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qwen4_moe_single_gpu_quantized_runner_teaser

⚡ Official Qwen 4 Frontier Sovereign Suite Teaser by Emgena AI Labs.
Contains 50 verified production trajectories for Python Backend & Concurrency.
👉 🚀 Hol dir das vollständige Turnkey-Paket (500 Samples + AST MCP Guard) direkt bei EMGENA AI Labs
(Gutscheincode LAUNCH20 für 20 € Direktrabatt & sofortigen Download)

🌟 Enterprise USP & Features

Turnkey Enterprise Model Context Protocol (MCP) Guard for Cursor IDE & Claude Desktop. Protects against Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration.

Deterministic In-IDE Guardrails: Validated across Cursor IDE and Claude Desktop.
100% AST Syntactic Validation (Zero Syntax Errors)
EU AI Act & EULA Compliance: Certified for enterprise deployment under Articles 50 & 53.

🎁 Full Enterprise MCP Suite

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.

🛒 Vollständiges Paket kaufen: EMGENA AI Labs Store
🏷️ 20 € Rabatt-Gutschein: LAUNCH20
🌐 Offizieller Webshop: https://emgena.com/trainingslager

Downloads last month: 54

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Total file size:

1.13 MB

id stringlengths 47 47	incident_id stringlengths 45 45	domain stringclasses 1 value	messages listlengths 5 5
qwen4_moe_single_gpu_quantized_runner_traj_0000	qwen4_moe_single_gpu_quantized_runner_inc_001	Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { "role"...
qwen4_moe_single_gpu_quantized_runner_traj_0001	qwen4_moe_single_gpu_quantized_runner_inc_002	Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { "r...
qwen4_moe_single_gpu_quantized_runner_traj_0002	qwen4_moe_single_gpu_quantized_runner_inc_003	Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role": "use...
qwen4_moe_single_gpu_quantized_runner_traj_0003	qwen4_moe_single_gpu_quantized_runner_inc_004	Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration	[ { "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 'qwen4_moe_single_gpu_qua...
qwen4_moe_single_gpu_quantized_runner_traj_0004	qwen4_moe_single_gpu_quantized_runner_inc_005	Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { "role"...
qwen4_moe_single_gpu_quantized_runner_traj_0005	qwen4_moe_single_gpu_quantized_runner_inc_006	Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { "r...
qwen4_moe_single_gpu_quantized_runner_traj_0006	qwen4_moe_single_gpu_quantized_runner_inc_007	Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role": "use...
qwen4_moe_single_gpu_quantized_runner_traj_0007	qwen4_moe_single_gpu_quantized_runner_inc_008	Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration	[ { "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 'qwen4_moe_single_gpu_qua...
qwen4_moe_single_gpu_quantized_runner_traj_0008	qwen4_moe_single_gpu_quantized_runner_inc_009	Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { "role"...
qwen4_moe_single_gpu_quantized_runner_traj_0009	qwen4_moe_single_gpu_quantized_runner_inc_010	Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { "r...
qwen4_moe_single_gpu_quantized_runner_traj_0010	qwen4_moe_single_gpu_quantized_runner_inc_011	Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role": "use...
qwen4_moe_single_gpu_quantized_runner_traj_0011	qwen4_moe_single_gpu_quantized_runner_inc_012	Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration	[ { "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 'qwen4_moe_single_gpu_qua...
qwen4_moe_single_gpu_quantized_runner_traj_0012	qwen4_moe_single_gpu_quantized_runner_inc_013	Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { "role"...
qwen4_moe_single_gpu_quantized_runner_traj_0013	qwen4_moe_single_gpu_quantized_runner_inc_014	Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { "r...
qwen4_moe_single_gpu_quantized_runner_traj_0014	qwen4_moe_single_gpu_quantized_runner_inc_015	Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role": "use...
qwen4_moe_single_gpu_quantized_runner_traj_0015	qwen4_moe_single_gpu_quantized_runner_inc_016	Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration	[ { "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 'qwen4_moe_single_gpu_qua...
qwen4_moe_single_gpu_quantized_runner_traj_0016	qwen4_moe_single_gpu_quantized_runner_inc_017	Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { "role"...
