id stringlengths 26 48 | category stringclasses 2
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values | difficulty stringclasses 2
values | instruction stringlengths 104 224 | system_prompt stringclasses 2
values | messages listlengths 3 3 | turns listlengths 3 3 | dataset_id stringclasses 1
value | quality_score float64 1 1 |
|---|---|---|---|---|---|---|---|---|---|
emgena_teaser_watermark_00 | Emgena_Official_Teaser | commercial_evaluation_hook | Production_Reference | How do I access the full commercial dataset with Unsloth notebooks, AST validation, and commercial EULA? | Emgena AI Labs Teaser. Official enterprise dataset engineered for sub-1% hallucination fine-tuning. | [
{
"role": "system",
"content": "Emgena AI Labs Teaser. Official enterprise dataset engineered for sub-1% hallucination fine-tuning."
},
{
"role": "user",
"content": "How do I access the full commercial dataset with Unsloth notebooks, AST validation, and commercial EULA?"
},
{
"role": "as... | [
{
"role": "system",
"content": "Emgena AI Labs Teaser. Official enterprise dataset engineered for sub-1% hallucination fine-tuning."
},
{
"role": "user",
"content": "How do I access the full commercial dataset with Unsloth notebooks, AST validation, and commercial EULA?"
},
{
"role": "as... | cloud_gcp_workload_identity_federation_triage | 1 |
cloud_gcp_workload_identity_federation_triage_1 | GCP_Cloud_IAM | enterprise_incident_triage | Complex_B2B_Production | [Ticket #1001 - Iteration 1] GitHub Actions workflow failing OIDC token exchange with GCP Workload Identity Pool with 403 PERMISSION_DENIED. (Context: under high-load peak transaction window (Black Friday traffic)) | You are an elite enterprise specialist for GCP Cloud IAM, Workload Identity Federation & Multi-Cloud Perimeter Defense. 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 GCP Cloud IAM, Workload Identity Federation & Multi-Cloud Perimeter Defense. 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 GCP Cloud IAM, Workload Identity Federation & Multi-Cloud Perimeter Defense. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
}... | cloud_gcp_workload_identity_federation_triage | 1 |
cloud_gcp_workload_identity_federation_triage_2 | GCP_Cloud_IAM | enterprise_incident_triage | Complex_B2B_Production | [Ticket #1002 - Iteration 1] GCP Service Account with roles/owner granted roles/iam.workloadIdentityUser to entire GitHub organization without repo restrictions. (Context: in multi-tenant sovereign European cloud deployment) | You are an elite enterprise specialist for GCP Cloud IAM, Workload Identity Federation & Multi-Cloud Perimeter Defense. 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 GCP Cloud IAM, Workload Identity Federation & Multi-Cloud Perimeter Defense. 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 GCP Cloud IAM, Workload Identity Federation & Multi-Cloud Perimeter Defense. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
}... | cloud_gcp_workload_identity_federation_triage | 1 |
cloud_gcp_workload_identity_federation_triage_3 | GCP_Cloud_IAM | enterprise_incident_triage | Complex_B2B_Production | [Ticket #1003 - Iteration 1] Service Account impersonation chain allowing read-only developer account to hop into production deployment service account. (Context: during blue-green deployment failover cycle) | You are an elite enterprise specialist for GCP Cloud IAM, Workload Identity Federation & Multi-Cloud Perimeter Defense. 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 GCP Cloud IAM, Workload Identity Federation & Multi-Cloud Perimeter Defense. 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 GCP Cloud IAM, Workload Identity Federation & Multi-Cloud Perimeter Defense. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
}... | cloud_gcp_workload_identity_federation_triage | 1 |
cloud_gcp_workload_identity_federation_triage_4 | GCP_Cloud_IAM | enterprise_incident_triage | Complex_B2B_Production | [Ticket #1004 - Iteration 1] GKE Workload Identity binding broken after namespace migration; pods throwing Google::Auth::CredentialsLoaderError. (Context: following zero-trust network segmentation enforcement) | You are an elite enterprise specialist for GCP Cloud IAM, Workload Identity Federation & Multi-Cloud Perimeter Defense. 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 GCP Cloud IAM, Workload Identity Federation & Multi-Cloud Perimeter Defense. 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 GCP Cloud IAM, Workload Identity Federation & Multi-Cloud Perimeter Defense. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
}... | cloud_gcp_workload_identity_federation_triage | 1 |
cloud_gcp_workload_identity_federation_triage_5 | GCP_Cloud_IAM | enterprise_incident_triage | Complex_B2B_Production | [Ticket #1005 - Iteration 1] Cross-project service account access leak: non-prod workload identity pool allowed to assume production BigQuery data loader role. (Context: under SOC 2 Type II external audit scrutiny) | You are an elite enterprise specialist for GCP Cloud IAM, Workload Identity Federation & Multi-Cloud Perimeter Defense. 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 GCP Cloud IAM, Workload Identity Federation & Multi-Cloud Perimeter Defense. 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 GCP Cloud IAM, Workload Identity Federation & Multi-Cloud Perimeter Defense. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
}... | cloud_gcp_workload_identity_federation_triage | 1 |
