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local_r1_unsloth_quantization_drift_sentinel_teaser

⚡ Official Evaluation Teaser by Emgena AI Labs.
Contains 50 verified production trajectories for AgentOps & Swarms.
👉 🚀 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 Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation.

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.

Downloads last month: 50

Number of rows:

Total file size:

1.13 MB

id stringlengths 54 54	incident_id stringlengths 52 52	domain stringclasses 1 value	messages listlengths 5 5
local_r1_unsloth_quantization_drift_sentinel_traj_0000	local_r1_unsloth_quantization_drift_sentinel_inc_001	Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, ...
local_r1_unsloth_quantization_drift_sentinel_traj_0001	local_r1_unsloth_quantization_drift_sentinel_inc_002	Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." ...
local_r1_unsloth_quantization_drift_sentinel_traj_0002	local_r1_unsloth_quantization_drift_sentinel_inc_003	Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { ...
local_r1_unsloth_quantization_drift_sentinel_traj_0003	local_r1_unsloth_quantization_drift_sentinel_inc_004	Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation	[ { "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 'local_r1_unsloth_quantiz...
local_r1_unsloth_quantization_drift_sentinel_traj_0004	local_r1_unsloth_quantization_drift_sentinel_inc_005	Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, ...
local_r1_unsloth_quantization_drift_sentinel_traj_0005	local_r1_unsloth_quantization_drift_sentinel_inc_006	Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." ...
local_r1_unsloth_quantization_drift_sentinel_traj_0006	local_r1_unsloth_quantization_drift_sentinel_inc_007	Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { ...
local_r1_unsloth_quantization_drift_sentinel_traj_0007	local_r1_unsloth_quantization_drift_sentinel_inc_008	Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation	[ { "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 'local_r1_unsloth_quantiz...
local_r1_unsloth_quantization_drift_sentinel_traj_0008	local_r1_unsloth_quantization_drift_sentinel_inc_009	Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, ...
local_r1_unsloth_quantization_drift_sentinel_traj_0009	local_r1_unsloth_quantization_drift_sentinel_inc_010	Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." ...
local_r1_unsloth_quantization_drift_sentinel_traj_0010	local_r1_unsloth_quantization_drift_sentinel_inc_011	Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { ...
local_r1_unsloth_quantization_drift_sentinel_traj_0011	local_r1_unsloth_quantization_drift_sentinel_inc_012	Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation	[ { "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 'local_r1_unsloth_quantiz...
local_r1_unsloth_quantization_drift_sentinel_traj_0012	local_r1_unsloth_quantization_drift_sentinel_inc_013	Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, ...
local_r1_unsloth_quantization_drift_sentinel_traj_0013	local_r1_unsloth_quantization_drift_sentinel_inc_014	Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." ...
local_r1_unsloth_quantization_drift_sentinel_traj_0014	local_r1_unsloth_quantization_drift_sentinel_inc_015	Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { ...
local_r1_unsloth_quantization_drift_sentinel_traj_0015	local_r1_unsloth_quantization_drift_sentinel_inc_016	Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation	[ { "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 'local_r1_unsloth_quantiz...
local_r1_unsloth_quantization_drift_sentinel_traj_0016	local_r1_unsloth_quantization_drift_sentinel_inc_017	Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, ...
local_r1_unsloth_quantization_drift_sentinel_traj_0017	local_r1_unsloth_quantization_drift_sentinel_inc_018	Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." ...
local_r1_unsloth_quantization_drift_sentinel_traj_0018	local_r1_unsloth_quantization_drift_sentinel_inc_019	Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { ...
local_r1_unsloth_quantization_drift_sentinel_traj_0019	local_r1_unsloth_quantization_drift_sentinel_inc_020	Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation	[ { "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 'local_r1_unsloth_quantiz...
local_r1_unsloth_quantization_drift_sentinel_traj_0020	local_r1_unsloth_quantization_drift_sentinel_inc_021	Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, ...
local_r1_unsloth_quantization_drift_sentinel_traj_0021	local_r1_unsloth_quantization_drift_sentinel_inc_022	Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." ...
local_r1_unsloth_quantization_drift_sentinel_traj_0022	local_r1_unsloth_quantization_drift_sentinel_inc_023	Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { ...
local_r1_unsloth_quantization_drift_sentinel_traj_0023	local_r1_unsloth_quantization_drift_sentinel_inc_024	Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation	[ { "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 'local_r1_unsloth_quantiz...
local_r1_unsloth_quantization_drift_sentinel_traj_0024	local_r1_unsloth_quantization_drift_sentinel_inc_025	Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, ...
local_r1_unsloth_quantization_drift_sentinel_traj_0025	local_r1_unsloth_quantization_drift_sentinel_inc_026	Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." ...
local_r1_unsloth_quantization_drift_sentinel_traj_0026	local_r1_unsloth_quantization_drift_sentinel_inc_027	Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { ...
local_r1_unsloth_quantization_drift_sentinel_traj_0027	local_r1_unsloth_quantization_drift_sentinel_inc_028	Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation	[ { "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 'local_r1_unsloth_quantiz...
local_r1_unsloth_quantization_drift_sentinel_traj_0028	local_r1_unsloth_quantization_drift_sentinel_inc_029	Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, ...
local_r1_unsloth_quantization_drift_sentinel_traj_0029	local_r1_unsloth_quantization_drift_sentinel_inc_030	Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." ...
local_r1_unsloth_quantization_drift_sentinel_traj_0030	local_r1_unsloth_quantization_drift_sentinel_inc_001	Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { ...
local_r1_unsloth_quantization_drift_sentinel_traj_0031	local_r1_unsloth_quantization_drift_sentinel_inc_002	Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation	[ { "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 'local_r1_unsloth_quantiz...
local_r1_unsloth_quantization_drift_sentinel_traj_0032	local_r1_unsloth_quantization_drift_sentinel_inc_003	Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, ...
local_r1_unsloth_quantization_drift_sentinel_traj_0033	local_r1_unsloth_quantization_drift_sentinel_inc_004	Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." ...
local_r1_unsloth_quantization_drift_sentinel_traj_0034	local_r1_unsloth_quantization_drift_sentinel_inc_005	Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { ...
local_r1_unsloth_quantization_drift_sentinel_traj_0035	local_r1_unsloth_quantization_drift_sentinel_inc_006	Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation	[ { "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 'local_r1_unsloth_quantiz...
local_r1_unsloth_quantization_drift_sentinel_traj_0036	local_r1_unsloth_quantization_drift_sentinel_inc_007	Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, ...
local_r1_unsloth_quantization_drift_sentinel_traj_0037	local_r1_unsloth_quantization_drift_sentinel_inc_008	Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." ...
local_r1_unsloth_quantization_drift_sentinel_traj_0038	local_r1_unsloth_quantization_drift_sentinel_inc_009	Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { ...
local_r1_unsloth_quantization_drift_sentinel_traj_0039	local_r1_unsloth_quantization_drift_sentinel_inc_010	Quantization SRE, Unsloth, bitsandbytes 4-bit, Reasoning Collapse & Outlier Preservation	[ { "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 'local_r1_unsloth_quantiz...