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gguf_llama_cpp_thread_affinity_jitter_healer_teaser

⚡ Official Evaluation Teaser by Emgena AI Labs.
Contains 50 verified production trajectories for Python Backend & Concurrency.
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🌟 Enterprise USP & Features

Turnkey Enterprise Model Context Protocol (MCP) Guard for Cursor IDE & Claude Desktop. Protects against Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE.

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100% AST Syntactic Validation (Zero Syntax Errors)
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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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# 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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Total file size:

1.13 MB

id stringlengths 54 54	incident_id stringlengths 52 52	domain stringclasses 1 value	messages listlengths 5 5
gguf_llama_cpp_thread_affinity_jitter_healer_traj_0000	gguf_llama_cpp_thread_affinity_jitter_healer_inc_001	Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { "role": ...
gguf_llama_cpp_thread_affinity_jitter_healer_traj_0001	gguf_llama_cpp_thread_affinity_jitter_healer_inc_002	Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { "rol...
gguf_llama_cpp_thread_affinity_jitter_healer_traj_0002	gguf_llama_cpp_thread_affinity_jitter_healer_inc_003	Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role": "user"...
gguf_llama_cpp_thread_affinity_jitter_healer_traj_0003	gguf_llama_cpp_thread_affinity_jitter_healer_inc_004	Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node 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 'gguf_llama_cpp_thread_af...
gguf_llama_cpp_thread_affinity_jitter_healer_traj_0004	gguf_llama_cpp_thread_affinity_jitter_healer_inc_005	Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { "role": ...
gguf_llama_cpp_thread_affinity_jitter_healer_traj_0005	gguf_llama_cpp_thread_affinity_jitter_healer_inc_006	Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { "rol...
gguf_llama_cpp_thread_affinity_jitter_healer_traj_0006	gguf_llama_cpp_thread_affinity_jitter_healer_inc_007	Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role": "user"...
gguf_llama_cpp_thread_affinity_jitter_healer_traj_0007	gguf_llama_cpp_thread_affinity_jitter_healer_inc_008	Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node 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 'gguf_llama_cpp_thread_af...
gguf_llama_cpp_thread_affinity_jitter_healer_traj_0008	gguf_llama_cpp_thread_affinity_jitter_healer_inc_009	Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { "role": ...
gguf_llama_cpp_thread_affinity_jitter_healer_traj_0009	gguf_llama_cpp_thread_affinity_jitter_healer_inc_010	Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { "rol...
gguf_llama_cpp_thread_affinity_jitter_healer_traj_0010	gguf_llama_cpp_thread_affinity_jitter_healer_inc_011	Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role": "user"...
gguf_llama_cpp_thread_affinity_jitter_healer_traj_0011	gguf_llama_cpp_thread_affinity_jitter_healer_inc_012	Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node 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 'gguf_llama_cpp_thread_af...
gguf_llama_cpp_thread_affinity_jitter_healer_traj_0012	gguf_llama_cpp_thread_affinity_jitter_healer_inc_013	Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { "role": ...
gguf_llama_cpp_thread_affinity_jitter_healer_traj_0013	gguf_llama_cpp_thread_affinity_jitter_healer_inc_014	Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { "rol...
gguf_llama_cpp_thread_affinity_jitter_healer_traj_0014	gguf_llama_cpp_thread_affinity_jitter_healer_inc_015	Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role": "user"...
gguf_llama_cpp_thread_affinity_jitter_healer_traj_0015	gguf_llama_cpp_thread_affinity_jitter_healer_inc_016	Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node 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 'gguf_llama_cpp_thread_af...
gguf_llama_cpp_thread_affinity_jitter_healer_traj_0016	gguf_llama_cpp_thread_affinity_jitter_healer_inc_017	Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { "role": ...
gguf_llama_cpp_thread_affinity_jitter_healer_traj_0017	gguf_llama_cpp_thread_affinity_jitter_healer_inc_018	Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { "rol...
gguf_llama_cpp_thread_affinity_jitter_healer_traj_0018	gguf_llama_cpp_thread_affinity_jitter_healer_inc_019	Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role": "user"...
gguf_llama_cpp_thread_affinity_jitter_healer_traj_0019	gguf_llama_cpp_thread_affinity_jitter_healer_inc_020	Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node 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 'gguf_llama_cpp_thread_af...