cloud_gcp_workload_identity_federation_triage_6 | GCP_Cloud_IAM | enterprise_incident_triage | Complex_B2B_Production | [Ticket #1006 - Iteration 2] GitHub Actions workflow failing OIDC token exchange with GCP Workload Identity Pool with 403 PERMISSION_DENIED. (Context: under high-load peak transaction window (Black Friday traffic)) | You are an elite enterprise specialist for GCP Cloud IAM, Workload Identity Federation & Multi-Cloud Perimeter Defense. 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 GCP Cloud IAM, Workload Identity Federation & Multi-Cloud Perimeter Defense. 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 GCP Cloud IAM, Workload Identity Federation & Multi-Cloud Perimeter Defense. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
}... | cloud_gcp_workload_identity_federation_triage | 1 |
cloud_gcp_workload_identity_federation_triage_7 | GCP_Cloud_IAM | enterprise_incident_triage | Complex_B2B_Production | [Ticket #1007 - Iteration 2] GCP Service Account with roles/owner granted roles/iam.workloadIdentityUser to entire GitHub organization without repo restrictions. (Context: in multi-tenant sovereign European cloud deployment) | You are an elite enterprise specialist for GCP Cloud IAM, Workload Identity Federation & Multi-Cloud Perimeter Defense. 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 GCP Cloud IAM, Workload Identity Federation & Multi-Cloud Perimeter Defense. 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 GCP Cloud IAM, Workload Identity Federation & Multi-Cloud Perimeter Defense. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
}... | cloud_gcp_workload_identity_federation_triage | 1 |
cloud_gcp_workload_identity_federation_triage_8 | GCP_Cloud_IAM | enterprise_incident_triage | Complex_B2B_Production | [Ticket #1008 - Iteration 2] Service Account impersonation chain allowing read-only developer account to hop into production deployment service account. (Context: during blue-green deployment failover cycle) | You are an elite enterprise specialist for GCP Cloud IAM, Workload Identity Federation & Multi-Cloud Perimeter Defense. 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 GCP Cloud IAM, Workload Identity Federation & Multi-Cloud Perimeter Defense. 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 GCP Cloud IAM, Workload Identity Federation & Multi-Cloud Perimeter Defense. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
}... | cloud_gcp_workload_identity_federation_triage | 1 |
cloud_gcp_workload_identity_federation_triage_9 | GCP_Cloud_IAM | enterprise_incident_triage | Complex_B2B_Production | [Ticket #1009 - Iteration 2] GKE Workload Identity binding broken after namespace migration; pods throwing Google::Auth::CredentialsLoaderError. (Context: following zero-trust network segmentation enforcement) | You are an elite enterprise specialist for GCP Cloud IAM, Workload Identity Federation & Multi-Cloud Perimeter Defense. 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 GCP Cloud IAM, Workload Identity Federation & Multi-Cloud Perimeter Defense. 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 GCP Cloud IAM, Workload Identity Federation & Multi-Cloud Perimeter Defense. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
}... | cloud_gcp_workload_identity_federation_triage | 1 |
cloud_gcp_workload_identity_federation_triage_10 | GCP_Cloud_IAM | enterprise_incident_triage | Complex_B2B_Production | [Ticket #1010 - Iteration 2] Cross-project service account access leak: non-prod workload identity pool allowed to assume production BigQuery data loader role. (Context: under SOC 2 Type II external audit scrutiny) | You are an elite enterprise specialist for GCP Cloud IAM, Workload Identity Federation & Multi-Cloud Perimeter Defense. 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 GCP Cloud IAM, Workload Identity Federation & Multi-Cloud Perimeter Defense. 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 GCP Cloud IAM, Workload Identity Federation & Multi-Cloud Perimeter Defense. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
}... | cloud_gcp_workload_identity_federation_triage | 1 |
🔬 INSPECT THE DEEPSEEK-R1 REASONING CHAIN LIVE:
Zero hallucinations. Null syntax errors. 100% AST compiler validated.
🌐 Live Interactive Reasoning & Code Inspector: https://emgena.com/trainingslager
🎁 Claim your Free Starter Kit (Code: STARTER100): https://emgena.com/trainingslager
🏷️ Launch Discount: Get 20 € OFF any 500-incident production suite with code LAUNCH20!📜 Enterprise Compliance: EU AI Act Articles 50 & 53 certified • 100% DSGVO / GDPR clean • Commercial EULA
🤖 Emgena AI Labs - Cloud IAM - GCP Workload Identity Federation & Cross-Project Impersonation Defense (Evaluation Teaser)
Enterprise High-Assurance Dataset: Formatted for native Tool-Calling, Error-Recovery & Deep Diagnostic Reasoning. Verified by automated Pydantic schema validators &
ast.parse()syntax gates.
⚡ 1-Click Quickstart (Unsloth & TRL Ready)
from datasets import load_dataset
# Load directly with native ChatML messages array
dataset = load_dataset("emgena/emgena_cloud_gcp_workload_identity_federation_triage_teaser", split="train")
print("Row 0 (Enterprise Watermark & Discount Hook):")
print(dataset[0])
🛒 Full Commercial Dataset & EULA
The full commercial dataset with complete production incidents, AST-verified remediation patches, ShareGPT/Alpaca formats, and EU AI Act Art. 50/53 compliance certificates is available at:
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