id stringlengths 16 16 | domain_id int64 1 5 | domain stringclasses 5
values | tool_spec stringlengths 443 526 | prompt stringclasses 5
values | response stringlengths 5.64k 7.35k | code stringlengths 4.83k 6.54k | eval_assertion stringlengths 1k 1.03k | benchmark_metric stringclasses 5
values | lines_count int64 114 150 | messages stringlengths 6.38k 8.2k |
|---|---|---|---|---|---|---|---|---|---|---|
p17_sft_d01_0000 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_0", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"}... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_0`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecSchema(BaseModel):).
- Security Boundar... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from pydantic import BaseModel, Field, ConfigDict
logger = logging.getLogger("K8sCustomResourceOperator_000")
class K8sReconcileException(Exception):
def __init__(self, message: str... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = K8sCustomResourceOperator_000(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required o... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 134 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0001 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_1", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"}... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_1`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (@dataclass(frozen=True, slots=True)).
- Security Boundary: E... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from dataclasses import dataclass, field
logger = logging.getLogger("CloudNativeReconciler_001")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernete... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = CloudNativeReconciler_001(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 143 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0002 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_2", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"}... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_2`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecDict(TypedDict):).
- Security Boundary:... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, TypedDict, TypeGuard
logger = logging.getLogger("OperatorSdkController_002")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator & Co... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = OperatorSdkController_002(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 140 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0003 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_3", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"}... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_3`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceDescriptor(NamedTuple):).
- Security Bounda... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, NamedTuple
logger = logging.getLogger("ClusterStateSynchronizer_003")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator & Controlle... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = ClusterStateSynchronizer_003(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required op... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 140 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0004 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_4", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"}... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_4`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecSchema(BaseModel):).
- Security Boundar... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from pydantic import BaseModel, Field, ConfigDict
logger = logging.getLogger("DynamicInformerEngine_004")
class K8sReconcileException(Exception):
def __init__(self, message: str = "... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = DynamicInformerEngine_004(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 129 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0005 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_5", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"}... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_5`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (@dataclass(frozen=True, slots=True)).
- Security Boundary: E... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from dataclasses import dataclass, field
logger = logging.getLogger("K8sCustomResourceOperator_005")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kuber... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = K8sCustomResourceOperator_005(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required o... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 136 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0006 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_6", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"}... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_6`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecDict(TypedDict):).
- Security Boundary:... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, TypedDict, TypeGuard
logger = logging.getLogger("CloudNativeReconciler_006")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator & Co... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = CloudNativeReconciler_006(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 134 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0007 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_7", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"}... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_7`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceDescriptor(NamedTuple):).
- Security Bounda... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, NamedTuple
logger = logging.getLogger("OperatorSdkController_007")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator & Controller R... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = OperatorSdkController_007(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 135 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0008 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_8", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"}... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_8`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecSchema(BaseModel):).
- Security Boundar... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from pydantic import BaseModel, Field, ConfigDict
logger = logging.getLogger("ClusterStateSynchronizer_008")
class K8sReconcileException(Exception):
def __init__(self, message: str ... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = ClusterStateSynchronizer_008(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required op... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 129 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0009 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_9", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"}... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_9`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (@dataclass(frozen=True, slots=True)).
- Security Boundary: E... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from dataclasses import dataclass, field
logger = logging.getLogger("DynamicInformerEngine_009")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernete... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = DynamicInformerEngine_009(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 137 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0010 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_10", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_10`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecDict(TypedDict):).
- Security Boundary... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, TypedDict, TypeGuard
logger = logging.getLogger("K8sCustomResourceOperator_010")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator ... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = K8sCustomResourceOperator_010(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required o... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 136 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0011 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_11", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_11`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceDescriptor(NamedTuple):).
- Security Bound... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, NamedTuple
logger = logging.getLogger("CloudNativeReconciler_011")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator & Controller R... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = CloudNativeReconciler_011(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 135 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0012 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_12", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_12`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecSchema(BaseModel):).
- Security Bounda... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from pydantic import BaseModel, Field, ConfigDict
logger = logging.getLogger("OperatorSdkController_012")
class K8sReconcileException(Exception):
def __init__(self, message: str = "... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = OperatorSdkController_012(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 131 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0013 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_13", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_13`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (@dataclass(frozen=True, slots=True)).
