Production-ready frameworks and tools for building agentic AI systems. Accelerate your development team with pre-built orchestration, compliance controls, and enterprise observability.
Pre-built orchestration and controls reduce time-to-production. Get from business case to deployed agents in weeks, not months.
Human-in-the-loop approvals and comprehensive audit trails. Maintain governance and regulatory compliance at every step.
Enterprise observability and error handling for reliability. Monitor, debug, and optimise with full visibility into execution.
Execute complex tasks through structured decision trees and state management with built-in error recovery.
Break tasks into clear steps with built-in learning from outcomes and continuous improvement cycles.
Debug, test, and monitor applications with full visibility into execution traces and performance metrics.
Build complex workflows by combining specialised agents with clear communication protocols and shared context.
Support both terminal and websocket connections with real-time bidirectional communication capabilities.
Built-in approval workflows for controlled automation deployment with detailed audit trails.
Modular system for adding capabilities through standardised interfaces with versioned implementations.
Learn from past interactions through structured episodic storage with contextual retrieval.
Comprehensive logging and recovery systems with automated fallback mechanisms for production stability.
Support for Python, TypeScript, and REST APIs with comprehensive documentation and examples.
Our consultants work alongside your team to implement the toolkit, train your developers, and get you building compliant agentic AI systems.