gguf_llama_cpp_thread_affinity_jitter_healer_traj_0020	gguf_llama_cpp_thread_affinity_jitter_healer_inc_021	Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { "role": ...
gguf_llama_cpp_thread_affinity_jitter_healer_traj_0021	gguf_llama_cpp_thread_affinity_jitter_healer_inc_022	Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { "rol...
gguf_llama_cpp_thread_affinity_jitter_healer_traj_0022	gguf_llama_cpp_thread_affinity_jitter_healer_inc_023	Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role": "user"...
gguf_llama_cpp_thread_affinity_jitter_healer_traj_0023	gguf_llama_cpp_thread_affinity_jitter_healer_inc_024	Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node 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 'gguf_llama_cpp_thread_af...
gguf_llama_cpp_thread_affinity_jitter_healer_traj_0024	gguf_llama_cpp_thread_affinity_jitter_healer_inc_025	Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { "role": ...
gguf_llama_cpp_thread_affinity_jitter_healer_traj_0025	gguf_llama_cpp_thread_affinity_jitter_healer_inc_026	Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { "rol...
gguf_llama_cpp_thread_affinity_jitter_healer_traj_0026	gguf_llama_cpp_thread_affinity_jitter_healer_inc_027	Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role": "user"...
gguf_llama_cpp_thread_affinity_jitter_healer_traj_0027	gguf_llama_cpp_thread_affinity_jitter_healer_inc_028	Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node 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 'gguf_llama_cpp_thread_af...
gguf_llama_cpp_thread_affinity_jitter_healer_traj_0028	gguf_llama_cpp_thread_affinity_jitter_healer_inc_029	Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { "role": ...
gguf_llama_cpp_thread_affinity_jitter_healer_traj_0029	gguf_llama_cpp_thread_affinity_jitter_healer_inc_030	Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { "rol...
gguf_llama_cpp_thread_affinity_jitter_healer_traj_0030	gguf_llama_cpp_thread_affinity_jitter_healer_inc_001	Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role": "user"...
gguf_llama_cpp_thread_affinity_jitter_healer_traj_0031	gguf_llama_cpp_thread_affinity_jitter_healer_inc_002	Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node 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 'gguf_llama_cpp_thread_af...
gguf_llama_cpp_thread_affinity_jitter_healer_traj_0032	gguf_llama_cpp_thread_affinity_jitter_healer_inc_003	Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { "role": ...
gguf_llama_cpp_thread_affinity_jitter_healer_traj_0033	gguf_llama_cpp_thread_affinity_jitter_healer_inc_004	Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { "rol...
gguf_llama_cpp_thread_affinity_jitter_healer_traj_0034	gguf_llama_cpp_thread_affinity_jitter_healer_inc_005	Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role": "user"...
gguf_llama_cpp_thread_affinity_jitter_healer_traj_0035	gguf_llama_cpp_thread_affinity_jitter_healer_inc_006	Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node 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 'gguf_llama_cpp_thread_af...
gguf_llama_cpp_thread_affinity_jitter_healer_traj_0036	gguf_llama_cpp_thread_affinity_jitter_healer_inc_007	Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE	[ { "role": "system", "content": "You are Emgena AI Labs Enterprise Sentinel for Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE. Analyze production telemetry, trace defect root cause, invoke diagnostic tools, and deliver AST-validated zero-defect remediations." }, { "role": ...
gguf_llama_cpp_thread_affinity_jitter_healer_traj_0037	gguf_llama_cpp_thread_affinity_jitter_healer_inc_008	Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE	[ { "role": "system", "content": "You are the FAANG v2.5 Staff Reliability Architect specializing in Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE. Inspect runtime traces and execute strict AST static analysis guards to protect critical production infrastructure." }, { "rol...
gguf_llama_cpp_thread_affinity_jitter_healer_traj_0038	gguf_llama_cpp_thread_affinity_jitter_healer_inc_009	Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE	[ { "role": "system", "content": "You are an Autonomous AI Defense Guard for Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node SRE. Enforce zero-tolerance safety policies, eliminate memory leaks and runtime deadlocks, and verify code invariance via AST parsing." }, { "role": "user"...
gguf_llama_cpp_thread_affinity_jitter_healer_traj_0039	gguf_llama_cpp_thread_affinity_jitter_healer_inc_010	Local LLM Inference, llama.cpp, GGUF, CPU Thread Affinity & NUMA Node 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 'gguf_llama_cpp_thread_af...