- Security Boundary: ... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from dataclasses import dataclass, field
logger = logging.getLogger("ClusterStateSynchronizer_013")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubern... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = ClusterStateSynchronizer_013(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required op... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 140 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0014 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_14", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_14`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecDict(TypedDict):).
- Security Boundary... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, TypedDict, TypeGuard
logger = logging.getLogger("DynamicInformerEngine_014")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator & Co... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = DynamicInformerEngine_014(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 137 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0015 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_15", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_15`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceDescriptor(NamedTuple):).
- Security Bound... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, NamedTuple
logger = logging.getLogger("K8sCustomResourceOperator_015")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator & Controll... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = K8sCustomResourceOperator_015(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required o... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 137 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0016 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_16", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_16`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecSchema(BaseModel):).
- Security Bounda... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from pydantic import BaseModel, Field, ConfigDict
logger = logging.getLogger("CloudNativeReconciler_016")
class K8sReconcileException(Exception):
def __init__(self, message: str = "... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = CloudNativeReconciler_016(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 137 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0017 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_17", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_17`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (@dataclass(frozen=True, slots=True)).
- Security Boundary: ... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from dataclasses import dataclass, field
logger = logging.getLogger("OperatorSdkController_017")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernete... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = OperatorSdkController_017(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 144 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0018 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_18", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_18`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecDict(TypedDict):).
- Security Boundary... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, TypedDict, TypeGuard
logger = logging.getLogger("ClusterStateSynchronizer_018")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator &... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = ClusterStateSynchronizer_018(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required op... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 142 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0019 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_19", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_19`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceDescriptor(NamedTuple):).
- Security Bound... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, NamedTuple
logger = logging.getLogger("DynamicInformerEngine_019")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator & Controller R... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = DynamicInformerEngine_019(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 143 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0020 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_20", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_20`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecSchema(BaseModel):).
- Security Bounda... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from pydantic import BaseModel, Field, ConfigDict
logger = logging.getLogger("K8sCustomResourceOperator_020")
class K8sReconcileException(Exception):
def __init__(self, message: str... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = K8sCustomResourceOperator_020(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required o... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 130 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0021 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_21", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_21`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (@dataclass(frozen=True, slots=True)).
- Security Boundary: ... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from dataclasses import dataclass, field
logger = logging.getLogger("CloudNativeReconciler_021")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernete... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = CloudNativeReconciler_021(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 138 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0022 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_22", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_22`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecDict(TypedDict):).
- Security Boundary... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, TypedDict, TypeGuard
logger = logging.getLogger("OperatorSdkController_022")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator & Co... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = OperatorSdkController_022(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 137 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0023 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_23", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_23`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceDescriptor(NamedTuple):).
- Security Bound... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, NamedTuple
logger = logging.getLogger("ClusterStateSynchronizer_023")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator & Controlle... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = ClusterStateSynchronizer_023(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required op... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 136 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0024 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_24", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_24`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecSchema(BaseModel):).
- Security Bounda... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from pydantic import BaseModel, Field, ConfigDict
logger = logging.getLogger("DynamicInformerEngine_024")
class K8sReconcileException(Exception):
def __init__(self, message: str = "... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = DynamicInformerEngine_024(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 131 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0025 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_25", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_25`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (@dataclass(frozen=True, slots=True)).
- Security Boundary: ... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from dataclasses import dataclass, field
logger = logging.getLogger("K8sCustomResourceOperator_025")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kuber... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = K8sCustomResourceOperator_025(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required o... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 140 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0026 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_26", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_26`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecDict(TypedDict):).
- Security Boundary... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, TypedDict, TypeGuard
logger = logging.getLogger("CloudNativeReconciler_026")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator & Co... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = CloudNativeReconciler_026(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 137 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0027 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_27", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_27`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceDescriptor(NamedTuple):).
- Security Bound... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, NamedTuple
logger = logging.getLogger("OperatorSdkController_027")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator & Controller R... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = OperatorSdkController_027(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 137 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0028 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_28", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_28`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecSchema(BaseModel):).
- Security Bounda... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from pydantic import BaseModel, Field, ConfigDict
logger = logging.getLogger("ClusterStateSynchronizer_028")
class K8sReconcileException(Exception):
def __init__(self, message: str ... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = ClusterStateSynchronizer_028(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required op... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 134 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0029 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_29", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_29`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (@dataclass(frozen=True, slots=True)).
