Agent Orchestration
Coordinate multi-agent workflows with L1-L5 modular architecture, event-driven triggers, and continuous learning through sk1 snapshots.
What is Agent Orchestration?
Agent Orchestration is the intelligent coordination system that manages multi-agent workflows through a 5-layer modular architecture. Each layer handles a specific responsibility—from input validation to final presentation—ensuring clean separation of concerns and optimal performance.
L1-L5 Modular Architecture
The orchestration pipeline uses a 5-layer stack that processes workflows from raw input to polished output:
Input & Validation
Entry point with automatic validation, type checking, and integrity verification
Data Processing
Transform and enrich data with parsing, formatting, and context injection
Orchestration & Heuristics
Intelligent routing and multi-agent coordination with conditional logic
Execution & Workflows
Execute workflows with parallel processing, error handling, and progress tracking
Presentation & UI
Transform results into user-facing formats with Brand Kit styling
sk1 Freeze: Continuous Learning
Every workflow execution creates an immutable snapshot (sk1 freeze) that captures the complete state, context, and decision tree. This enables continuous improvement through reinforcement learning from human feedback built into every turn.
These frozen snapshots can be replayed, analyzed, and optimized to enhance agent performance over time while maintaining full auditability and reproducibility of past decisions.
Event-Driven Triggers
Orchestrate workflows reactively based on external events:
- Cron JobsSchedule workflows for specific times and intervals
- API TriggersLaunch workflows from external systems via REST APIs
- WebhooksReactive intelligence that responds to real-time events