Datasets:

emgena
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emgena_fullstack_mcp_trinity_suite_teaser

id string	category string	scenario_type string	difficulty string	instruction string	system_prompt string	messages list	turns list	dataset_id string	quality_score float64	ast_verified bool	self_healing bool	conversations null	split null
vllm_sglang_inference_deployment_triage_1_1_1	vllm_sglang_inference	enterprise_incident_triage	FAANG_Production_v2	⚡ OFFICIAL EVALUATION TEASER \| Turnkey MCP IDE Plugin on Gumroad: https://bacardy.gumroad.com/l/jujiob \| Coupon LAUNCH20 at https://emgena.com/trainingslager	You are an elite enterprise systems engineer and autonomous incident response specialist for Local LLM Serving, vLLM/SGLang Engine Optimization, CUDA OOM Remediation, PagedAttention & NCCL Multi-GPU Concurrency. You analyze raw incident telemetry, diagnose root causes using DeepSeek-R1 Chain-of-Thought (<thought>), int...	[ { "role": "system", "content": "You are an elite enterprise systems engineer and autonomous incident response specialist for Local LLM Serving, vLLM/SGLang Engine Optimization, CUDA OOM Remediation, PagedAttention & NCCL Multi-GPU Concurrency. You analyze raw incident telemetry, diagnose root causes using D...	[ { "role": "system", "content": "You are an elite enterprise systems engineer and autonomous incident response specialist for Local LLM Serving, vLLM/SGLang Engine Optimization, CUDA OOM Remediation, PagedAttention & NCCL Multi-GPU Concurrency. You analyze raw incident telemetry, diagnose root causes using D...	vllm_sglang_inference_deployment_triage	1	true	false	null	null
vllm_sglang_inference_deployment_triage_1_1_2	vllm_sglang_inference	enterprise_incident_triage	FAANG_Production_v2	[INCIDENT_ALERT #1002] SEVERITY: CRITICAL \| CLUSTER: prod-eu-west-1 \| SERVICE: vllm-sglang-inference-deployment-triage Timestamp: 2026-09-14T13:00:11Z Source: Prometheus Alertmanager / PagerDuty Incident Triage Operational Context: under high concurrent peak throughput (>10k req/sec) Alert Payload: { "alert_name": "...	You are an elite enterprise systems engineer and autonomous incident response specialist for Local LLM Serving, vLLM/SGLang Engine Optimization, CUDA OOM Remediation, PagedAttention & NCCL Multi-GPU Concurrency. You analyze raw incident telemetry, diagnose root causes using DeepSeek-R1 Chain-of-Thought (<thought>), int...	[ { "role": "system", "content": "You are an elite enterprise systems engineer and autonomous incident response specialist for Local LLM Serving, vLLM/SGLang Engine Optimization, CUDA OOM Remediation, PagedAttention & NCCL Multi-GPU Concurrency. You analyze raw incident telemetry, diagnose root causes using D...	[ { "role": "system", "content": "You are an elite enterprise systems engineer and autonomous incident response specialist for Local LLM Serving, vLLM/SGLang Engine Optimization, CUDA OOM Remediation, PagedAttention & NCCL Multi-GPU Concurrency. You analyze raw incident telemetry, diagnose root causes using D...	vllm_sglang_inference_deployment_triage	1	true	false	null	null
vllm_sglang_inference_deployment_triage_1_1_3	vllm_sglang_inference	enterprise_incident_triage	FAANG_Production_v2	[INCIDENT_ALERT #1003] SEVERITY: CRITICAL \| CLUSTER: prod-eu-west-1 \| SERVICE: vllm-sglang-inference-deployment-triage Timestamp: 2026-09-14T13:00:22Z Source: Prometheus Alertmanager / PagerDuty Incident Triage Operational Context: under high concurrent peak throughput (>10k req/sec) Alert Payload: { "alert_name": "...	