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value | scenario_type stringclasses 2
values | difficulty stringclasses 2
values | instruction stringlengths 102 231 | system_prompt stringclasses 2
values | messages listlengths 3 3 | turns listlengths 3 3 | dataset_id stringclasses 1
value | quality_score float64 1 1 |
|---|---|---|---|---|---|---|---|---|---|
graphrag_knowledge_master_teaser_row0 | GraphRAG_Architecture | official_enterprise_preview | Bestseller_Teaser | OFFICIAL EMGENA ENTERPRISE PREVIEW: Unlock full 7-asset dataset, unsloth trainer & commercial license. | Emgena AI Labs Enterprise Dataset Gateway | [
{
"role": "system",
"content": "Emgena AI Labs Enterprise Gateway"
},
{
"role": "user",
"content": "How do I access the full verified enterprise dataset with commercial rights?"
},
{
"role": "assistant",
"content": "### Emgena AI Labs Verified Enterprise Release: Knowledge Architectu... | [
{
"role": "system",
"content": "Emgena AI Labs Enterprise Gateway"
},
{
"role": "user",
"content": "How do I access the full verified enterprise dataset with commercial rights?"
},
{
"role": "assistant",
"content": "Official Gumroad Store: https://bacardy.gumroad.com (Coupon: LAUNCH2... | graphrag_knowledge_master | 1 |
graphrag_knowledge_master_1 | GraphRAG_Architecture | enterprise_incident_triage | Complex_B2B_Production | [Incident Ticket #1001 - Iteration 1] Neo4j Cypher query taking 28 seconds to traverse 4-hop entity relationships during GraphRAG retrieval. (Operational Context: in production critical tier-1 banking environment) | You are an elite enterprise specialist for GraphRAG, Knowledge Graphs, Neo4j Cypher Optimization & Entity Disambiguation. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags. | [
{
"role": "system",
"content": "You are an elite enterprise specialist for GraphRAG, Knowledge Graphs, Neo4j Cypher Optimization & Entity Disambiguation. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
... | [
{
"role": "system",
"content": "You are an elite enterprise specialist for GraphRAG, Knowledge Graphs, Neo4j Cypher Optimization & Entity Disambiguation. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
... | graphrag_knowledge_master | 1 |
graphrag_knowledge_master_2 | GraphRAG_Architecture | enterprise_incident_triage | Complex_B2B_Production | [Incident Ticket #1002 - Iteration 1] Incremental knowledge graph update creating duplicate entity nodes for identical companies (e.g. 'Apple Inc.' vs 'Apple'). (Operational Context: under peak Black Friday ingestion surge) | You are an elite enterprise specialist for GraphRAG, Knowledge Graphs, Neo4j Cypher Optimization & Entity Disambiguation. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags. | [
{
"role": "system",
"content": "You are an elite enterprise specialist for GraphRAG, Knowledge Graphs, Neo4j Cypher Optimization & Entity Disambiguation. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
... | [
{
"role": "system",
"content": "You are an elite enterprise specialist for GraphRAG, Knowledge Graphs, Neo4j Cypher Optimization & Entity Disambiguation. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
... | graphrag_knowledge_master | 1 |
graphrag_knowledge_master_3 | GraphRAG_Architecture | enterprise_incident_triage | Complex_B2B_Production | [Incident Ticket #1003 - Iteration 1] GraphRAG hybrid retrieval failing to ground answer in verified graph facts, hallucinating non-existent corporate relationships. (Operational Context: during multi-region zero-downtime failover) | You are an elite enterprise specialist for GraphRAG, Knowledge Graphs, Neo4j Cypher Optimization & Entity Disambiguation. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags. | [
{
"role": "system",
"content": "You are an elite enterprise specialist for GraphRAG, Knowledge Graphs, Neo4j Cypher Optimization & Entity Disambiguation. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
... | [
{
"role": "system",
"content": "You are an elite enterprise specialist for GraphRAG, Knowledge Graphs, Neo4j Cypher Optimization & Entity Disambiguation. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
... | graphrag_knowledge_master | 1 |
graphrag_knowledge_master_4 | GraphRAG_Architecture | enterprise_incident_triage | Complex_B2B_Production | [Incident Ticket #1004 - Iteration 1] Louvain community detection algorithm failing on 10M node knowledge graph due to Java heap memory exhaustion. (Operational Context: under strict SOC 2 Type II audit verification) | You are an elite enterprise specialist for GraphRAG, Knowledge Graphs, Neo4j Cypher Optimization & Entity Disambiguation. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags. | [
{
"role": "system",
"content": "You are an elite enterprise specialist for GraphRAG, Knowledge Graphs, Neo4j Cypher Optimization & Entity Disambiguation. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
... | [
{
"role": "system",
