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nccl_multi_gpu_allreduce_timeout_watchdog_teaser

⚡ Official Enterprise AI Governance & Token Runaway Shield Teaser by Emgena AI Labs.
Contains 50 verified production trajectories for Local vLLM & Private GPU SRE.
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Turnkey Enterprise Model Context Protocol (MCP) Guard for Cursor IDE & Claude Desktop. Protects against Private GPU Serving & Inference SRE.

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Die vollständige Version enthält 500 AST-geprüfte Trajektorien, 30 Produktions-Incidents, den Zero-Dependency MCP Server (server.py), DPO-Präferenzpaare und BGB/EU AI Act Compliance.

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id stringlengths 51 51	incident_id stringlengths 49 49	domain stringclasses 1 value	messages listlengths 5 5
nccl_multi_gpu_allreduce_timeout_watchdog_traj_0000	nccl_multi_gpu_allreduce_timeout_watchdog_inc_001	Private GPU Serving & Inference SRE	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for Private GPU Serving & Inference SRE. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { "role": "user", "content": "CRITICAL PRODU...
nccl_multi_gpu_allreduce_timeout_watchdog_traj_0001	nccl_multi_gpu_allreduce_timeout_watchdog_inc_002	Private GPU Serving & Inference SRE	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in Private GPU Serving & Inference SRE. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { "role": "user", "content": "CRITICAL P...
nccl_multi_gpu_allreduce_timeout_watchdog_traj_0002	nccl_multi_gpu_allreduce_timeout_watchdog_inc_003	Private GPU Serving & Inference SRE	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for Private GPU Serving & Inference SRE. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role": "user", "content": "CRITICAL PRODUCTION ...
nccl_multi_gpu_allreduce_timeout_watchdog_traj_0003	nccl_multi_gpu_allreduce_timeout_watchdog_inc_004	Private GPU Serving & Inference SRE	[ { "role": "system", "content": "You are an Enterprise SRE Sentinel operating under strict EU AI Act compliance. Diagnose incidents, execute diagnostic tools, and output production-ready remediations." }, { "role": "user", "content": "CRITICAL PRODUCTION ALERT in service 'nccl_multi_gpu_allreduce...
nccl_multi_gpu_allreduce_timeout_watchdog_traj_0004	nccl_multi_gpu_allreduce_timeout_watchdog_inc_005	Private GPU Serving & Inference SRE	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for Private GPU Serving & Inference SRE. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { "role": "user", "content": "CRITICAL PRODU...
nccl_multi_gpu_allreduce_timeout_watchdog_traj_0005	nccl_multi_gpu_allreduce_timeout_watchdog_inc_006	Private GPU Serving & Inference SRE	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in Private GPU Serving & Inference SRE. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { "role": "user", "content": "CRITICAL P...
nccl_multi_gpu_allreduce_timeout_watchdog_traj_0006	nccl_multi_gpu_allreduce_timeout_watchdog_inc_007	Private GPU Serving & Inference SRE	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for Private GPU Serving & Inference SRE. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role": "user", "content": "CRITICAL PRODUCTION ...
nccl_multi_gpu_allreduce_timeout_watchdog_traj_0007	nccl_multi_gpu_allreduce_timeout_watchdog_inc_008	Private GPU Serving & Inference SRE	[ { "role": "system", "content": "You are an Enterprise SRE Sentinel operating under strict EU AI Act compliance. Diagnose incidents, execute diagnostic tools, and output production-ready remediations." }, { "role": "user", "content": "CRITICAL PRODUCTION ALERT in service 'nccl_multi_gpu_allreduce...
nccl_multi_gpu_allreduce_timeout_watchdog_traj_0008	nccl_multi_gpu_allreduce_timeout_watchdog_inc_009	Private GPU Serving & Inference SRE	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for Private GPU Serving & Inference SRE. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { "role": "user", "content": "CRITICAL PRODU...
nccl_multi_gpu_allreduce_timeout_watchdog_traj_0009	nccl_multi_gpu_allreduce_timeout_watchdog_inc_010	Private GPU Serving & Inference SRE	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in Private GPU Serving & Inference SRE. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { "role": "user", "content": "CRITICAL P...
nccl_multi_gpu_allreduce_timeout_watchdog_traj_0010	nccl_multi_gpu_allreduce_timeout_watchdog_inc_011	Private GPU Serving & Inference SRE	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for Private GPU Serving & Inference SRE. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role": "user", "content": "CRITICAL PRODUCTION ...
nccl_multi_gpu_allreduce_timeout_watchdog_traj_0011	nccl_multi_gpu_allreduce_timeout_watchdog_inc_012	Private GPU Serving & Inference SRE	[ { "role": "system", "content": "You are an Enterprise SRE Sentinel operating under strict EU AI Act compliance. Diagnose incidents, execute diagnostic tools, and output production-ready remediations." }, { "role": "user", "content": "CRITICAL PRODUCTION ALERT in service 'nccl_multi_gpu_allreduce...
