecosystem launch

New Features

  • Visual Workflow Builder -- design multi-step automations with drag-and-drop
  • Data Lake (KDL) -- versioned data storage with time-travel queries
  • MCP Plugin System -- extensible architecture with standardized connectors
  • Marketplace -- discover and install pre-built agent templates

Improvements

  • Real-time streaming responses for faster agent interactions
  • Persistent workflow state -- resume automations after interruptions
  • Schema detection and automatic column mapping for data sources

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