id stringlengths 26 37 | category stringclasses 2
values | scenario_type stringclasses 2
values | difficulty stringclasses 2
values | instruction stringlengths 104 219 | 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... | rust_memory_leak_arc_cyclic_repair | 1 |
rust_memory_leak_arc_cyclic_repair_1 | Rust_Systems_Safety | enterprise_incident_triage | Complex_B2B_Production | [Ticket #1001 - Iteration 1] Async graph actor retaining parent Arc<Mutex<Node>> references in children, causing 4GB heap leak over 24 hours. (Context: under high-load peak transaction window (Black Friday traffic)) | You are an elite enterprise specialist for Rust Memory Safety, Reference Counting & Lifetime Invariant Enforcement. 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 Rust Memory Safety, Reference Counting & Lifetime Invariant Enforcement. 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 Rust Memory Safety, Reference Counting & Lifetime Invariant Enforcement. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
},
... | rust_memory_leak_arc_cyclic_repair | 1 |
rust_memory_leak_arc_cyclic_repair_2 | Rust_Systems_Safety | enterprise_incident_triage | Complex_B2B_Production | [Ticket #1002 - Iteration 1] FFI raw pointer lifecycle leak in Rust C-binding layer; memory allocated via Box::into_raw never reclaimed upon error returns. (Context: in multi-tenant sovereign European cloud deployment) | You are an elite enterprise specialist for Rust Memory Safety, Reference Counting & Lifetime Invariant Enforcement. 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 Rust Memory Safety, Reference Counting & Lifetime Invariant Enforcement. 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 Rust Memory Safety, Reference Counting & Lifetime Invariant Enforcement. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
},
... | rust_memory_leak_arc_cyclic_repair | 1 |
rust_memory_leak_arc_cyclic_repair_3 | Rust_Systems_Safety | enterprise_incident_triage | Complex_B2B_Production | [Ticket #1003 - Iteration 1] Unbounded channel receiver dropped prematurely, leaving orphaned producer threads pumping events into unmonitored heap buffer. (Context: during blue-green deployment failover cycle) | You are an elite enterprise specialist for Rust Memory Safety, Reference Counting & Lifetime Invariant Enforcement. 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 Rust Memory Safety, Reference Counting & Lifetime Invariant Enforcement. 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 Rust Memory Safety, Reference Counting & Lifetime Invariant Enforcement. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
},
... | rust_memory_leak_arc_cyclic_repair | 1 |
rust_memory_leak_arc_cyclic_repair_4 | Rust_Systems_Safety | enterprise_incident_triage | Complex_B2B_Production | [Ticket #1004 - Iteration 1] Thread-local storage (thread_local!) accumulating uncleaned session caches across reused worker threads in custom threadpool. (Context: following zero-trust network segmentation enforcement) | You are an elite enterprise specialist for Rust Memory Safety, Reference Counting & Lifetime Invariant Enforcement. 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 Rust Memory Safety, Reference Counting & Lifetime Invariant Enforcement. 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 Rust Memory Safety, Reference Counting & Lifetime Invariant Enforcement. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
},
... | rust_memory_leak_arc_cyclic_repair | 1 |
rust_memory_leak_arc_cyclic_repair_5 | Rust_Systems_Safety | enterprise_incident_triage | Complex_B2B_Production | [Ticket #1005 - Iteration 1] Leaked Arc reference in custom event listener subscription bus where callback closure captured cloned strong Arc. (Context: under SOC 2 Type II external audit scrutiny) | You are an elite enterprise specialist for Rust Memory Safety, Reference Counting & Lifetime Invariant Enforcement. 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 Rust Memory Safety, Reference Counting & Lifetime Invariant Enforcement. 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 Rust Memory Safety, Reference Counting & Lifetime Invariant Enforcement. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
},
... | rust_memory_leak_arc_cyclic_repair | 1 |
