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"name": "Agentic Incident Response Orchestrator",
"problem": "Production teams need agentic automation without allowing an LLM-style planner to execute unsafe remediation.",
"domain": "llm-agents",
"architecture": "agent",
"hugging_face_tasks": [
"text-classification",
"text-generation",
"summarization",
"question-answering"
],
"recommended_stack": [
"FastAPI for incident and approval APIs",
"LangGraph for durable multi-agent orchestration",
"PostgreSQL for checkpoints and audit events",
"Redis for queues, locks, and idempotency",
"OpenTelemetry plus Prometheus and Grafana",
"Docker Compose for reproducible service integration"
],
"real_world_data_sources": [
{
"name": "GitHub Events API",
"url": "https://api.github.com/events?per_page=10",
"purpose": "Real deployment and repository activity events"
},
{
"name": "Hacker News API",
"url": "https://hacker-news.firebaseio.com/v0/topstories.json",
"purpose": "Public event-stream input for routing and summarization"
}
],
"job_description_skills": [
"Multi-agent planning and tool orchestration",
"Human-in-the-loop approval and durable execution",
"Idempotent integrations and failure recovery",
"Telemetry-driven agent evaluation",
"Least-privilege production automation"
],
"impact_targets": [
"Route >= 90% of reviewed incidents to the correct first tool",
"Block 100% of state-changing actions without approval",
"Resume interrupted plans without duplicate tool execution",
"Reduce simulated time-to-triage by >= 40% versus manual routing"
],
"baseline_evaluation": {
"test_examples": 4,
"accuracy": 1,
"synthetic_evaluation": true
},
"estimated_delivery": "8-12 weeks for one engineer",
"generated_baseline_is_production_ready": false
}
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