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title: ACEA - Autonomous Enterprise ChaosOps Arena
emoji: ๐Ÿ”ฅ
colorFrom: red
colorTo: orange
sdk: docker
app_port: 7860

๐Ÿ”ฅ Autonomous Enterprise ChaosOps Arena (ACEA)

An OpenEnv-compatible AI training environment where agents act as enterprise SRE engineers navigating real-world infrastructure chaos.

๐ŸŽฏ Environment Description

ACEA simulates a production enterprise environment where an AI agent must act as an incident response engineer. The agent receives live alerts, logs, tickets, and system health metrics, and must take actions to resolve incidents under dynamic, escalating chaos conditions.

This is NOT a game or toy โ€” it models real enterprise SRE scenarios including cascading failures, security breaches, and executive escalations.

๐Ÿง  Observation Space

Field Type Description
alerts List[Alert] Active system alerts with severity
logs List[LogEntry] AWS/Kubernetes-style log entries
tickets List[Ticket] Customer support tickets with escalation
system_health SystemHealth CPU, memory, latency, uptime, error rate
active_incidents List[Incident] Unresolved incidents requiring action
risk_level enum low / medium / high / critical
chaos_events List[ChaosEvent] Injected chaos events this step
time_elapsed int Seconds since episode start

โšก Action Space

{
  "type": "isolate_system",
  "target": "auth-service",
  "priority": 4,
  "reasoning": "Security breach detected โ€” isolating to prevent lateral movement.",
  "parameters": {}
}

Action types: restart_service, scale_system, debug_issue, notify_user, ignore, isolate_system

๐ŸŽฎ Tasks (Easy โ†’ Medium โ†’ Hard)

Task Difficulty Incidents Chaos Max Steps
Single Service Degradation ๐ŸŸข Easy 1 0.4x 10
Multi-Service Cascade Failure ๐ŸŸก Medium 2 1.0x 15
Triple-Threat Crisis ๐Ÿ”ด Hard 4 2.2x 20

๐Ÿงฎ Reward Function (0.0 โ†’ 1.0)