- Security Boundary: ... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from dataclasses import dataclass, field
logger = logging.getLogger("DynamicInformerEngine_029")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernete... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = DynamicInformerEngine_029(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 141 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0030 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_30", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_30`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecDict(TypedDict):).
- Security Boundary... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, TypedDict, TypeGuard
logger = logging.getLogger("K8sCustomResourceOperator_030")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator ... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = K8sCustomResourceOperator_030(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required o... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 139 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0031 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_31", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_31`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceDescriptor(NamedTuple):).
- Security Bound... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, NamedTuple
logger = logging.getLogger("CloudNativeReconciler_031")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator & Controller R... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = CloudNativeReconciler_031(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 140 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0032 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_32", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_32`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecSchema(BaseModel):).
- Security Bounda... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from pydantic import BaseModel, Field, ConfigDict
logger = logging.getLogger("OperatorSdkController_032")
class K8sReconcileException(Exception):
def __init__(self, message: str = "... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = OperatorSdkController_032(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 132 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0033 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_33", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_33`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (@dataclass(frozen=True, slots=True)).
- Security Boundary: ... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from dataclasses import dataclass, field
logger = logging.getLogger("ClusterStateSynchronizer_033")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubern... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = ClusterStateSynchronizer_033(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required op... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 140 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0034 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_34", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_34`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecDict(TypedDict):).
- Security Boundary... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, TypedDict, TypeGuard
logger = logging.getLogger("DynamicInformerEngine_034")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator & Co... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = DynamicInformerEngine_034(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 139 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0035 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_35", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_35`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceDescriptor(NamedTuple):).
- Security Bound... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, NamedTuple
logger = logging.getLogger("K8sCustomResourceOperator_035")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator & Controll... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = K8sCustomResourceOperator_035(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required o... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 138 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0036 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_36", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_36`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecSchema(BaseModel):).
- Security Bounda... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from pydantic import BaseModel, Field, ConfigDict
logger = logging.getLogger("CloudNativeReconciler_036")
class K8sReconcileException(Exception):
def __init__(self, message: str = "... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = CloudNativeReconciler_036(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 126 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0037 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_37", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_37`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (@dataclass(frozen=True, slots=True)).
- Security Boundary: ... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from dataclasses import dataclass, field
logger = logging.getLogger("OperatorSdkController_037")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernete... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = OperatorSdkController_037(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 135 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0038 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_38", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_38`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecDict(TypedDict):).
- Security Boundary... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, TypedDict, TypeGuard
logger = logging.getLogger("ClusterStateSynchronizer_038")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator &... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = ClusterStateSynchronizer_038(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required op... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 132 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0039 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_39", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_39`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceDescriptor(NamedTuple):).
- Security Bound... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, NamedTuple
logger = logging.getLogger("DynamicInformerEngine_039")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator & Controller R... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = DynamicInformerEngine_039(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 132 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0040 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_40", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_40`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecSchema(BaseModel):).
- Security Bounda... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from pydantic import BaseModel, Field, ConfigDict
logger = logging.getLogger("K8sCustomResourceOperator_040")
class K8sReconcileException(Exception):
def __init__(self, message: str... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = K8sCustomResourceOperator_040(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required o... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 128 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0041 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_41", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_41`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (@dataclass(frozen=True, slots=True)).
- Security Boundary: ... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from dataclasses import dataclass, field
logger = logging.getLogger("CloudNativeReconciler_041")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernete... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = CloudNativeReconciler_041(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 135 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0042 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_42", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_42`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecDict(TypedDict):).
- Security Boundary... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, TypedDict, TypeGuard
logger = logging.getLogger("OperatorSdkController_042")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator & Co... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = OperatorSdkController_042(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 133 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0043 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_43", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_43`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceDescriptor(NamedTuple):).
- Security Bound... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, NamedTuple
logger = logging.getLogger("ClusterStateSynchronizer_043")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator & Controlle... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = ClusterStateSynchronizer_043(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required op... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 134 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0044 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_44", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_44`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecSchema(BaseModel):).
