Workflow Orchestration
Coordinate multi-agent loops with event-driven triggers, API integrations, and reactive intelligence.
L1-L5 Modular Architecture
The underlying execution pipeline coordinates multi-agent loops with clear separation of concerns:
- L1 (Primitives) - Basic agent operations and tasks
- L2 (Composition) - Agent combinations and sequences
- L3 (Orchestration & Heuristics) - Multi-agent coordination with intelligent decision-making
- L4 (Execution & Workflows) - Complex workflow execution and automation pipelines
- L5 (Presentation Outputs & Custom UI) - User-facing interfaces, export formats, and custom brand experiences
sk1 Freeze: Infinite RLHF
Every agent execution creates a frozen snapshot (sk1 freeze) that captures the complete state, context, and decision tree. This enables +1 infinite RLHF (Reinforcement Learning from Human Feedback) built into every turn, allowing continuous improvement and learning from each interaction without losing historical context.
The sk1 freeze acts as an immutable checkpoint that can be replayed, analyzed, and optimized, creating a continuous feedback loop that enhances agent performance over time while maintaining auditability and reproducibility.
Event-Driven Triggers
Cron Jobs
Schedule workflows for specific times and intervals. Perfect for regular content generation.
API Triggers
Trigger workflows from external systems via REST APIs. Build real-time integrations.
Webhook Listeners
Reactive intelligence that responds to events and triggers campaigns automatically.
Example Workflow
- Cron job triggers daily content generation
- Agent creates multi-modal content using Content Studio
- Content is tagged with Brand Kit and Knowledge Items
- Export Platform generates shareable links
- Webhook notifies external CMS when content is ready
- Analytics feed back into Knowledge System for optimization