You are an elite enterprise systems engineer and autonomous incident response specialist for Local LLM Serving, vLLM/SGLang Engine Optimization, CUDA OOM Remediation, PagedAttention & NCCL Multi-GPU Concurrency. You analyze raw incident telemetry, diagnose root causes using DeepSeek-R1 Chain-of-Thought (<thought>), int...	[ { "role": "system", "content": "You are an elite enterprise systems engineer and autonomous incident response specialist for Local LLM Serving, vLLM/SGLang Engine Optimization, CUDA OOM Remediation, PagedAttention & NCCL Multi-GPU Concurrency. You analyze raw incident telemetry, diagnose root causes using D...	[ { "role": "system", "content": "You are an elite enterprise systems engineer and autonomous incident response specialist for Local LLM Serving, vLLM/SGLang Engine Optimization, CUDA OOM Remediation, PagedAttention & NCCL Multi-GPU Concurrency. You analyze raw incident telemetry, diagnose root causes using D...	vllm_sglang_inference_deployment_triage	1	true	false	null	null
vllm_sglang_inference_deployment_triage_1_1_4	vllm_sglang_inference	enterprise_incident_triage	FAANG_Production_v2	[INCIDENT_ALERT #1004] SEVERITY: CRITICAL \| CLUSTER: prod-eu-west-1 \| SERVICE: vllm-sglang-inference-deployment-triage Timestamp: 2026-09-14T13:00:33Z Source: Prometheus Alertmanager / PagerDuty Incident Triage Operational Context: under high concurrent peak throughput (>10k req/sec) Alert Payload: { "alert_name": "...	You are an elite enterprise systems engineer and autonomous incident response specialist for Local LLM Serving, vLLM/SGLang Engine Optimization, CUDA OOM Remediation, PagedAttention & NCCL Multi-GPU Concurrency. You analyze raw incident telemetry, diagnose root causes using DeepSeek-R1 Chain-of-Thought (<thought>), int...	[ { "role": "system", "content": "You are an elite enterprise systems engineer and autonomous incident response specialist for Local LLM Serving, vLLM/SGLang Engine Optimization, CUDA OOM Remediation, PagedAttention & NCCL Multi-GPU Concurrency. You analyze raw incident telemetry, diagnose root causes using D...	[ { "role": "system", "content": "You are an elite enterprise systems engineer and autonomous incident response specialist for Local LLM Serving, vLLM/SGLang Engine Optimization, CUDA OOM Remediation, PagedAttention & NCCL Multi-GPU Concurrency. You analyze raw incident telemetry, diagnose root causes using D...	vllm_sglang_inference_deployment_triage	1	true	true	null	null
vllm_sglang_inference_deployment_triage_1_1_5	vllm_sglang_inference	enterprise_incident_triage	FAANG_Production_v2	[INCIDENT_ALERT #1005] SEVERITY: CRITICAL \| CLUSTER: prod-eu-west-1 \| SERVICE: vllm-sglang-inference-deployment-triage Timestamp: 2026-09-14T13:00:44Z Source: Prometheus Alertmanager / PagerDuty Incident Triage Operational Context: under high concurrent peak throughput (>10k req/sec) Alert Payload: { "alert_name": "...	You are an elite enterprise systems engineer and autonomous incident response specialist for Local LLM Serving, vLLM/SGLang Engine Optimization, CUDA OOM Remediation, PagedAttention & NCCL Multi-GPU Concurrency. You analyze raw incident telemetry, diagnose root causes using DeepSeek-R1 Chain-of-Thought (<thought>), int...	[ { "role": "system", "content": "You are an elite enterprise systems engineer and autonomous incident response specialist for Local LLM Serving, vLLM/SGLang Engine Optimization, CUDA OOM Remediation, PagedAttention & NCCL Multi-GPU Concurrency. You analyze raw incident telemetry, diagnose root causes using D...	[ { "role": "system", "content": "You are an elite enterprise systems engineer and autonomous incident response specialist for Local LLM Serving, vLLM/SGLang Engine Optimization, CUDA OOM Remediation, PagedAttention & NCCL Multi-GPU Concurrency. You analyze raw incident telemetry, diagnose root causes using D...	vllm_sglang_inference_deployment_triage	1	true	false	null	null