- Security Bounda... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from pydantic import BaseModel, Field, ConfigDict
logger = logging.getLogger("DynamicInformerEngine_044")
class K8sReconcileException(Exception):
def __init__(self, message: str = "... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = DynamicInformerEngine_044(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 129 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0045 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_45", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_45`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (@dataclass(frozen=True, slots=True)).
- Security Boundary: ... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from dataclasses import dataclass, field
logger = logging.getLogger("K8sCustomResourceOperator_045")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kuber... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = K8sCustomResourceOperator_045(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required o... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 137 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0046 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_46", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_46`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecDict(TypedDict):).
- Security Boundary... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, TypedDict, TypeGuard
logger = logging.getLogger("CloudNativeReconciler_046")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator & Co... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = CloudNativeReconciler_046(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 136 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0047 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_47", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_47`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceDescriptor(NamedTuple):).
- Security Bound... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, NamedTuple
logger = logging.getLogger("OperatorSdkController_047")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator & Controller R... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = OperatorSdkController_047(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 135 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0048 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_48", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_48`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecSchema(BaseModel):).
- Security Bounda... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from pydantic import BaseModel, Field, ConfigDict
logger = logging.getLogger("ClusterStateSynchronizer_048")
class K8sReconcileException(Exception):
def __init__(self, message: str ... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = ClusterStateSynchronizer_048(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required op... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 133 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0049 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_49", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_49`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (@dataclass(frozen=True, slots=True)).
- Security Boundary: ... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from dataclasses import dataclass, field
logger = logging.getLogger("DynamicInformerEngine_049")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernete... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = DynamicInformerEngine_049(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 142 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0050 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_50", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_50`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecDict(TypedDict):).
- Security Boundary... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, TypedDict, TypeGuard
logger = logging.getLogger("K8sCustomResourceOperator_050")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator ... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = K8sCustomResourceOperator_050(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required o... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 139 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0051 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_51", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_51`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceDescriptor(NamedTuple):).
- Security Bound... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, NamedTuple
logger = logging.getLogger("CloudNativeReconciler_051")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator & Controller R... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = CloudNativeReconciler_051(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 139 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0052 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_52", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_52`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecSchema(BaseModel):).
- Security Bounda... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from pydantic import BaseModel, Field, ConfigDict
logger = logging.getLogger("OperatorSdkController_052")
class K8sReconcileException(Exception):
def __init__(self, message: str = "... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = OperatorSdkController_052(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 128 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0053 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_53", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_53`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (@dataclass(frozen=True, slots=True)).
- Security Boundary: ... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from dataclasses import dataclass, field
logger = logging.getLogger("ClusterStateSynchronizer_053")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubern... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = ClusterStateSynchronizer_053(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required op... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 135 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0054 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_54", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_54`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecDict(TypedDict):).
- Security Boundary... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, TypedDict, TypeGuard
logger = logging.getLogger("DynamicInformerEngine_054")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator & Co... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = DynamicInformerEngine_054(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 133 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0055 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_55", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_55`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceDescriptor(NamedTuple):).
- Security Bound... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, NamedTuple
logger = logging.getLogger("K8sCustomResourceOperator_055")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator & Controll... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = K8sCustomResourceOperator_055(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required o... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 134 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0056 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_56", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_56`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecSchema(BaseModel):).
- Security Bounda... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from pydantic import BaseModel, Field, ConfigDict
logger = logging.getLogger("CloudNativeReconciler_056")
class K8sReconcileException(Exception):
def __init__(self, message: str = "... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = CloudNativeReconciler_056(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 128 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0057 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_57", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_57`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (@dataclass(frozen=True, slots=True)).
- Security Boundary: ... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from dataclasses import dataclass, field
logger = logging.getLogger("OperatorSdkController_057")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernete... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = OperatorSdkController_057(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 136 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0058 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_58", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_58`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecDict(TypedDict):).
- Security Boundary... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, TypedDict, TypeGuard
logger = logging.getLogger("ClusterStateSynchronizer_058")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator &... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = ClusterStateSynchronizer_058(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required op... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 135 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0059 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_59", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_59`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceDescriptor(NamedTuple):).
- Security Bound... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, NamedTuple
logger = logging.getLogger("DynamicInformerEngine_059")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator & Controller R... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = DynamicInformerEngine_059(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 134 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0060 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_60", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_60`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecSchema(BaseModel):).