"content": "You are an elite enterprise specialist for GraphRAG, Knowledge Graphs, Neo4j Cypher Optimization & Entity Disambiguation. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
... | graphrag_knowledge_master | 1 |
graphrag_knowledge_master_5 | GraphRAG_Architecture | enterprise_incident_triage | Complex_B2B_Production | [Incident Ticket #1005 - Iteration 1] Entity triplet extraction from legal documents generating ambiguous relations (e.g. 'related_to'). (Operational Context: in zero-trust PCI-DSS sovereign cloud enclave) | You are an elite enterprise specialist for GraphRAG, Knowledge Graphs, Neo4j Cypher Optimization & Entity Disambiguation. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags. | [
{
"role": "system",
"content": "You are an elite enterprise specialist for GraphRAG, Knowledge Graphs, Neo4j Cypher Optimization & Entity Disambiguation. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
... | [
{
"role": "system",
"content": "You are an elite enterprise specialist for GraphRAG, Knowledge Graphs, Neo4j Cypher Optimization & Entity Disambiguation. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
... | graphrag_knowledge_master | 1 |
graphrag_knowledge_master_6 | GraphRAG_Architecture | enterprise_incident_triage | Complex_B2B_Production | [Incident Ticket #1006 - Iteration 2] Neo4j Cypher query taking 28 seconds to traverse 4-hop entity relationships during GraphRAG retrieval. (Operational Context: in production critical tier-1 banking environment) | You are an elite enterprise specialist for GraphRAG, Knowledge Graphs, Neo4j Cypher Optimization & Entity Disambiguation. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags. | [
{
"role": "system",
"content": "You are an elite enterprise specialist for GraphRAG, Knowledge Graphs, Neo4j Cypher Optimization & Entity Disambiguation. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
... | [
{
"role": "system",
"content": "You are an elite enterprise specialist for GraphRAG, Knowledge Graphs, Neo4j Cypher Optimization & Entity Disambiguation. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
... | graphrag_knowledge_master | 1 |
graphrag_knowledge_master_7 | GraphRAG_Architecture | enterprise_incident_triage | Complex_B2B_Production | [Incident Ticket #1007 - Iteration 2] Incremental knowledge graph update creating duplicate entity nodes for identical companies (e.g. 'Apple Inc.' vs 'Apple'). (Operational Context: under peak Black Friday ingestion surge) | You are an elite enterprise specialist for GraphRAG, Knowledge Graphs, Neo4j Cypher Optimization & Entity Disambiguation. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags. | [
{
"role": "system",
"content": "You are an elite enterprise specialist for GraphRAG, Knowledge Graphs, Neo4j Cypher Optimization & Entity Disambiguation. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
... | [
{
"role": "system",
"content": "You are an elite enterprise specialist for GraphRAG, Knowledge Graphs, Neo4j Cypher Optimization & Entity Disambiguation. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
... | graphrag_knowledge_master | 1 |
graphrag_knowledge_master_8 | GraphRAG_Architecture | enterprise_incident_triage | Complex_B2B_Production | [Incident Ticket #1008 - Iteration 2] GraphRAG hybrid retrieval failing to ground answer in verified graph facts, hallucinating non-existent corporate relationships. (Operational Context: during multi-region zero-downtime failover) | You are an elite enterprise specialist for GraphRAG, Knowledge Graphs, Neo4j Cypher Optimization & Entity Disambiguation. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags. | [
{
"role": "system",
"content": "You are an elite enterprise specialist for GraphRAG, Knowledge Graphs, Neo4j Cypher Optimization & Entity Disambiguation. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
... | [
{
"role": "system",
"content": "You are an elite enterprise specialist for GraphRAG, Knowledge Graphs, Neo4j Cypher Optimization & Entity Disambiguation. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
... | graphrag_knowledge_master | 1 |
graphrag_knowledge_master_9 | GraphRAG_Architecture | enterprise_incident_triage | Complex_B2B_Production | [Incident Ticket #1009 - Iteration 2] Louvain community detection algorithm failing on 10M node knowledge graph due to Java heap memory exhaustion. (Operational Context: under strict SOC 2 Type II audit verification) | You are an elite enterprise specialist for GraphRAG, Knowledge Graphs, Neo4j Cypher Optimization & Entity Disambiguation. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags. | [
{
"role": "system",
"content": "You are an elite enterprise specialist for GraphRAG, Knowledge Graphs, Neo4j Cypher Optimization & Entity Disambiguation. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
... | [
{
"role": "system",
"content": "You are an elite enterprise specialist for GraphRAG, Knowledge Graphs, Neo4j Cypher Optimization & Entity Disambiguation. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
