December 1st, 2025
Hi there! I’m Iggy. The crazy one in the picture.
I am the CEO of Triform and extremely proud to send you today’s update. To me automation is about getting time to get NEW experiences rather than tedious repetition. This weekend I got to do a long due first visit at DreamHack. We’ve had an amazing and exhausting weekend at DreamHack Stockholm! I must say that I was more than skeptical when I heard the sales team had booked us for this HUUGE gaming festival. But it didn’t take more than a couple of hours until I was proven wrong. We had hundreds of people stopping by talking to us, and more than one of us lost our voices during the event.
- I guess geeks will be geeks and our demo screen with workflows and code really brought in our fellow nerds in like mosquitos to a black-light.
And what about this: after just 6 weeks we have 2 000+ triformers!
To celebrate this we're excited to share our biggest update yet!
(more about that at the bottom of this mail)
Over the past three weeks, we've shipped 112 commits across frontend and backend, adding 23,000+ lines of carefully crafted code. This release brings four major new capabilities and significant improvements across the platform.
But first - the 🚀 DreamHack Hackathon!
Deadline: Sunday 7 December 2025, 23:59 CET
Triform is still in an early, buggy, slightly chaotic state;
Perfect conditions for a hackathon!
After DreamHack , we’re now inviting you to a hackathon where you build automations, hunt bugs, and share honest feedback, shaping the future of Triform while competing for prizes (in Swedish Krona from Swedish Elgiganten). You find info, do the hand-in and send in a late signup at: The Triform and DreamHack Hackathon!
And now to the actual Change Log:
🎯 What's New
🤖 New AI Models
We've added 5 new AI models to give you more options:
Claude Haiku 4.5 — Ultra-fast responses
Gemini 3 Pro Preview — Google's latest flagship model
GPT-5.1 — Next-generation OpenAI model
Flash 2.5 — High-speed fallback option
Kimi — Now our default chat model for better conversations
📦 Complete Storage System
You can now store and retrieve files directly in your workflows!
What you can do:
Upload and download files via the new storage API
Store files scoped to your project
Use built-in
save_file()andget_file()functions in Python actionsConfigure storage through project modifiers
Perfect for:
Processing uploaded documents
Generating and storing reports
Image manipulation workflows
Data export workflows
🎨 Interactive OAuth Widgets
Make it easier to authenticate and integrate with your mail, files and much more!
What's changed:
Authenticate with Google, Microsoft, and Notion - directly in chat
Windows auto-close after successful authentication
Real-time status updates
No more leaving your conversation to connect services
Why it matters:
Building workflows with certain third-party APIs is now seamless and intuitive.
⏰ Cron Triggers (Scheduled Workflows)
Schedule your workflows to run automatically!
What you can do:
Use standard cron expressions to schedule workflows
Set up daily, weekly, monthly automations
Timezone-aware scheduling
Monitor results of scheduled executions
Great for:
Daily data syncs
Weekly reports
Scheduled maintenance tasks
Periodic backups
📊 Executions Dashboard
A dedicated page to monitor all your workflow executions!
New features:
View complete execution history
Real-time execution status
Filter and search through executions
Better debugging with detailed execution info
Clean tabbed layout
🎨 UI/UX Improvements
Cleaner Workspace
Properties panel hidden by default - Auto-opens when you select a node - More screen space for your canvas
Better Chat Experience
More concise formatting - Improved autoscroll behavior - Quick reply buttons in agent messages - Chat actions for interactive workflows
🐛 Bug Fixes
We've fixed over 20 bugs this release, including:
✅ Execution endpoint triggers now work more reliably, ✅ Project requirements parsing issues resolved, ✅ OAuth modifiers work better in chat, ✅ Fixed crash on empty executions page, ✅ Better handling of unresolved modifiers, ✅ Improved flow opening behavior, ✅ Fixed various schema validation issues
📈 By The Numbers
112 commits in 21 days
23,731 net lines of code added
4 major features shipped
5 new AI models added
20+ bug fixes
Zero breaking changes
🚀 Try It Now
All these features are live and ready to use!