- Security Bounda... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from pydantic import BaseModel, Field, ConfigDict
logger = logging.getLogger("K8sCustomResourceOperator_060")
class K8sReconcileException(Exception):
def __init__(self, message: str... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = K8sCustomResourceOperator_060(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required o... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 130 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0061 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_61", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_61`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (@dataclass(frozen=True, slots=True)).
- Security Boundary: ... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from dataclasses import dataclass, field
logger = logging.getLogger("CloudNativeReconciler_061")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernete... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = CloudNativeReconciler_061(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 139 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0062 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_62", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_62`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecDict(TypedDict):).
- Security Boundary... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, TypedDict, TypeGuard
logger = logging.getLogger("OperatorSdkController_062")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator & Co... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = OperatorSdkController_062(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 136 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0063 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_63", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_63`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceDescriptor(NamedTuple):).
- Security Bound... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, NamedTuple
logger = logging.getLogger("ClusterStateSynchronizer_063")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator & Controlle... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = ClusterStateSynchronizer_063(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required op... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 136 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0064 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_64", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_64`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecSchema(BaseModel):).
- Security Bounda... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from pydantic import BaseModel, Field, ConfigDict
logger = logging.getLogger("DynamicInformerEngine_064")
class K8sReconcileException(Exception):
def __init__(self, message: str = "... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = DynamicInformerEngine_064(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 136 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0065 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_65", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_65`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (@dataclass(frozen=True, slots=True)).
- Security Boundary: ... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from dataclasses import dataclass, field
logger = logging.getLogger("K8sCustomResourceOperator_065")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kuber... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = K8sCustomResourceOperator_065(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required o... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 143 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0066 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_66", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_66`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecDict(TypedDict):).
- Security Boundary... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, TypedDict, TypeGuard
logger = logging.getLogger("CloudNativeReconciler_066")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator & Co... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = CloudNativeReconciler_066(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 141 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0067 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_67", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_67`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceDescriptor(NamedTuple):).
- Security Bound... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, NamedTuple
logger = logging.getLogger("OperatorSdkController_067")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator & Controller R... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = OperatorSdkController_067(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 142 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0068 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_68", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_68`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecSchema(BaseModel):).
- Security Bounda... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from pydantic import BaseModel, Field, ConfigDict
logger = logging.getLogger("ClusterStateSynchronizer_068")
class K8sReconcileException(Exception):
def __init__(self, message: str ... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = ClusterStateSynchronizer_068(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required op... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 129 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0069 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_69", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_69`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (@dataclass(frozen=True, slots=True)).
- Security Boundary: ... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from dataclasses import dataclass, field
logger = logging.getLogger("DynamicInformerEngine_069")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernete... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = DynamicInformerEngine_069(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 137 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0070 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_70", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_70`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecDict(TypedDict):).
- Security Boundary... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, TypedDict, TypeGuard
logger = logging.getLogger("K8sCustomResourceOperator_070")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator ... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = K8sCustomResourceOperator_070(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required o... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 136 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0071 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_71", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_71`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceDescriptor(NamedTuple):).
- Security Bound... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, NamedTuple
logger = logging.getLogger("CloudNativeReconciler_071")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator & Controller R... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = CloudNativeReconciler_071(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 135 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0072 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_72", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_72`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecSchema(BaseModel):).
- Security Bounda... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from pydantic import BaseModel, Field, ConfigDict
logger = logging.getLogger("OperatorSdkController_072")
class K8sReconcileException(Exception):
def __init__(self, message: str = "... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = OperatorSdkController_072(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 130 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0073 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_73", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_73`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (@dataclass(frozen=True, slots=True)).
- Security Boundary: ... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from dataclasses import dataclass, field
logger = logging.getLogger("ClusterStateSynchronizer_073")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubern... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = ClusterStateSynchronizer_073(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required op... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 139 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0074 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_74", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_74`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecDict(TypedDict):).
- Security Boundary... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, TypedDict, TypeGuard
logger = logging.getLogger("DynamicInformerEngine_074")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator & Co... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = DynamicInformerEngine_074(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 136 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0075 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_75", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_75`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceDescriptor(NamedTuple):).
