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tensorrt_llm_fp8_quantization_drift_compensator_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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🌟 Enterprise USP & Features

Turnkey Enterprise Model Context Protocol (MCP) Guard for Cursor IDE & Claude Desktop. Protects against Private GPU Serving & Inference SRE.

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.

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1.13 MB

id stringlengths 57 57	incident_id stringlengths 55 55	domain stringclasses 1 value	messages listlengths 5 5
tensorrt_llm_fp8_quantization_drift_compensator_traj_0000	tensorrt_llm_fp8_quantization_drift_compensator_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...
tensorrt_llm_fp8_quantization_drift_compensator_traj_0001	tensorrt_llm_fp8_quantization_drift_compensator_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...
tensorrt_llm_fp8_quantization_drift_compensator_traj_0002	tensorrt_llm_fp8_quantization_drift_compensator_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 ...
tensorrt_llm_fp8_quantization_drift_compensator_traj_0003	tensorrt_llm_fp8_quantization_drift_compensator_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 'tensorrt_llm_fp8_quantiz...
tensorrt_llm_fp8_quantization_drift_compensator_traj_0004	tensorrt_llm_fp8_quantization_drift_compensator_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...
tensorrt_llm_fp8_quantization_drift_compensator_traj_0005	tensorrt_llm_fp8_quantization_drift_compensator_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...
tensorrt_llm_fp8_quantization_drift_compensator_traj_0006	tensorrt_llm_fp8_quantization_drift_compensator_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 ...
tensorrt_llm_fp8_quantization_drift_compensator_traj_0007	tensorrt_llm_fp8_quantization_drift_compensator_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 'tensorrt_llm_fp8_quantiz...
tensorrt_llm_fp8_quantization_drift_compensator_traj_0008	tensorrt_llm_fp8_quantization_drift_compensator_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...
tensorrt_llm_fp8_quantization_drift_compensator_traj_0009	tensorrt_llm_fp8_quantization_drift_compensator_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...
tensorrt_llm_fp8_quantization_drift_compensator_traj_0010	tensorrt_llm_fp8_quantization_drift_compensator_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 ...
tensorrt_llm_fp8_quantization_drift_compensator_traj_0011	tensorrt_llm_fp8_quantization_drift_compensator_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 'tensorrt_llm_fp8_quantiz...
tensorrt_llm_fp8_quantization_drift_compensator_traj_0012	tensorrt_llm_fp8_quantization_drift_compensator_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...
tensorrt_llm_fp8_quantization_drift_compensator_traj_0013	tensorrt_llm_fp8_quantization_drift_compensator_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...
tensorrt_llm_fp8_quantization_drift_compensator_traj_0014	tensorrt_llm_fp8_quantization_drift_compensator_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 ...
tensorrt_llm_fp8_quantization_drift_compensator_traj_0015	tensorrt_llm_fp8_quantization_drift_compensator_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 'tensorrt_llm_fp8_quantiz...
tensorrt_llm_fp8_quantization_drift_compensator_traj_0016	tensorrt_llm_fp8_quantization_drift_compensator_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...
tensorrt_llm_fp8_quantization_drift_compensator_traj_0017	tensorrt_llm_fp8_quantization_drift_compensator_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...
tensorrt_llm_fp8_quantization_drift_compensator_traj_0018	tensorrt_llm_fp8_quantization_drift_compensator_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 ...
tensorrt_llm_fp8_quantization_drift_compensator_traj_0019	tensorrt_llm_fp8_quantization_drift_compensator_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 'tensorrt_llm_fp8_quantiz...
tensorrt_llm_fp8_quantization_drift_compensator_traj_0020	tensorrt_llm_fp8_quantization_drift_compensator_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...
tensorrt_llm_fp8_quantization_drift_compensator_traj_0021	tensorrt_llm_fp8_quantization_drift_compensator_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...
tensorrt_llm_fp8_quantization_drift_compensator_traj_0022	tensorrt_llm_fp8_quantization_drift_compensator_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 ...
tensorrt_llm_fp8_quantization_drift_compensator_traj_0023	tensorrt_llm_fp8_quantization_drift_compensator_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 'tensorrt_llm_fp8_quantiz...
tensorrt_llm_fp8_quantization_drift_compensator_traj_0024	tensorrt_llm_fp8_quantization_drift_compensator_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...
tensorrt_llm_fp8_quantization_drift_compensator_traj_0025	tensorrt_llm_fp8_quantization_drift_compensator_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...
tensorrt_llm_fp8_quantization_drift_compensator_traj_0026	tensorrt_llm_fp8_quantization_drift_compensator_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 ...
tensorrt_llm_fp8_quantization_drift_compensator_traj_0027	tensorrt_llm_fp8_quantization_drift_compensator_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 'tensorrt_llm_fp8_quantiz...
tensorrt_llm_fp8_quantization_drift_compensator_traj_0028	tensorrt_llm_fp8_quantization_drift_compensator_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...
tensorrt_llm_fp8_quantization_drift_compensator_traj_0029	tensorrt_llm_fp8_quantization_drift_compensator_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...
tensorrt_llm_fp8_quantization_drift_compensator_traj_0030	tensorrt_llm_fp8_quantization_drift_compensator_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 ...
tensorrt_llm_fp8_quantization_drift_compensator_traj_0031	tensorrt_llm_fp8_quantization_drift_compensator_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 'tensorrt_llm_fp8_quantiz...
tensorrt_llm_fp8_quantization_drift_compensator_traj_0032	tensorrt_llm_fp8_quantization_drift_compensator_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...
tensorrt_llm_fp8_quantization_drift_compensator_traj_0033	tensorrt_llm_fp8_quantization_drift_compensator_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...
tensorrt_llm_fp8_quantization_drift_compensator_traj_0034	tensorrt_llm_fp8_quantization_drift_compensator_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 ...
tensorrt_llm_fp8_quantization_drift_compensator_traj_0035	tensorrt_llm_fp8_quantization_drift_compensator_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 'tensorrt_llm_fp8_quantiz...
tensorrt_llm_fp8_quantization_drift_compensator_traj_0036	tensorrt_llm_fp8_quantization_drift_compensator_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...
tensorrt_llm_fp8_quantization_drift_compensator_traj_0037	tensorrt_llm_fp8_quantization_drift_compensator_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...
tensorrt_llm_fp8_quantization_drift_compensator_traj_0038	tensorrt_llm_fp8_quantization_drift_compensator_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 ...
tensorrt_llm_fp8_quantization_drift_compensator_traj_0039	tensorrt_llm_fp8_quantization_drift_compensator_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 'tensorrt_llm_fp8_quantiz...