Get started by asking Triton (our builder) about them inside your project:
Storage: Create a storage modifier in your project settings
Cron Triggers: Add a cron trigger to any flow or agent
Executions Dashboard: Check out your new executions page
OAuth Widgets: Next time you authenticate, enjoy the seamless experience
🙏 Thank You
This massive update wouldn't be possible without your feedback and support. We're committed to building the most powerful workflow automation platform, and we're just getting started.
Have questions or feedback? Drop us a message or join our Discord.
Happy automating! 🎉
//Iggy Gullstrand - CEO
November 4th, 2025
Another amazing couple of weeks has flown by.
Hannes has had “vacation”, but the change log begs to differ.
We have had a lot of people wanting to get seamless integrations with external services and as you can see, Zackarias has made some fantastic changes which should make things easier for you. Give it a shot and keep giving us feedback!
We are preparing for a visit to Helsinki and Slush, but fear not, nothing ever stands still.
Best wishes from me (Iggy Gullstrand)
October 23 - November 4, 2025
Major Development Period: 13 days of intensive platform improvements
Total Commits: 42 (27 backend, 15 frontend)
Focus: API integration, chat enhancements, and user experience
💡 Key Takeaways
This release represents a significant maturation of the Triform platform:
Smarter API Integration — Knowledge Store enables intelligent API research and caching
Better Development Experience — Deploy & Chat integration, loop support, and execution visibility
Enhanced Reliability — Better error handling, validation, and type safety throughout
Mobile UX — Continued improvements to mobile experience and responsiveness
Statistics:
27 backend commits over 13 days
15 frontend commits over 8 days
8 critical bugs fixed
5000+ lines of code added
🚀 Major Features & Enhancements
API Research & Testing System
🔬 Knowledge Store — Intelligent API research and caching system for better external API integrations
Persistent knowledge storage with semantic search
Automatic API documentation research and pattern recognition
Integrated testing capabilities for API workflows
Enhanced Chat Agent
💬 Execution Steps Visibility — Real-time execution steps now displayed
🔧 Improved Tool Calling — More reliable tool usage with better error handling
🔁 Loop Support in Actions — Actions can now iterate over collections
🎯 Actions in Chat — Interactive action buttons and UI elements within chat responses
⚡ Deploy & Chat Integration — Seamless transition from build to test to deployment
Action Builder Modernization
🏗️ Triform Syntax Integration — Actions now use Triform syntax during coding phase
🔄 API-Based Execution — Actions execute via API to test end to end
✅ Enhanced Validation — I/O validation against API schemas ensures type safety
📦 Requirements Building — Fixed requirements not consistently built during action build
Flow System Improvements
📊 Better Graph Validation — Catches structural errors early in flow design
🔁 Loop Support — Native support for nested flow structures with iteration
🎯 Build/Edit Operations — Expanded flow interface for iterative development
🔗 Enhanced Schema Handling — Improved validation logic for complex data flows
🎨 UI/UX Improvements
Mobile Experience
📱 Repositioned buttons for better mobile usability
🎨 Made chat button visible and usable
📐 Fixed multiple responsiveness issues across the application
✨ Enhanced mobile and tablet layout handling
Chat Interface
💡 Chat actions now render within conversation runs
🎯 Better visual feedback for ongoing operations
🔄 Improved chat store to handle interactive actions
Safety & Stability
🛡️ Added project ID validation before updates to prevent data corruption
✅ More robust project update mechanism
October 28th, 2025
New
Improved
Fixed
Visit at https://triform.ai/
Recent Development Summary (August 28 - October 28, 2025)
We’ve just opened up two weeks ago and our first 200 users have already produced more components than what a 1000 users did during our previous three month PoC.