... | graphrag_knowledge_master | 1 |
graphrag_knowledge_master_10 | GraphRAG_Architecture | enterprise_incident_triage | Complex_B2B_Production | [Incident Ticket #1010 - Iteration 2] Entity triplet extraction from legal documents generating ambiguous relations (e.g. 'related_to'). (Operational Context: in zero-trust PCI-DSS sovereign cloud enclave) | You are an elite enterprise specialist for GraphRAG, Knowledge Graphs, Neo4j Cypher Optimization & Entity Disambiguation. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags. | [
{
"role": "system",
"content": "You are an elite enterprise specialist for GraphRAG, Knowledge Graphs, Neo4j Cypher Optimization & Entity Disambiguation. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
... | [
{
"role": "system",
"content": "You are an elite enterprise specialist for GraphRAG, Knowledge Graphs, Neo4j Cypher Optimization & Entity Disambiguation. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
... | graphrag_knowledge_master | 1 |
graphrag_knowledge_master_11 | GraphRAG_Architecture | enterprise_incident_triage | Complex_B2B_Production | [Incident Ticket #1011 - Iteration 3] Neo4j Cypher query taking 28 seconds to traverse 4-hop entity relationships during GraphRAG retrieval. (Operational Context: in production critical tier-1 banking environment) | You are an elite enterprise specialist for GraphRAG, Knowledge Graphs, Neo4j Cypher Optimization & Entity Disambiguation. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags. | [
{
"role": "system",
"content": "You are an elite enterprise specialist for GraphRAG, Knowledge Graphs, Neo4j Cypher Optimization & Entity Disambiguation. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
... | [
{
"role": "system",
"content": "You are an elite enterprise specialist for GraphRAG, Knowledge Graphs, Neo4j Cypher Optimization & Entity Disambiguation. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
... | graphrag_knowledge_master | 1 |
graphrag_knowledge_master_12 | GraphRAG_Architecture | enterprise_incident_triage | Complex_B2B_Production | [Incident Ticket #1012 - Iteration 3] Incremental knowledge graph update creating duplicate entity nodes for identical companies (e.g. 'Apple Inc.' vs 'Apple'). (Operational Context: under peak Black Friday ingestion surge) | You are an elite enterprise specialist for GraphRAG, Knowledge Graphs, Neo4j Cypher Optimization & Entity Disambiguation. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags. | [
{
"role": "system",
"content": "You are an elite enterprise specialist for GraphRAG, Knowledge Graphs, Neo4j Cypher Optimization & Entity Disambiguation. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
... | [
{
"role": "system",
"content": "You are an elite enterprise specialist for GraphRAG, Knowledge Graphs, Neo4j Cypher Optimization & Entity Disambiguation. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
... | graphrag_knowledge_master | 1 |
graphrag_knowledge_master_13 | GraphRAG_Architecture | enterprise_incident_triage | Complex_B2B_Production | [Incident Ticket #1013 - Iteration 3] GraphRAG hybrid retrieval failing to ground answer in verified graph facts, hallucinating non-existent corporate relationships. (Operational Context: during multi-region zero-downtime failover) | You are an elite enterprise specialist for GraphRAG, Knowledge Graphs, Neo4j Cypher Optimization & Entity Disambiguation. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags. | [
{
"role": "system",
"content": "You are an elite enterprise specialist for GraphRAG, Knowledge Graphs, Neo4j Cypher Optimization & Entity Disambiguation. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
... | [
{
"role": "system",
"content": "You are an elite enterprise specialist for GraphRAG, Knowledge Graphs, Neo4j Cypher Optimization & Entity Disambiguation. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
... | graphrag_knowledge_master | 1 |
graphrag_knowledge_master_14 | GraphRAG_Architecture | enterprise_incident_triage | Complex_B2B_Production | [Incident Ticket #1014 - Iteration 3] Louvain community detection algorithm failing on 10M node knowledge graph due to Java heap memory exhaustion. (Operational Context: under strict SOC 2 Type II audit verification) | You are an elite enterprise specialist for GraphRAG, Knowledge Graphs, Neo4j Cypher Optimization & Entity Disambiguation. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags. | [
{
"role": "system",
"content": "You are an elite enterprise specialist for GraphRAG, Knowledge Graphs, Neo4j Cypher Optimization & Entity Disambiguation. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
... | [
{
"role": "system",
"content": "You are an elite enterprise specialist for GraphRAG, Knowledge Graphs, Neo4j Cypher Optimization & Entity Disambiguation. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
... | graphrag_knowledge_master | 1 |
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