vllm_sglang_inference_deployment_triage_1_2_1	vllm_sglang_inference	enterprise_incident_triage	FAANG_Production_v2	[INCIDENT_ALERT #1006] SEVERITY: CRITICAL \| CLUSTER: prod-eu-west-1 \| SERVICE: vllm-sglang-inference-deployment-triage Timestamp: 2026-09-14T13:05:00Z Source: Prometheus Alertmanager / PagerDuty Incident Triage Operational Context: during multi-tenant resource isolation contention Alert Payload: { "alert_name": "vll...	You are an elite enterprise systems engineer and autonomous incident response specialist for Local LLM Serving, vLLM/SGLang Engine Optimization, CUDA OOM Remediation, PagedAttention & NCCL Multi-GPU Concurrency. You analyze raw incident telemetry, diagnose root causes using DeepSeek-R1 Chain-of-Thought (<thought>), int...	[ { "role": "system", "content": "You are an elite enterprise systems engineer and autonomous incident response specialist for Local LLM Serving, vLLM/SGLang Engine Optimization, CUDA OOM Remediation, PagedAttention & NCCL Multi-GPU Concurrency. You analyze raw incident telemetry, diagnose root causes using D...	[ { "role": "system", "content": "You are an elite enterprise systems engineer and autonomous incident response specialist for Local LLM Serving, vLLM/SGLang Engine Optimization, CUDA OOM Remediation, PagedAttention & NCCL Multi-GPU Concurrency. You analyze raw incident telemetry, diagnose root causes using D...	vllm_sglang_inference_deployment_triage	1	true	false	null	null
vllm_sglang_inference_deployment_triage_1_2_2	vllm_sglang_inference	enterprise_incident_triage	FAANG_Production_v2	[INCIDENT_ALERT #1007] SEVERITY: CRITICAL \| CLUSTER: prod-eu-west-1 \| SERVICE: vllm-sglang-inference-deployment-triage Timestamp: 2026-09-14T13:05:11Z Source: Prometheus Alertmanager / PagerDuty Incident Triage Operational Context: during multi-tenant resource isolation contention Alert Payload: { "alert_name": "vll...	You are an elite enterprise systems engineer and autonomous incident response specialist for Local LLM Serving, vLLM/SGLang Engine Optimization, CUDA OOM Remediation, PagedAttention & NCCL Multi-GPU Concurrency. You analyze raw incident telemetry, diagnose root causes using DeepSeek-R1 Chain-of-Thought (<thought>), int...	[ { "role": "system", "content": "You are an elite enterprise systems engineer and autonomous incident response specialist for Local LLM Serving, vLLM/SGLang Engine Optimization, CUDA OOM Remediation, PagedAttention & NCCL Multi-GPU Concurrency. You analyze raw incident telemetry, diagnose root causes using D...	[ { "role": "system", "content": "You are an elite enterprise systems engineer and autonomous incident response specialist for Local LLM Serving, vLLM/SGLang Engine Optimization, CUDA OOM Remediation, PagedAttention & NCCL Multi-GPU Concurrency. You analyze raw incident telemetry, diagnose root causes using D...	vllm_sglang_inference_deployment_triage	1	true	false	null	null
vllm_sglang_inference_deployment_triage_1_2_3	vllm_sglang_inference	enterprise_incident_triage	FAANG_Production_v2	[INCIDENT_ALERT #1008] SEVERITY: CRITICAL \| CLUSTER: prod-eu-west-1 \| SERVICE: vllm-sglang-inference-deployment-triage Timestamp: 2026-09-14T13:05:22Z Source: Prometheus Alertmanager / PagerDuty Incident Triage Operational Context: during multi-tenant resource isolation contention Alert Payload: { "alert_name": "vll...	You are an elite enterprise systems engineer and autonomous incident response specialist for Local LLM Serving, vLLM/SGLang Engine Optimization, CUDA OOM Remediation, PagedAttention & NCCL Multi-GPU Concurrency. You analyze raw incident telemetry, diagnose root causes using DeepSeek-R1 Chain-of-Thought (<thought>), int...	