| { |
| "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 |
| } |
|
|