{ "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 }