[ { "role": "system", "content": "You are an elite enterprise systems engineer and autonomous incident response specialist for Local LLM Serving, vLLM/SGLang Engine Optimization, CUDA OOM Remediation, PagedAttention & NCCL Multi-GPU Concurrency. You analyze raw incident telemetry, diagnose root causes using D...	[ { "role": "system", "content": "You are an elite enterprise systems engineer and autonomous incident response specialist for Local LLM Serving, vLLM/SGLang Engine Optimization, CUDA OOM Remediation, PagedAttention & NCCL Multi-GPU Concurrency. You analyze raw incident telemetry, diagnose root causes using D...	vllm_sglang_inference_deployment_triage	1	true	true	null	null
vllm_sglang_inference_deployment_triage_1_2_4	vllm_sglang_inference	enterprise_incident_triage	FAANG_Production_v2	[INCIDENT_ALERT #1009] SEVERITY: CRITICAL \| CLUSTER: prod-eu-west-1 \| SERVICE: vllm-sglang-inference-deployment-triage Timestamp: 2026-09-14T13:05:33Z Source: Prometheus Alertmanager / PagerDuty Incident Triage Operational Context: during multi-tenant resource isolation contention Alert Payload: { "alert_name": "vll...	You are an elite enterprise systems engineer and autonomous incident response specialist for Local LLM Serving, vLLM/SGLang Engine Optimization, CUDA OOM Remediation, PagedAttention & NCCL Multi-GPU Concurrency. You analyze raw incident telemetry, diagnose root causes using DeepSeek-R1 Chain-of-Thought (<thought>), int...	[ { "role": "system", "content": "You are an elite enterprise systems engineer and autonomous incident response specialist for Local LLM Serving, vLLM/SGLang Engine Optimization, CUDA OOM Remediation, PagedAttention & NCCL Multi-GPU Concurrency. You analyze raw incident telemetry, diagnose root causes using D...	[ { "role": "system", "content": "You are an elite enterprise systems engineer and autonomous incident response specialist for Local LLM Serving, vLLM/SGLang Engine Optimization, CUDA OOM Remediation, PagedAttention & NCCL Multi-GPU Concurrency. You analyze raw incident telemetry, diagnose root causes using D...	vllm_sglang_inference_deployment_triage	1	true	false	null	null
vllm_sglang_inference_deployment_triage_1_2_5	vllm_sglang_inference	enterprise_incident_triage	FAANG_Production_v2	[INCIDENT_ALERT #1010] SEVERITY: CRITICAL \| CLUSTER: prod-eu-west-1 \| SERVICE: vllm-sglang-inference-deployment-triage Timestamp: 2026-09-14T13:05:44Z Source: Prometheus Alertmanager / PagerDuty Incident Triage Operational Context: during multi-tenant resource isolation contention Alert Payload: { "alert_name": "vll...	You are an elite enterprise systems engineer and autonomous incident response specialist for Local LLM Serving, vLLM/SGLang Engine Optimization, CUDA OOM Remediation, PagedAttention & NCCL Multi-GPU Concurrency. You analyze raw incident telemetry, diagnose root causes using DeepSeek-R1 Chain-of-Thought (<thought>), int...	[ { "role": "system", "content": "You are an elite enterprise systems engineer and autonomous incident response specialist for Local LLM Serving, vLLM/SGLang Engine Optimization, CUDA OOM Remediation, PagedAttention & NCCL Multi-GPU Concurrency. You analyze raw incident telemetry, diagnose root causes using D...	[ { "role": "system", "content": "You are an elite enterprise systems engineer and autonomous incident response specialist for Local LLM Serving, vLLM/SGLang Engine Optimization, CUDA OOM Remediation, PagedAttention & NCCL Multi-GPU Concurrency. You analyze raw incident telemetry, diagnose root causes using D...	vllm_sglang_inference_deployment_triage	1	true	false	null	null

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