2 Months of Intensive Development
This period represents a major transformation of the Triform platform with:
521 total commits (256 backend, 265 frontend)
1,292+ files changed across the platform
~50,000 net lines of code added
🎯 Major Achievements
Chat & AI Systems
Beta: A Chat Interface where you can use any Workflow or Agent that you’ve built.
Complete chat agent component with tool integration, making it easier to create Agentic Workflows, both manually and for our AI.
Variable widget system for dynamic inputs, making use of variables easy.
Message history, cancellation, and reverting capabilities to allow you to go back to a previous time in your project, by reverting to that interaction.
[Beta] Builder System
Complete builder refactor with full chat agent integration
Requirements gathering and completion system
Flow builder with graph dependency tracking
Remote builder execution support
Developer Experience
Magic link authentication
Global environment variables refactor
User invite system
Rudimentary mobile responsiveness
Sample payload generation
Comprehensive execution tracing
October 22nd, 2025
New Features:
🔧 Build a Tool — New functionality to create custom tools directly from the interface
📝 Variable Widget — Added variable widget for dynamic variable handling
💬 Message Reverting — Ability to revert messages in chat
👤 Fallback Avatar — Added fallback avatar display for users
🔄 Default Chat Trigger — Implemented default trigger for chat interactions
UI/UX Improvements:
Aligned logo positioning across interface
Fixed height styling (
h-full) for better layoutImproved props panel scroll and transition behavior
Enhanced tab styling throughout the interface
Open button now displays on hover
Improved step interaction visualization
Backend:
Fixed critical system bug
Improved tool reliability in trichat
Enhanced widget completion messaging
Better widget resume functionality
Bug Fixes:
Fixed agent settings functionality
Resolved step display issues
Fixed potential crash scenarios
Fixed broken trigger chat functionality
Fixed missing array initialization
Fixed widget disclosure logic
Refactor:
Renamed projects to toolboxes throughout codebase
Improved navigation to root when reverting changes
October 22nd, 2025
New Features:
🛠️ Chat with Tools — Comprehensive chat implementation with tool integration
📊 Input/Output on Steps — Added I/O handling for execution steps
💾 Tool Persistence — Selected tools now persist in local storage
Backend:
Widget models implementation
Fixed widget completion and resume functionality
Improved step status tracking
Enhanced parent ID consistency for nested steps
Performance:
Optimized component library loading (don’t load entire library on project load)
Bug Fixes:
Fixed deploy button wrapping issue
Fixed buttons on mobile devices
Fixed endpoint token creation (parts 1 and 2)
Dependencies:
Bumped package dependencies across the stack
October 22nd, 2025
New Features:
💬 Chat Panel Documentation — Comprehensive documentation for chat interface, chat history, and project selector
🛠️ Builder Overview — New detailed documentation for the Builder workspace
🤖 Enhanced Chat Features — Improved chat interface with better project selection and history management
📦 Execution State Storage — Initial implementation of execution state storage
Backend:
Flow builder with complete graph dependency tracking
Graph writer with UIContext integration
Enhanced I/O builder with better validation
Improvements:
Updated workspace overview with clearer navigation guidance
Enhanced Triton overview documentation
Improved tutorial documentation across all guides
Updated glossary with additional terms and clarifications
Better quickstart instructions for new users
Documentation:
Added 4 new chat-related documentation pages
Updated 19 documentation files for clarity and consistency
Enhanced top-bar and chat-panel documentation
Dependencies:
Updated ESLint configuration
October 22nd, 2025
New Features:
📄 LLM.txt Support — Added
llms.txtandllms.mdxfor AI-friendly documentation access⚖️ Community Terms of Service — Published comprehensive community terms and conditions
📚 Complete Documentation Export — New
all.txtfile containing all documentation (11,667 lines)🤖 AI Documentation Guidelines — Added
.docs-guidelines.mdwith 202 lines of documentation standards🌍 Global Triggers — Migrated triggers from flow/agent to project level
