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values | difficulty stringclasses 2
values | instruction stringlengths 104 232 | 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_aws_iam_privilege_escalation_guard | 1 |
cloud_aws_iam_privilege_escalation_guard_1 | Cloud_SecOps | enterprise_incident_triage | Complex_B2B_Production | [Ticket #1001 - Iteration 1] Developer IAM role with iam:PassRole and ec2:RunInstances discovered; user can launch root EC2 instance with admin role. (Context: under high-load peak transaction window (Black Friday traffic)) | You are an elite enterprise specialist for AWS Cloud Security, IAM Policy Analysis & Confused Deputy Neutralization. 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 AWS Cloud Security, IAM Policy Analysis & Confused Deputy Neutralization. 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 AWS Cloud Security, IAM Policy Analysis & Confused Deputy Neutralization. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
},
... | cloud_aws_iam_privilege_escalation_guard | 1 |
cloud_aws_iam_privilege_escalation_guard_2 | Cloud_SecOps | enterprise_incident_triage | Complex_B2B_Production | [Ticket #1002 - Iteration 1] Lambda execution role configured with iam:CreatePolicyVersion and iam:SetDefaultPolicyVersion allowing self-granting of AdministratorAccess. (Context: in multi-tenant sovereign European cloud deployment) | You are an elite enterprise specialist for AWS Cloud Security, IAM Policy Analysis & Confused Deputy Neutralization. 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 AWS Cloud Security, IAM Policy Analysis & Confused Deputy Neutralization. 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 AWS Cloud Security, IAM Policy Analysis & Confused Deputy Neutralization. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
},
... | cloud_aws_iam_privilege_escalation_guard | 1 |
cloud_aws_iam_privilege_escalation_guard_3 | Cloud_SecOps | enterprise_incident_triage | Complex_B2B_Production | [Ticket #1003 - Iteration 1] Cross-account AssumeRole trust policy configured with wildcard Principal: '*' and empty condition block. (Context: during blue-green deployment failover cycle) | You are an elite enterprise specialist for AWS Cloud Security, IAM Policy Analysis & Confused Deputy Neutralization. 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 AWS Cloud Security, IAM Policy Analysis & Confused Deputy Neutralization. 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 AWS Cloud Security, IAM Policy Analysis & Confused Deputy Neutralization. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
},
... | cloud_aws_iam_privilege_escalation_guard | 1 |
cloud_aws_iam_privilege_escalation_guard_4 | Cloud_SecOps | enterprise_incident_triage | Complex_B2B_Production | [Ticket #1004 - Iteration 1] Over-privileged S3 bucket policy with Action: 's3:*' and Resource: 'arn:aws:s3:::corporate-data-lake/*' without IP restrictions. (Context: following zero-trust network segmentation enforcement) | You are an elite enterprise specialist for AWS Cloud Security, IAM Policy Analysis & Confused Deputy Neutralization. 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 AWS Cloud Security, IAM Policy Analysis & Confused Deputy Neutralization. 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 AWS Cloud Security, IAM Policy Analysis & Confused Deputy Neutralization. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
},
... | cloud_aws_iam_privilege_escalation_guard | 1 |
cloud_aws_iam_privilege_escalation_guard_5 | Cloud_SecOps | enterprise_incident_triage | Complex_B2B_Production | [Ticket #1005 - Iteration 1] CI/CD deployment user holding static long-lived IAM access keys with AdministratorAccess policy attached. (Context: under SOC 2 Type II external audit scrutiny) | You are an elite enterprise specialist for AWS Cloud Security, IAM Policy Analysis & Confused Deputy Neutralization. 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 AWS Cloud Security, IAM Policy Analysis & Confused Deputy Neutralization. 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 AWS Cloud Security, IAM Policy Analysis & Confused Deputy Neutralization. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
},
... | cloud_aws_iam_privilege_escalation_guard | 1 |
