Intelligent Task Orchestration
Agent doesn't follow fixed scripts. It decomposes tasks on its own, runs multiple steps concurrently, and auto-adjusts plans when problems arise — like a thinking executor, not a button-pressing robot.
Auto-Routing
A fast LLM classifier analyzes each incoming query and automatically routes it to the optimal execution mode — ReAct (Standard) for simple tasks, or DAG (Planning) for complex multi-step workflows. This is the default mode.
Standard Mode (ReAct)
Agent thinks and acts step by step. After each step, it decides what to do next based on results. Ideal for tasks requiring judgment and trial-and-error, like alert investigation, document analysis, and information retrieval.
Planning Mode (DAG)
Agent first creates a complete execution plan, decomposing tasks into steps and identifying dependencies — independent steps run concurrently, dependent steps run sequentially. After completion, it checks results and auto-retries with adjusted plans if goals aren't met.
Detailed Capability Matrix
Comparison between Standard ReAct and Advanced Planning modes.
| Standard Mode | Planning Mode | Auto-Routing | |
|---|---|---|---|
| How it works | Step-by-step thinking and acting | Plan first, then parallel execution | LLM classifies and routes automatically |
| Best for | Tasks requiring judgment and trial-and-error | Multi-step, parallelizable tasks | Mixed workloads (default mode) |
| Self-correction | Auto-recovers from errors | Auto re-plans when goals aren't met | Inherits from routed mode |
| Visualization | Step-by-step reasoning display | Interactive flowchart with real-time status | Mode indicator + routed mode visualization |
Visual Pipeline (Blueprint Mode)
A full visual workflow editor with 25 node types. Design agent pipelines with drag-and-drop, supporting three progressive levels:
Fully Static: Like Dify workflows — each node performs a fixed operation with deterministic I/O connections
Semi-Dynamic: Key nodes upgrade to Agent mode, reasoning autonomously within predefined tools and knowledge bases
Fully Dynamic: No static pipeline, Agent plans and executes completely autonomously
Complex DAG planning & verification
Standard ReAct execution & Tool-use
Routing, Summarization & Simple tasks
Enterprise
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