nccl_multi_gpu_allreduce_timeout_watchdog_traj_0012	nccl_multi_gpu_allreduce_timeout_watchdog_inc_013	Private GPU Serving & Inference SRE	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for Private GPU Serving & Inference SRE. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { "role": "user", "content": "CRITICAL PRODU...
nccl_multi_gpu_allreduce_timeout_watchdog_traj_0013	nccl_multi_gpu_allreduce_timeout_watchdog_inc_014	Private GPU Serving & Inference SRE	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in Private GPU Serving & Inference SRE. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { "role": "user", "content": "CRITICAL P...
nccl_multi_gpu_allreduce_timeout_watchdog_traj_0014	nccl_multi_gpu_allreduce_timeout_watchdog_inc_015	Private GPU Serving & Inference SRE	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for Private GPU Serving & Inference SRE. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role": "user", "content": "CRITICAL PRODUCTION ...
nccl_multi_gpu_allreduce_timeout_watchdog_traj_0015	nccl_multi_gpu_allreduce_timeout_watchdog_inc_016	Private GPU Serving & Inference SRE	[ { "role": "system", "content": "You are an Enterprise SRE Sentinel operating under strict EU AI Act compliance. Diagnose incidents, execute diagnostic tools, and output production-ready remediations." }, { "role": "user", "content": "CRITICAL PRODUCTION ALERT in service 'nccl_multi_gpu_allreduce...
nccl_multi_gpu_allreduce_timeout_watchdog_traj_0016	nccl_multi_gpu_allreduce_timeout_watchdog_inc_017	Private GPU Serving & Inference SRE	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for Private GPU Serving & Inference SRE. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { "role": "user", "content": "CRITICAL PRODU...
nccl_multi_gpu_allreduce_timeout_watchdog_traj_0017	nccl_multi_gpu_allreduce_timeout_watchdog_inc_018	Private GPU Serving & Inference SRE	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in Private GPU Serving & Inference SRE. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { "role": "user", "content": "CRITICAL P...
nccl_multi_gpu_allreduce_timeout_watchdog_traj_0018	nccl_multi_gpu_allreduce_timeout_watchdog_inc_019	Private GPU Serving & Inference SRE	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for Private GPU Serving & Inference SRE. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role": "user", "content": "CRITICAL PRODUCTION ...
nccl_multi_gpu_allreduce_timeout_watchdog_traj_0019	nccl_multi_gpu_allreduce_timeout_watchdog_inc_020	Private GPU Serving & Inference SRE	[ { "role": "system", "content": "You are an Enterprise SRE Sentinel operating under strict EU AI Act compliance. Diagnose incidents, execute diagnostic tools, and output production-ready remediations." }, { "role": "user", "content": "CRITICAL PRODUCTION ALERT in service 'nccl_multi_gpu_allreduce...
nccl_multi_gpu_allreduce_timeout_watchdog_traj_0020	nccl_multi_gpu_allreduce_timeout_watchdog_inc_021	Private GPU Serving & Inference SRE	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for Private GPU Serving & Inference SRE. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { "role": "user", "content": "CRITICAL PRODU...
nccl_multi_gpu_allreduce_timeout_watchdog_traj_0021	nccl_multi_gpu_allreduce_timeout_watchdog_inc_022	Private GPU Serving & Inference SRE	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in Private GPU Serving & Inference SRE. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { "role": "user", "content": "CRITICAL P...
nccl_multi_gpu_allreduce_timeout_watchdog_traj_0022	nccl_multi_gpu_allreduce_timeout_watchdog_inc_023	Private GPU Serving & Inference SRE	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for Private GPU Serving & Inference SRE. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role": "user", "content": "CRITICAL PRODUCTION ...
nccl_multi_gpu_allreduce_timeout_watchdog_traj_0023	nccl_multi_gpu_allreduce_timeout_watchdog_inc_024	Private GPU Serving & Inference SRE	[ { "role": "system", "content": "You are an Enterprise SRE Sentinel operating under strict EU AI Act compliance. Diagnose incidents, execute diagnostic tools, and output production-ready remediations." }, { "role": "user", "content": "CRITICAL PRODUCTION ALERT in service 'nccl_multi_gpu_allreduce...
nccl_multi_gpu_allreduce_timeout_watchdog_traj_0024	nccl_multi_gpu_allreduce_timeout_watchdog_inc_025	Private GPU Serving & Inference SRE	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for Private GPU Serving & Inference SRE. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { "role": "user", "content": "CRITICAL PRODU...
nccl_multi_gpu_allreduce_timeout_watchdog_traj_0025	nccl_multi_gpu_allreduce_timeout_watchdog_inc_026	Private GPU Serving & Inference SRE	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in Private GPU Serving & Inference SRE. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { "role": "user", "content": "CRITICAL P...