cloud_aws_iam_privilege_escalation_guard_6 | Cloud_SecOps | enterprise_incident_triage | Complex_B2B_Production | [Ticket #1006 - Iteration 2] Developer IAM role with iam:PassRole and ec2:RunInstances discovered; user can launch root EC2 instance with admin role. (Context: under high-load peak transaction window (Black Friday traffic)) | You are an elite enterprise specialist for AWS Cloud Security, IAM Policy Analysis & Confused Deputy Neutralization. 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 AWS Cloud Security, IAM Policy Analysis & Confused Deputy Neutralization. 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 AWS Cloud Security, IAM Policy Analysis & Confused Deputy Neutralization. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
},
... | cloud_aws_iam_privilege_escalation_guard | 1 |
cloud_aws_iam_privilege_escalation_guard_7 | Cloud_SecOps | enterprise_incident_triage | Complex_B2B_Production | [Ticket #1007 - Iteration 2] Lambda execution role configured with iam:CreatePolicyVersion and iam:SetDefaultPolicyVersion allowing self-granting of AdministratorAccess. (Context: in multi-tenant sovereign European cloud deployment) | You are an elite enterprise specialist for AWS Cloud Security, IAM Policy Analysis & Confused Deputy Neutralization. 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 AWS Cloud Security, IAM Policy Analysis & Confused Deputy Neutralization. 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 AWS Cloud Security, IAM Policy Analysis & Confused Deputy Neutralization. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
},
... | cloud_aws_iam_privilege_escalation_guard | 1 |
cloud_aws_iam_privilege_escalation_guard_8 | Cloud_SecOps | enterprise_incident_triage | Complex_B2B_Production | [Ticket #1008 - Iteration 2] Cross-account AssumeRole trust policy configured with wildcard Principal: '*' and empty condition block. (Context: during blue-green deployment failover cycle) | You are an elite enterprise specialist for AWS Cloud Security, IAM Policy Analysis & Confused Deputy Neutralization. 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 AWS Cloud Security, IAM Policy Analysis & Confused Deputy Neutralization. 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 AWS Cloud Security, IAM Policy Analysis & Confused Deputy Neutralization. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
},
... | cloud_aws_iam_privilege_escalation_guard | 1 |
cloud_aws_iam_privilege_escalation_guard_9 | Cloud_SecOps | enterprise_incident_triage | Complex_B2B_Production | [Ticket #1009 - Iteration 2] Over-privileged S3 bucket policy with Action: 's3:*' and Resource: 'arn:aws:s3:::corporate-data-lake/*' without IP restrictions. (Context: following zero-trust network segmentation enforcement) | You are an elite enterprise specialist for AWS Cloud Security, IAM Policy Analysis & Confused Deputy Neutralization. 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 AWS Cloud Security, IAM Policy Analysis & Confused Deputy Neutralization. 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 AWS Cloud Security, IAM Policy Analysis & Confused Deputy Neutralization. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
},
... | cloud_aws_iam_privilege_escalation_guard | 1 |
cloud_aws_iam_privilege_escalation_guard_10 | Cloud_SecOps | enterprise_incident_triage | Complex_B2B_Production | [Ticket #1010 - Iteration 2] CI/CD deployment user holding static long-lived IAM access keys with AdministratorAccess policy attached. (Context: under SOC 2 Type II external audit scrutiny) | You are an elite enterprise specialist for AWS Cloud Security, IAM Policy Analysis & Confused Deputy Neutralization. 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 AWS Cloud Security, IAM Policy Analysis & Confused Deputy Neutralization. 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 AWS Cloud Security, IAM Policy Analysis & Confused Deputy Neutralization. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
},
... | cloud_aws_iam_privilege_escalation_guard | 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 SecOps - AWS IAM Privilege Escalation Detection & Least Privilege Remediation (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_aws_iam_privilege_escalation_guard_teaser", split="train")
print("Row 0 (Enterprise Watermark & Discount Hook):")
print(dataset[0])
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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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