🔄 Global Trigger Implementation — Complete global triggers system with SQL migration
Backend:
Major chat refactoring for better performance
Fixed overlapping nodes issue
Enhanced trigger system architecture
Trigger migration SQL scripts
Frontend:
Fixed invites page functionality
Improved chat functionality
Documentation Improvements:
🔧 API Call Instructions Fixed — Updated and corrected API integration examples across multiple pages
Improved payload documentation with better examples
Enhanced trigger documentation with clearer API call patterns
Updated tutorial documentation for API integration
Better glossary definitions for API-related terms
8 documentation files updated with corrected API examples
Improved consistency across API documentation
Scripts:
Added
generate_all_txt.shscript (149 lines) for automated documentation compilation
Bug Fixes:
Fixed license formatting in community terms
Corrected navigation structure in documentation
October 22nd, 2025
New Features:
🔧 Project Variables — Environment variables renamed to project variables for clarity
📱 Mobile Support — Rudimentary mobile support added
📝
.newPrompt — Added.newprompt functionality✉️ User Invites — Complete invite system implementation
🗑️ Project Deletion — Added ability to delete projects
Backend:
Environment variables support on projects (complete implementation)
Environment variables added to chat agent context
Configuration steps during agent setup
Ability to read and parse environment files
Requirements system with gathering, completion tooling, and schema improvements
Requirements API endpoints and event models
UI/UX:
Improved chat loading states
Enhanced chat formatting
Fixed panel scrolling behavior
Improved deploy button functionality
Fixed step display issues
New prompt page improvements
Bug Fixes:
Fixed deployment socket issues
Fixed select behavior on node creation
Fixed triggers not showing
Fixed project creation issue
Fixed chat functionality issues
Code Quality:
Switched from tabs to spaces for consistency
Removed:
Dropped Twipla analytics
October 22nd, 2025
Major Documentation Restructure:
🧹 Massive Cleanup — Removed over 7,300 lines of redundant or outdated documentation
📦 Removed Deprecated Sections — Eliminated AI tools docs (Claude, Cursor, Windsurf guides)
🗂️ Streamlined Organization — Consolidated project administration docs into concepts/project/
🚫 Removed Obsolete Features — Cleaned up status pages, detailed execution docs, and extensive support pages
Documentation Removed:
AI tools integration guides (cursor.mdx, claude-code.mdx, windsurf.mdx)
Obsolete execution documentation
Redundant support pages (faq.mdx, report-a-bug.mdx, request-a-feature.mdx)
Old triton debugging documentation
Excessive user account settings documentation
Navigation pages that were no longer needed
Documentation Improvements:
Simplified concepts documentation across the board
Streamlined tutorials for better focus
Reduced complexity in workspace canvas documentation
Cleaner documentation structure (from 15,930+ to ~180 meaningful changes)
Reorganization:
Moved project-admin files to concepts/project/ structure
Consolidated variables documentation
Renamed requirements.mdx to dependencies.mdx for clarity
October 22nd, 2025
New Features:
⚡ Execution Cancellation — Complete cancellation logic with proper cleanup
🎨 Text Nodes — Added support for text nodes on canvas
📝 Markdown Support — Full markdown rendering support
🌍 Global Variables — Implemented global variables system
🔐 Magic Link Login — Passwordless authentication via magic links
📊 Running State Visualization — Added stack trace and execution state visualization
📦 Project Nodes — New project nodes functionality
Backend:
Complete builder refactor with full integration with main chat agent
Action builder UX improvements and bug fixes
Component API client with agent message models
Remote builder support for execution
Enhanced system prompt handling
Fixed memory offset and duplicate decorator issues
UI/UX:
Highlight for mentions in agent messages
Single open panel item at a time
Single click to open functionality
Hide handles in certain contexts
Made execute button sticky
Improved error display
Fixed props panel growth issues
Fixed metadata text display
Fixed input docstring display
Fixed nullish value handling
Integrations:
Added Featurebase user identification
Bug Fixes:
Fixed loop detection logic
Let agent handle tool errors properly
Migrated inputs schema