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)
Major Development Period: 13 days of intensive platform improvements
Total Commits: 42 (27 backend, 15 frontend)
Focus: API integration, chat enhancements, and user experience
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
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
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