nccl_multi_gpu_allreduce_timeout_watchdog_traj_0026	nccl_multi_gpu_allreduce_timeout_watchdog_inc_027	Private GPU Serving & Inference SRE	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for Private GPU Serving & Inference SRE. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role": "user", "content": "CRITICAL PRODUCTION ...
nccl_multi_gpu_allreduce_timeout_watchdog_traj_0027	nccl_multi_gpu_allreduce_timeout_watchdog_inc_028	Private GPU Serving & Inference SRE	[ { "role": "system", "content": "You are an Enterprise SRE Sentinel operating under strict EU AI Act compliance. Diagnose incidents, execute diagnostic tools, and output production-ready remediations." }, { "role": "user", "content": "CRITICAL PRODUCTION ALERT in service 'nccl_multi_gpu_allreduce...
nccl_multi_gpu_allreduce_timeout_watchdog_traj_0028	nccl_multi_gpu_allreduce_timeout_watchdog_inc_029	Private GPU Serving & Inference SRE	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for Private GPU Serving & Inference SRE. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { "role": "user", "content": "CRITICAL PRODU...
nccl_multi_gpu_allreduce_timeout_watchdog_traj_0029	nccl_multi_gpu_allreduce_timeout_watchdog_inc_030	Private GPU Serving & Inference SRE	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in Private GPU Serving & Inference SRE. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { "role": "user", "content": "CRITICAL P...
nccl_multi_gpu_allreduce_timeout_watchdog_traj_0030	nccl_multi_gpu_allreduce_timeout_watchdog_inc_001	Private GPU Serving & Inference SRE	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for Private GPU Serving & Inference SRE. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role": "user", "content": "CRITICAL PRODUCTION ...
nccl_multi_gpu_allreduce_timeout_watchdog_traj_0031	nccl_multi_gpu_allreduce_timeout_watchdog_inc_002	Private GPU Serving & Inference SRE	[ { "role": "system", "content": "You are an Enterprise SRE Sentinel operating under strict EU AI Act compliance. Diagnose incidents, execute diagnostic tools, and output production-ready remediations." }, { "role": "user", "content": "CRITICAL PRODUCTION ALERT in service 'nccl_multi_gpu_allreduce...
nccl_multi_gpu_allreduce_timeout_watchdog_traj_0032	nccl_multi_gpu_allreduce_timeout_watchdog_inc_003	Private GPU Serving & Inference SRE	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for Private GPU Serving & Inference SRE. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { "role": "user", "content": "CRITICAL PRODU...
nccl_multi_gpu_allreduce_timeout_watchdog_traj_0033	nccl_multi_gpu_allreduce_timeout_watchdog_inc_004	Private GPU Serving & Inference SRE	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in Private GPU Serving & Inference SRE. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { "role": "user", "content": "CRITICAL P...
nccl_multi_gpu_allreduce_timeout_watchdog_traj_0034	nccl_multi_gpu_allreduce_timeout_watchdog_inc_005	Private GPU Serving & Inference SRE	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for Private GPU Serving & Inference SRE. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role": "user", "content": "CRITICAL PRODUCTION ...
nccl_multi_gpu_allreduce_timeout_watchdog_traj_0035	nccl_multi_gpu_allreduce_timeout_watchdog_inc_006	Private GPU Serving & Inference SRE	[ { "role": "system", "content": "You are an Enterprise SRE Sentinel operating under strict EU AI Act compliance. Diagnose incidents, execute diagnostic tools, and output production-ready remediations." }, { "role": "user", "content": "CRITICAL PRODUCTION ALERT in service 'nccl_multi_gpu_allreduce...
nccl_multi_gpu_allreduce_timeout_watchdog_traj_0036	nccl_multi_gpu_allreduce_timeout_watchdog_inc_007	Private GPU Serving & Inference SRE	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for Private GPU Serving & Inference SRE. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { "role": "user", "content": "CRITICAL PRODU...
nccl_multi_gpu_allreduce_timeout_watchdog_traj_0037	nccl_multi_gpu_allreduce_timeout_watchdog_inc_008	Private GPU Serving & Inference SRE	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in Private GPU Serving & Inference SRE. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { "role": "user", "content": "CRITICAL P...
nccl_multi_gpu_allreduce_timeout_watchdog_traj_0038	nccl_multi_gpu_allreduce_timeout_watchdog_inc_009	Private GPU Serving & Inference SRE	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for Private GPU Serving & Inference SRE. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role": "user", "content": "CRITICAL PRODUCTION ...
nccl_multi_gpu_allreduce_timeout_watchdog_traj_0039	nccl_multi_gpu_allreduce_timeout_watchdog_inc_010	Private GPU Serving & Inference SRE	[ { "role": "system", "content": "You are an Enterprise SRE Sentinel operating under strict EU AI Act compliance. Diagnose incidents, execute diagnostic tools, and output production-ready remediations." }, { "role": "user", "content": "CRITICAL PRODUCTION ALERT in service 'nccl_multi_gpu_allreduce...