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Why do we need multiple intelligent agents?
Input
Observability(Including Retry Mechanism)
Architecture design
Hierarchical DAG task scheduling
· Average Scheduling Latency:
⚙️ Task decomposition example
InputJiutian Technology
First-level decomposition：
Third-Level Execution
Resource-Aware Scheduling
Idempotency Guarantee
Second-level aggregationLarge Model Insights
Third-level executionTechnical Insights
Priority arbitration mechanism
Nine
Resource-aware scheduling
Practical Experience in Agent Cluster Scheduling
Performance measurement
Engineering Pitfalls and Experience
Timeout and Degradation
· Average scheduling latency:187ms(Target <200ms）
· P99 scheduling latency:312ms
· System throughput:1,200 times per minute
· Intelligent agent idle rate:23%Architecture Design
(Target)99.2%(Including retry mechanism)
Engineering pitfalls and experience
- Context window management← Return to Large Model Insights
- Timeout and degradation· System Throughput:
- Idempotence guaranteePriority Arbitration Mechanism
- ObservabilityContext Window Management
Prospect
Prospect