kaman.ai

What's New

Release Notes

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

v3.15

Smarter Recovery, Tighter Boundaries

April 29, 2026
Streaming responses recover gracefully on provider hiccups — no more half-rendered messages
Model fallback now kicks in on any provider issue, not just rate limits
Memory and connections cleaned up automatically across long-running processes

Improvements

  • Streaming responses end cleanly with a proper completion marker even when the upstream model errors mid-stream
  • Model fallback chain now retries on server errors, network failures, and provider timeouts — not just rate limits
  • VM tool latency reduced — agents now share a single response channel instead of opening one per call
  • Chat history and iteration-tracking memory now self-evict idle entries so long-running processes don't grow unbounded

Fixes

  • Personal VM secret comparison hardened against timing-attack inference
  • Git webhooks refuse unsigned requests instead of falling through silently when no secret is configured
  • VM debug proxy restricted to admins and private IP ranges only — no longer a relay for arbitrary traffic

Previous Releases

v3.14
April 29, 2026

Sturdier Conversations, Cleaner Failures

  • Agents no longer silently forget mid-conversation when the database hiccups
  • Stuck LLM responses now fail fast instead of hanging until the request timeout
  • Tools are quicker to respond — no more 60-second waits for replies that already arrived

Improvements

  • Conversation memory now recovers automatically from temporary database issues
  • Detect hung LLM responses within 60 seconds — fall back instead of waiting minutes
  • Tool execution responses are picked up immediately even when they arrive instantly

Fixes

  • Closed a path where two clients could collide on the same session ID and abort each other's stream
  • Background history writes can no longer fire after a session ends
  • Health endpoint now reports conversation-state persistence outages as degraded
v3.13
April 28, 2026

Tighter Permissions, Safer Billing

  • Permission grants are now strictly scoped to your organization
  • Billing flows now use your authenticated identity — no more impersonation risk
  • Internal service authentication hardened across the platform

Improvements

  • Resource permission management is now restricted to the org owner or org admins — no more cross-tenant edits possible
  • Newsletter sending is now admin-only
  • Build pipeline made resilient to transient DNS issues during dependency fetch

Fixes

  • Closed a path where billing checkout could be initiated under another user's identity
  • Removed hard-coded service-to-service fallback secrets that could ship to production unintentionally
  • Webhook authentication now refuses to operate when its secret is unconfigured
v3.12
April 27, 2026

Faster, Steadier, Easier to Diagnose

  • Agent answers feel more consistent — same question, same approach
  • Faster first responses on simple chats (less waiting before the agent starts typing)
  • When something goes wrong, you can finally see exactly what happened in your session

New Features

  • Per-session log viewer — paste a session ID, get the full timeline across services in one view (for ops and support)
  • Health dashboard now shows live status of every backend dependency (database, cache, queue, model proxy) at a glance

Improvements

  • Agents now respond faster on simple text chats — skipping work that wasn't needed
  • Agent answers are more consistent run-to-run — same question gets the same approach
  • Plugin and workflow saves return to you immediately, even if the background sync is busy
  • Auth checks are now cached for a short window — fewer round-trips, faster API responses
  • Database connection pooling is loud about real outages instead of pretending things are slow

Fixes

  • Fixed a data-loss path where buffered writes could vanish if the database hiccupped at exactly the wrong moment
  • Closed gaps where row-level security predicates could silently degrade under malformed inputs
  • Removed a path where encrypted credentials could fall back to being treated as plaintext
  • Stopped a bug where DSL imports could create duplicate tools/agents on transient database errors
  • Scheduled tasks no longer get stuck in a 'still running' state when their notification step fails
  • Agent Hub real-time updates now log failures instead of silently dropping them
v3.11
March 25, 2026

Free Monthly Credits, Agent Delegation, and Trust & Transparency

  • 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
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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