rust_memory_leak_arc_cyclic_repair_6 | Rust_Systems_Safety | enterprise_incident_triage | Complex_B2B_Production | [Ticket #1006 - Iteration 2] Async graph actor retaining parent Arc<Mutex<Node>> references in children, causing 4GB heap leak over 24 hours. (Context: under high-load peak transaction window (Black Friday traffic)) | You are an elite enterprise specialist for Rust Memory Safety, Reference Counting & Lifetime Invariant Enforcement. 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 Rust Memory Safety, Reference Counting & Lifetime Invariant Enforcement. 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 Rust Memory Safety, Reference Counting & Lifetime Invariant Enforcement. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
},
... | rust_memory_leak_arc_cyclic_repair | 1 |
rust_memory_leak_arc_cyclic_repair_7 | Rust_Systems_Safety | enterprise_incident_triage | Complex_B2B_Production | [Ticket #1007 - Iteration 2] FFI raw pointer lifecycle leak in Rust C-binding layer; memory allocated via Box::into_raw never reclaimed upon error returns. (Context: in multi-tenant sovereign European cloud deployment) | You are an elite enterprise specialist for Rust Memory Safety, Reference Counting & Lifetime Invariant Enforcement. 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 Rust Memory Safety, Reference Counting & Lifetime Invariant Enforcement. 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 Rust Memory Safety, Reference Counting & Lifetime Invariant Enforcement. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
},
... | rust_memory_leak_arc_cyclic_repair | 1 |
rust_memory_leak_arc_cyclic_repair_8 | Rust_Systems_Safety | enterprise_incident_triage | Complex_B2B_Production | [Ticket #1008 - Iteration 2] Unbounded channel receiver dropped prematurely, leaving orphaned producer threads pumping events into unmonitored heap buffer. (Context: during blue-green deployment failover cycle) | You are an elite enterprise specialist for Rust Memory Safety, Reference Counting & Lifetime Invariant Enforcement. 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 Rust Memory Safety, Reference Counting & Lifetime Invariant Enforcement. 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 Rust Memory Safety, Reference Counting & Lifetime Invariant Enforcement. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
},
... | rust_memory_leak_arc_cyclic_repair | 1 |
rust_memory_leak_arc_cyclic_repair_9 | Rust_Systems_Safety | enterprise_incident_triage | Complex_B2B_Production | [Ticket #1009 - Iteration 2] Thread-local storage (thread_local!) accumulating uncleaned session caches across reused worker threads in custom threadpool. (Context: following zero-trust network segmentation enforcement) | You are an elite enterprise specialist for Rust Memory Safety, Reference Counting & Lifetime Invariant Enforcement. 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 Rust Memory Safety, Reference Counting & Lifetime Invariant Enforcement. 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 Rust Memory Safety, Reference Counting & Lifetime Invariant Enforcement. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
},
... | rust_memory_leak_arc_cyclic_repair | 1 |
rust_memory_leak_arc_cyclic_repair_10 | Rust_Systems_Safety | enterprise_incident_triage | Complex_B2B_Production | [Ticket #1010 - Iteration 2] Leaked Arc reference in custom event listener subscription bus where callback closure captured cloned strong Arc. (Context: under SOC 2 Type II external audit scrutiny) | You are an elite enterprise specialist for Rust Memory Safety, Reference Counting & Lifetime Invariant Enforcement. 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 Rust Memory Safety, Reference Counting & Lifetime Invariant Enforcement. 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 Rust Memory Safety, Reference Counting & Lifetime Invariant Enforcement. You inspect telemetry, enforce strict resilience invariants, and execute verified actions with Chain-of-Thought diagnostic reasoning in <thought> tags."
},
... | rust_memory_leak_arc_cyclic_repair | 1 |
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Zero hallucinations. Null syntax errors. 100% AST compiler validated.
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🤖 Emgena AI Labs - Rust Systems - Cyclic Arc/Rc Reference Cycle Detection & Memory Leak Repair (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_rust_memory_leak_arc_cyclic_repair_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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