Knowledge Store & API Integration

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:

1. Smarter API Integration — Knowledge Store enables intelligent API research and caching
2. Better Development Experience — Deploy & Chat integration, loop support, and execution visibility
3. Enhanced Reliability — Better error handling, validation, and type safety throughout
4. 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