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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... | python_distributed_celery_rabbitmq_triage | 1 |
python_distributed_celery_rabbitmq_triage_1 | Python_Distributed_Systems | enterprise_resilience_triage | Production_Reference | [Ticket #0001] Celery workers on 'video-encoding' queue consuming RabbitMQ tasks are hitting OOM kills every 45 minutes under heavy traffic. Prefetch multiplier is currently 4 and concurrency is 8. Tasks parse 2GB video chunks using OpenCV. Diagnose and provide the configuration patch. | You are an elite enterprise specialist for Distributed Python Backend Architecture & Celery/RabbitMQ Operations. 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 Distributed Python Backend Architecture & Celery/RabbitMQ Operations. 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 Distributed Python Backend Architecture & Celery/RabbitMQ Operations. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
},
{
... | python_distributed_celery_rabbitmq_triage | 1 |
python_distributed_celery_rabbitmq_triage_2 | Python_Distributed_Systems | enterprise_resilience_triage | Production_Reference | [Ticket #0002] RabbitMQ reports 18,000 unacknowledged messages accumulating in 'webhooks-dispatch' queue. Celery workers appear deadlocked without processing new events. Diagnose the consumer channel freeze. | You are an elite enterprise specialist for Distributed Python Backend Architecture & Celery/RabbitMQ Operations. 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 Distributed Python Backend Architecture & Celery/RabbitMQ Operations. 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 Distributed Python Backend Architecture & Celery/RabbitMQ Operations. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
},
{
... | python_distributed_celery_rabbitmq_triage | 1 |
python_distributed_celery_rabbitmq_triage_3 | Python_Distributed_Systems | enterprise_resilience_triage | Production_Reference | [Ticket #0003] Celery chord synchronization on 'monthly-billing-aggregation' is hanging indefinitely. The final summary callback is never executed. Identify the chord failure mode and fix the result backend state. | You are an elite enterprise specialist for Distributed Python Backend Architecture & Celery/RabbitMQ Operations. 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 Distributed Python Backend Architecture & Celery/RabbitMQ Operations. 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 Distributed Python Backend Architecture & Celery/RabbitMQ Operations. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
},
{
... | python_distributed_celery_rabbitmq_triage | 1 |
python_distributed_celery_rabbitmq_triage_4 | Python_Distributed_Systems | enterprise_resilience_triage | Production_Reference | [Ticket #0004] Celery workers on 'video-encoding' queue consuming RabbitMQ tasks are hitting OOM kills every 45 minutes under heavy traffic. Prefetch multiplier is currently 4 and concurrency is 8. Tasks parse 2GB video chunks using OpenCV. Diagnose and provide the configuration patch. | You are an elite enterprise specialist for Distributed Python Backend Architecture & Celery/RabbitMQ Operations. 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 Distributed Python Backend Architecture & Celery/RabbitMQ Operations. 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 Distributed Python Backend Architecture & Celery/RabbitMQ Operations. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
},
{
... | python_distributed_celery_rabbitmq_triage | 1 |
python_distributed_celery_rabbitmq_triage_5 | Python_Distributed_Systems | enterprise_resilience_triage | Production_Reference | [Ticket #0005] RabbitMQ reports 18,000 unacknowledged messages accumulating in 'webhooks-dispatch' queue. Celery workers appear deadlocked without processing new events. Diagnose the consumer channel freeze. | You are an elite enterprise specialist for Distributed Python Backend Architecture & Celery/RabbitMQ Operations. 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 Distributed Python Backend Architecture & Celery/RabbitMQ Operations. 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 Distributed Python Backend Architecture & Celery/RabbitMQ Operations. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
},
{
... | python_distributed_celery_rabbitmq_triage | 1 |
python_distributed_celery_rabbitmq_triage_6 | Python_Distributed_Systems | enterprise_resilience_triage | Production_Reference | [Ticket #0006] Celery chord synchronization on 'monthly-billing-aggregation' is hanging indefinitely. The final summary callback is never executed. Identify the chord failure mode and fix the result backend state. | You are an elite enterprise specialist for Distributed Python Backend Architecture & Celery/RabbitMQ Operations. 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 Distributed Python Backend Architecture & Celery/RabbitMQ Operations. 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 Distributed Python Backend Architecture & Celery/RabbitMQ Operations. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
},
{
... | python_distributed_celery_rabbitmq_triage | 1 |
python_distributed_celery_rabbitmq_triage_7 | Python_Distributed_Systems | enterprise_resilience_triage | Production_Reference | [Ticket #0007] Celery workers on 'video-encoding' queue consuming RabbitMQ tasks are hitting OOM kills every 45 minutes under heavy traffic. Prefetch multiplier is currently 4 and concurrency is 8. Tasks parse 2GB video chunks using OpenCV. Diagnose and provide the configuration patch. | You are an elite enterprise specialist for Distributed Python Backend Architecture & Celery/RabbitMQ Operations. 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 Distributed Python Backend Architecture & Celery/RabbitMQ Operations. 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 Distributed Python Backend Architecture & Celery/RabbitMQ Operations. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
},
{
... | python_distributed_celery_rabbitmq_triage | 1 |
python_distributed_celery_rabbitmq_triage_8 | Python_Distributed_Systems | enterprise_resilience_triage | Production_Reference | [Ticket #0008] RabbitMQ reports 18,000 unacknowledged messages accumulating in 'webhooks-dispatch' queue. Celery workers appear deadlocked without processing new events. Diagnose the consumer channel freeze. | You are an elite enterprise specialist for Distributed Python Backend Architecture & Celery/RabbitMQ Operations. 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 Distributed Python Backend Architecture & Celery/RabbitMQ Operations. 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 Distributed Python Backend Architecture & Celery/RabbitMQ Operations. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
},
{
... | python_distributed_celery_rabbitmq_triage | 1 |
python_distributed_celery_rabbitmq_triage_9 | Python_Distributed_Systems | enterprise_resilience_triage | Production_Reference | [Ticket #0009] Celery chord synchronization on 'monthly-billing-aggregation' is hanging indefinitely. The final summary callback is never executed. Identify the chord failure mode and fix the result backend state. | You are an elite enterprise specialist for Distributed Python Backend Architecture & Celery/RabbitMQ Operations. 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 Distributed Python Backend Architecture & Celery/RabbitMQ Operations. 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 Distributed Python Backend Architecture & Celery/RabbitMQ Operations. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
},
{
... | python_distributed_celery_rabbitmq_triage | 1 |
python_distributed_celery_rabbitmq_triage_10 | Python_Distributed_Systems | enterprise_resilience_triage | Production_Reference | [Ticket #0010] Celery workers on 'video-encoding' queue consuming RabbitMQ tasks are hitting OOM kills every 45 minutes under heavy traffic. Prefetch multiplier is currently 4 and concurrency is 8. Tasks parse 2GB video chunks using OpenCV. Diagnose and provide the configuration patch. | You are an elite enterprise specialist for Distributed Python Backend Architecture & Celery/RabbitMQ Operations. 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 Distributed Python Backend Architecture & Celery/RabbitMQ Operations. 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 Distributed Python Backend Architecture & Celery/RabbitMQ Operations. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
},
{
... | python_distributed_celery_rabbitmq_triage | 1 |
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🤖 Emgena AI Labs - Python Backend - Distributed Celery & RabbitMQ Task Queue Triage (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_python_distributed_celery_rabbitmq_triage_teaser", split="train")
print("Row 0 (Enterprise Watermark & Discount Hook):")
print(dataset[0])
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