Datasets:

emgena
/

reasoning_model_kv_cache_overflow_guard_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 GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation.

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: 49

Number of rows:

Total file size:

1.13 MB

id stringlengths 49 49	incident_id stringlengths 47 47	domain stringclasses 1 value	messages listlengths 5 5
reasoning_model_kv_cache_overflow_guard_traj_0000	reasoning_model_kv_cache_overflow_guard_inc_001	GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { "role": "user"...
reasoning_model_kv_cache_overflow_guard_traj_0001	reasoning_model_kv_cache_overflow_guard_inc_002	GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { "role": "u...
reasoning_model_kv_cache_overflow_guard_traj_0002	reasoning_model_kv_cache_overflow_guard_inc_003	GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role": "user", ...
reasoning_model_kv_cache_overflow_guard_traj_0003	reasoning_model_kv_cache_overflow_guard_inc_004	GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation	[ { "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 'reasoning_model_kv_cache...
reasoning_model_kv_cache_overflow_guard_traj_0004	reasoning_model_kv_cache_overflow_guard_inc_005	GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { "role": "user"...
reasoning_model_kv_cache_overflow_guard_traj_0005	reasoning_model_kv_cache_overflow_guard_inc_006	GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { "role": "u...
reasoning_model_kv_cache_overflow_guard_traj_0006	reasoning_model_kv_cache_overflow_guard_inc_007	GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role": "user", ...
reasoning_model_kv_cache_overflow_guard_traj_0007	reasoning_model_kv_cache_overflow_guard_inc_008	GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation	[ { "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 'reasoning_model_kv_cache...
reasoning_model_kv_cache_overflow_guard_traj_0008	reasoning_model_kv_cache_overflow_guard_inc_009	GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { "role": "user"...
reasoning_model_kv_cache_overflow_guard_traj_0009	reasoning_model_kv_cache_overflow_guard_inc_010	GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { "role": "u...
reasoning_model_kv_cache_overflow_guard_traj_0010	reasoning_model_kv_cache_overflow_guard_inc_011	GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role": "user", ...
reasoning_model_kv_cache_overflow_guard_traj_0011	reasoning_model_kv_cache_overflow_guard_inc_012	GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation	[ { "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 'reasoning_model_kv_cache...
reasoning_model_kv_cache_overflow_guard_traj_0012	reasoning_model_kv_cache_overflow_guard_inc_013	GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { "role": "user"...
reasoning_model_kv_cache_overflow_guard_traj_0013	reasoning_model_kv_cache_overflow_guard_inc_014	GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { "role": "u...
reasoning_model_kv_cache_overflow_guard_traj_0014	reasoning_model_kv_cache_overflow_guard_inc_015	GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role": "user", ...
reasoning_model_kv_cache_overflow_guard_traj_0015	reasoning_model_kv_cache_overflow_guard_inc_016	GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation	[ { "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 'reasoning_model_kv_cache...
reasoning_model_kv_cache_overflow_guard_traj_0016	reasoning_model_kv_cache_overflow_guard_inc_017	GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { "role": "user"...
reasoning_model_kv_cache_overflow_guard_traj_0017	reasoning_model_kv_cache_overflow_guard_inc_018	GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { "role": "u...
reasoning_model_kv_cache_overflow_guard_traj_0018	reasoning_model_kv_cache_overflow_guard_inc_019	GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role": "user", ...
reasoning_model_kv_cache_overflow_guard_traj_0019	reasoning_model_kv_cache_overflow_guard_inc_020	GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation	[ { "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 'reasoning_model_kv_cache...
reasoning_model_kv_cache_overflow_guard_traj_0020	reasoning_model_kv_cache_overflow_guard_inc_021	GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { "role": "user"...
reasoning_model_kv_cache_overflow_guard_traj_0021	reasoning_model_kv_cache_overflow_guard_inc_022	GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { "role": "u...
reasoning_model_kv_cache_overflow_guard_traj_0022	reasoning_model_kv_cache_overflow_guard_inc_023	GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role": "user", ...
reasoning_model_kv_cache_overflow_guard_traj_0023	reasoning_model_kv_cache_overflow_guard_inc_024	GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation	[ { "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 'reasoning_model_kv_cache...
reasoning_model_kv_cache_overflow_guard_traj_0024	reasoning_model_kv_cache_overflow_guard_inc_025	GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { "role": "user"...
reasoning_model_kv_cache_overflow_guard_traj_0025	reasoning_model_kv_cache_overflow_guard_inc_026	GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { "role": "u...
reasoning_model_kv_cache_overflow_guard_traj_0026	reasoning_model_kv_cache_overflow_guard_inc_027	GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role": "user", ...
reasoning_model_kv_cache_overflow_guard_traj_0027	reasoning_model_kv_cache_overflow_guard_inc_028	GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation	[ { "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 'reasoning_model_kv_cache...
reasoning_model_kv_cache_overflow_guard_traj_0028	reasoning_model_kv_cache_overflow_guard_inc_029	GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { "role": "user"...
reasoning_model_kv_cache_overflow_guard_traj_0029	reasoning_model_kv_cache_overflow_guard_inc_030	GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { "role": "u...
reasoning_model_kv_cache_overflow_guard_traj_0030	reasoning_model_kv_cache_overflow_guard_inc_001	GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role": "user", ...
reasoning_model_kv_cache_overflow_guard_traj_0031	reasoning_model_kv_cache_overflow_guard_inc_002	GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation	[ { "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 'reasoning_model_kv_cache...
reasoning_model_kv_cache_overflow_guard_traj_0032	reasoning_model_kv_cache_overflow_guard_inc_003	GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { "role": "user"...
reasoning_model_kv_cache_overflow_guard_traj_0033	reasoning_model_kv_cache_overflow_guard_inc_004	GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { "role": "u...
reasoning_model_kv_cache_overflow_guard_traj_0034	reasoning_model_kv_cache_overflow_guard_inc_005	GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role": "user", ...
reasoning_model_kv_cache_overflow_guard_traj_0035	reasoning_model_kv_cache_overflow_guard_inc_006	GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation	[ { "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 'reasoning_model_kv_cache...
reasoning_model_kv_cache_overflow_guard_traj_0036	reasoning_model_kv_cache_overflow_guard_inc_007	GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { "role": "user"...
reasoning_model_kv_cache_overflow_guard_traj_0037	reasoning_model_kv_cache_overflow_guard_inc_008	GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { "role": "u...
reasoning_model_kv_cache_overflow_guard_traj_0038	reasoning_model_kv_cache_overflow_guard_inc_009	GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role": "user", ...
reasoning_model_kv_cache_overflow_guard_traj_0039	reasoning_model_kv_cache_overflow_guard_inc_010	GPU SRE, vLLM, Reasoning Scratchpad Pruning & KV-Cache Deallocation	[ { "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 'reasoning_model_kv_cache...