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fp8_quantization_outlier_dequant_healer_teaser

⚡ Official Evaluation 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 LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation.

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

🛡️ MCP Quickstart (Free Community Edition)

# In Cursor oder Claude Desktop einbinden
python server_free.py

Verifiziert nach FAANG v2.5 Gold Standard von Emgena AI Labs.

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1.13 MB

id stringlengths 49 49	incident_id stringlengths 47 47	domain stringclasses 1 value	messages listlengths 5 5
fp8_quantization_outlier_dequant_healer_traj_0000	fp8_quantization_outlier_dequant_healer_inc_001	LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { ...
fp8_quantization_outlier_dequant_healer_traj_0001	fp8_quantization_outlier_dequant_healer_inc_002	LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { ...
fp8_quantization_outlier_dequant_healer_traj_0002	fp8_quantization_outlier_dequant_healer_inc_003	LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role"...
fp8_quantization_outlier_dequant_healer_traj_0003	fp8_quantization_outlier_dequant_healer_inc_004	LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation	[ { "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 'fp8_quantization_outlier...
fp8_quantization_outlier_dequant_healer_traj_0004	fp8_quantization_outlier_dequant_healer_inc_005	LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { ...
fp8_quantization_outlier_dequant_healer_traj_0005	fp8_quantization_outlier_dequant_healer_inc_006	LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { ...
fp8_quantization_outlier_dequant_healer_traj_0006	fp8_quantization_outlier_dequant_healer_inc_007	LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role"...
fp8_quantization_outlier_dequant_healer_traj_0007	fp8_quantization_outlier_dequant_healer_inc_008	LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation	[ { "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 'fp8_quantization_outlier...
fp8_quantization_outlier_dequant_healer_traj_0008	fp8_quantization_outlier_dequant_healer_inc_009	LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { ...
fp8_quantization_outlier_dequant_healer_traj_0009	fp8_quantization_outlier_dequant_healer_inc_010	LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { ...
fp8_quantization_outlier_dequant_healer_traj_0010	fp8_quantization_outlier_dequant_healer_inc_011	LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role"...
fp8_quantization_outlier_dequant_healer_traj_0011	fp8_quantization_outlier_dequant_healer_inc_012	LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation	[ { "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 'fp8_quantization_outlier...
fp8_quantization_outlier_dequant_healer_traj_0012	fp8_quantization_outlier_dequant_healer_inc_013	LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { ...
fp8_quantization_outlier_dequant_healer_traj_0013	fp8_quantization_outlier_dequant_healer_inc_014	LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { ...
fp8_quantization_outlier_dequant_healer_traj_0014	fp8_quantization_outlier_dequant_healer_inc_015	LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role"...
fp8_quantization_outlier_dequant_healer_traj_0015	fp8_quantization_outlier_dequant_healer_inc_016	LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation	[ { "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 'fp8_quantization_outlier...
fp8_quantization_outlier_dequant_healer_traj_0016	fp8_quantization_outlier_dequant_healer_inc_017	LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { ...
fp8_quantization_outlier_dequant_healer_traj_0017	fp8_quantization_outlier_dequant_healer_inc_018	LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { ...
fp8_quantization_outlier_dequant_healer_traj_0018	fp8_quantization_outlier_dequant_healer_inc_019	LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role"...
fp8_quantization_outlier_dequant_healer_traj_0019	fp8_quantization_outlier_dequant_healer_inc_020	LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation	[ { "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 'fp8_quantization_outlier...
fp8_quantization_outlier_dequant_healer_traj_0020	fp8_quantization_outlier_dequant_healer_inc_021	LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { ...
fp8_quantization_outlier_dequant_healer_traj_0021	fp8_quantization_outlier_dequant_healer_inc_022	LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { ...
fp8_quantization_outlier_dequant_healer_traj_0022	fp8_quantization_outlier_dequant_healer_inc_023	LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role"...
fp8_quantization_outlier_dequant_healer_traj_0023	fp8_quantization_outlier_dequant_healer_inc_024	LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation	[ { "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 'fp8_quantization_outlier...
fp8_quantization_outlier_dequant_healer_traj_0024	fp8_quantization_outlier_dequant_healer_inc_025	LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { ...
fp8_quantization_outlier_dequant_healer_traj_0025	fp8_quantization_outlier_dequant_healer_inc_026	LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { ...
fp8_quantization_outlier_dequant_healer_traj_0026	fp8_quantization_outlier_dequant_healer_inc_027	LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role"...
fp8_quantization_outlier_dequant_healer_traj_0027	fp8_quantization_outlier_dequant_healer_inc_028	LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation	[ { "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 'fp8_quantization_outlier...
fp8_quantization_outlier_dequant_healer_traj_0028	fp8_quantization_outlier_dequant_healer_inc_029	LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { ...
fp8_quantization_outlier_dequant_healer_traj_0029	fp8_quantization_outlier_dequant_healer_inc_030	LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { ...
fp8_quantization_outlier_dequant_healer_traj_0030	fp8_quantization_outlier_dequant_healer_inc_001	LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role"...
fp8_quantization_outlier_dequant_healer_traj_0031	fp8_quantization_outlier_dequant_healer_inc_002	LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation	[ { "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 'fp8_quantization_outlier...
fp8_quantization_outlier_dequant_healer_traj_0032	fp8_quantization_outlier_dequant_healer_inc_003	LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { ...
fp8_quantization_outlier_dequant_healer_traj_0033	fp8_quantization_outlier_dequant_healer_inc_004	LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { ...
fp8_quantization_outlier_dequant_healer_traj_0034	fp8_quantization_outlier_dequant_healer_inc_005	LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role"...
fp8_quantization_outlier_dequant_healer_traj_0035	fp8_quantization_outlier_dequant_healer_inc_006	LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation	[ { "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 'fp8_quantization_outlier...
fp8_quantization_outlier_dequant_healer_traj_0036	fp8_quantization_outlier_dequant_healer_inc_007	LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { ...
fp8_quantization_outlier_dequant_healer_traj_0037	fp8_quantization_outlier_dequant_healer_inc_008	LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { ...
fp8_quantization_outlier_dequant_healer_traj_0038	fp8_quantization_outlier_dequant_healer_inc_009	LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role"...
fp8_quantization_outlier_dequant_healer_traj_0039	fp8_quantization_outlier_dequant_healer_inc_010	LLM Inference, FP8 (E4M3 / E5M2), SmoothQuant, Outlier Clipping & PPL Degradation	[ { "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 'fp8_quantization_outlier...