- Security Bound... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, NamedTuple
logger = logging.getLogger("K8sCustomResourceOperator_075")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator & Controll... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = K8sCustomResourceOperator_075(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required o... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 136 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0076 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_76", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_76`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecSchema(BaseModel):).
- Security Bounda... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from pydantic import BaseModel, Field, ConfigDict
logger = logging.getLogger("CloudNativeReconciler_076")
class K8sReconcileException(Exception):
def __init__(self, message: str = "... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = CloudNativeReconciler_076(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 133 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0077 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_77", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_77`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (@dataclass(frozen=True, slots=True)).
- Security Boundary: ... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from dataclasses import dataclass, field
logger = logging.getLogger("OperatorSdkController_077")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernete... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = OperatorSdkController_077(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 140 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0078 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_78", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_78`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecDict(TypedDict):).
- Security Boundary... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, TypedDict, TypeGuard
logger = logging.getLogger("ClusterStateSynchronizer_078")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator &... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = ClusterStateSynchronizer_078(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required op... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 138 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0079 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_79", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_79`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceDescriptor(NamedTuple):).
- Security Bound... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, NamedTuple
logger = logging.getLogger("DynamicInformerEngine_079")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator & Controller R... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = DynamicInformerEngine_079(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 139 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0080 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_80", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_80`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecSchema(BaseModel):).
- Security Bounda... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from pydantic import BaseModel, Field, ConfigDict
logger = logging.getLogger("K8sCustomResourceOperator_080")
class K8sReconcileException(Exception):
def __init__(self, message: str... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = K8sCustomResourceOperator_080(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required o... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 137 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0081 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_81", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_81`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (@dataclass(frozen=True, slots=True)).
- Security Boundary: ... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from dataclasses import dataclass, field
logger = logging.getLogger("CloudNativeReconciler_081")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernete... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = CloudNativeReconciler_081(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 145 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0082 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_82", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_82`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecDict(TypedDict):).
- Security Boundary... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, TypedDict, TypeGuard
logger = logging.getLogger("OperatorSdkController_082")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator & Co... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = OperatorSdkController_082(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 144 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0083 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_83", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_83`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceDescriptor(NamedTuple):).
- Security Bound... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, NamedTuple
logger = logging.getLogger("ClusterStateSynchronizer_083")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator & Controlle... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = ClusterStateSynchronizer_083(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required op... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 143 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0084 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_84", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_84`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecSchema(BaseModel):).
- Security Bounda... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from pydantic import BaseModel, Field, ConfigDict
logger = logging.getLogger("DynamicInformerEngine_084")
class K8sReconcileException(Exception):
def __init__(self, message: str = "... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = DynamicInformerEngine_084(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 131 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0085 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_85", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_85`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (@dataclass(frozen=True, slots=True)).
- Security Boundary: ... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from dataclasses import dataclass, field
logger = logging.getLogger("K8sCustomResourceOperator_085")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kuber... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = K8sCustomResourceOperator_085(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required o... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 140 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0086 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_86", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_86`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecDict(TypedDict):).
- Security Boundary... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, TypedDict, TypeGuard
logger = logging.getLogger("CloudNativeReconciler_086")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator & Co... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = CloudNativeReconciler_086(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 137 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0087 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_87", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_87`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceDescriptor(NamedTuple):).
- Security Bound... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, NamedTuple
logger = logging.getLogger("OperatorSdkController_087")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator & Controller R... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = OperatorSdkController_087(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 137 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0088 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_88", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_88`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecSchema(BaseModel):).
- Security Bounda... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from pydantic import BaseModel, Field, ConfigDict
logger = logging.getLogger("ClusterStateSynchronizer_088")
class K8sReconcileException(Exception):
def __init__(self, message: str ... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = ClusterStateSynchronizer_088(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required op... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 133 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0089 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_89", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_89`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (@dataclass(frozen=True, slots=True)).
- Security Boundary: ... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from dataclasses import dataclass, field
logger = logging.getLogger("DynamicInformerEngine_089")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernete... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = DynamicInformerEngine_089(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 140 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0090 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_90", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_90`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecDict(TypedDict):).
- Security Boundary... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, TypedDict, TypeGuard
logger = logging.getLogger("K8sCustomResourceOperator_090")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator ... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = K8sCustomResourceOperator_090(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required o... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 138 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0091 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_91", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_91`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceDescriptor(NamedTuple):).