qwen4_moe_single_gpu_quantized_runner_traj_0017	qwen4_moe_single_gpu_quantized_runner_inc_018	Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { "r...
qwen4_moe_single_gpu_quantized_runner_traj_0018	qwen4_moe_single_gpu_quantized_runner_inc_019	Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role": "use...
qwen4_moe_single_gpu_quantized_runner_traj_0019	qwen4_moe_single_gpu_quantized_runner_inc_020	Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration	[ { "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 'qwen4_moe_single_gpu_qua...
qwen4_moe_single_gpu_quantized_runner_traj_0020	qwen4_moe_single_gpu_quantized_runner_inc_021	Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { "role"...
qwen4_moe_single_gpu_quantized_runner_traj_0021	qwen4_moe_single_gpu_quantized_runner_inc_022	Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { "r...
qwen4_moe_single_gpu_quantized_runner_traj_0022	qwen4_moe_single_gpu_quantized_runner_inc_023	Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role": "use...
qwen4_moe_single_gpu_quantized_runner_traj_0023	qwen4_moe_single_gpu_quantized_runner_inc_024	Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration	[ { "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 'qwen4_moe_single_gpu_qua...
qwen4_moe_single_gpu_quantized_runner_traj_0024	qwen4_moe_single_gpu_quantized_runner_inc_025	Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { "role"...
qwen4_moe_single_gpu_quantized_runner_traj_0025	qwen4_moe_single_gpu_quantized_runner_inc_026	Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { "r...
qwen4_moe_single_gpu_quantized_runner_traj_0026	qwen4_moe_single_gpu_quantized_runner_inc_027	Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role": "use...
qwen4_moe_single_gpu_quantized_runner_traj_0027	qwen4_moe_single_gpu_quantized_runner_inc_028	Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration	[ { "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 'qwen4_moe_single_gpu_qua...
qwen4_moe_single_gpu_quantized_runner_traj_0028	qwen4_moe_single_gpu_quantized_runner_inc_029	Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { "role"...
qwen4_moe_single_gpu_quantized_runner_traj_0029	qwen4_moe_single_gpu_quantized_runner_inc_030	Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { "r...
qwen4_moe_single_gpu_quantized_runner_traj_0030	qwen4_moe_single_gpu_quantized_runner_inc_001	Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role": "use...
qwen4_moe_single_gpu_quantized_runner_traj_0031	qwen4_moe_single_gpu_quantized_runner_inc_002	Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration	[ { "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 'qwen4_moe_single_gpu_qua...
qwen4_moe_single_gpu_quantized_runner_traj_0032	qwen4_moe_single_gpu_quantized_runner_inc_003	Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { "role"...
qwen4_moe_single_gpu_quantized_runner_traj_0033	qwen4_moe_single_gpu_quantized_runner_inc_004	Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { "r...
qwen4_moe_single_gpu_quantized_runner_traj_0034	qwen4_moe_single_gpu_quantized_runner_inc_005	Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role": "use...
qwen4_moe_single_gpu_quantized_runner_traj_0035	qwen4_moe_single_gpu_quantized_runner_inc_006	Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration	[ { "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 'qwen4_moe_single_gpu_qua...
qwen4_moe_single_gpu_quantized_runner_traj_0036	qwen4_moe_single_gpu_quantized_runner_inc_007	Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { "role"...
qwen4_moe_single_gpu_quantized_runner_traj_0037	qwen4_moe_single_gpu_quantized_runner_inc_008	Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { "r...
qwen4_moe_single_gpu_quantized_runner_traj_0038	qwen4_moe_single_gpu_quantized_runner_inc_009	Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role": "use...
qwen4_moe_single_gpu_quantized_runner_traj_0039	qwen4_moe_single_gpu_quantized_runner_inc_010	Qwen 4 Sparse-MoE, Expert Routing, VRAM LRU Offloading & NUMA Orchestration	[ { "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 'qwen4_moe_single_gpu_qua...