- Security Bound... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, NamedTuple
logger = logging.getLogger("CloudNativeReconciler_091")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator & Controller R... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = CloudNativeReconciler_091(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 139 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0092 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_92", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_92`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecSchema(BaseModel):).
- Security Bounda... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from pydantic import BaseModel, Field, ConfigDict
logger = logging.getLogger("OperatorSdkController_092")
class K8sReconcileException(Exception):
def __init__(self, message: str = "... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = OperatorSdkController_092(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 134 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0093 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_93", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_93`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (@dataclass(frozen=True, slots=True)).
- Security Boundary: ... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from dataclasses import dataclass, field
logger = logging.getLogger("ClusterStateSynchronizer_093")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubern... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = ClusterStateSynchronizer_093(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required op... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 142 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0094 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_94", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_94`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecDict(TypedDict):).
- Security Boundary... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, TypedDict, TypeGuard
logger = logging.getLogger("DynamicInformerEngine_094")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator & Co... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = DynamicInformerEngine_094(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 141 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0095 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_95", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_95`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceDescriptor(NamedTuple):).
- Security Bound... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, NamedTuple
logger = logging.getLogger("K8sCustomResourceOperator_095")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator & Controll... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = K8sCustomResourceOperator_095(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required o... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 140 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0096 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_96", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_96`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecSchema(BaseModel):).
- Security Bounda... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from pydantic import BaseModel, Field, ConfigDict
logger = logging.getLogger("CloudNativeReconciler_096")
class K8sReconcileException(Exception):
def __init__(self, message: str = "... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = CloudNativeReconciler_096(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 133 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0097 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_97", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_97`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (@dataclass(frozen=True, slots=True)).
- Security Boundary: ... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple
from dataclasses import dataclass, field
logger = logging.getLogger("OperatorSdkController_097")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernete... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = OperatorSdkController_097(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 142 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0098 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_98", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_98`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceSpecDict(TypedDict):).
- Security Boundary... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, TypedDict, TypeGuard
logger = logging.getLogger("ClusterStateSynchronizer_098")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator &... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = ClusterStateSynchronizer_098(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required op... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 139 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
p17_sft_d01_0099 | 1 | Kubernetes CRD Operator & Controller Reconciliation | {"type": "function", "function": {"name": "k8s_crd_reconcile_99", "description": "Reconciles Kubernetes Custom Resource Definition status and ensures declared desired state converges with cluster live state.", "parameters": {"type": "object", "properties": {"namespace": {"type": "string"}, "crd_name": {"type": "string"... | Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller Reconciliation' in Python. It must validate resource spec parameters, enforce service token authentication, guarantee atomic status reconciliation, and handle transient API server throttling. | <think>
1. Operational Objective: Execute zero-trust DevSecOps orchestration for Kubernetes CRD Operator & Controller Reconciliation using standard tool `k8s_crd_reconcile_99`.
2. Architecture Strategy:
- System Model: Implement robust schema validation (class K8sResourceDescriptor(NamedTuple):).
- Security Bound... | import time
import json
import logging
import secrets
import hashlib
import hmac
from typing import Dict, Any, List, Optional, Tuple, NamedTuple
logger = logging.getLogger("DynamicInformerEngine_099")
class K8sReconcileException(Exception):
def __init__(self, message: str = "Kubernetes CRD Operator & Controller R... | # Deterministic RL Sandbox Verification Harness
def test_verification_harness():
instance = DynamicInformerEngine_099(engine_id="eval_test_runner")
assert instance.engine_id == "eval_test_runner", "Instance initialization failed"
assert hasattr(instance, "reconcile_custom_resource"), "Missing required opera... | {"benchmark": "CyberSecEval-3 / SWE-bench Infra", "domain": "Kubernetes CRD Operator & Controller Reconciliation", "baseline_pass@1": 58.4, "finetuned_pass@1": 82.1, "delta": "+23.7%"} | 139 | [{"role": "system", "content": "You are an expert autonomous cloud-native DevSecOps and Kubernetes security engineer capable of writing mission-critical, zero-trust infrastructure code."}, {"role": "user", "content": "Implement an enterprise Kubernetes CRD Operator controller class 'Kubernetes CRD Operator & Controller... |
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