system_context dict | codebase_snapshot dict | task_type stringclasses 2
values | red_team dict | blue_team dict | coding dict | reasoning_trace stringlengths 26 152 | outcome dict |
|---|---|---|---|---|---|---|---|
{
"attack_vector": "Third-Party Library",
"severity": "High",
"vulnerability_type": "Broken Auth"
} | {
"snapshot_id": "SNAP-137b2a",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Broken Auth",
"impact": "Blocked",
"payloads": [
"payload_1c3e"
],
"steps": [
"target_system.exploit_d8222a"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_e28172"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.exploit_d8222a -> target_system.patch_e28172 | {
"severity": "High",
"success": true,
"time_to_detect": 1.57
} |
{
"attack_vector": "Third-Party Library",
"severity": "Critical",
"vulnerability_type": "Buffer Overflow"
} | {
"snapshot_id": "SNAP-e94a77",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Buffer Overflow",
"impact": "Blocked",
"payloads": [
"payload_5713"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_e28172",
"target_system.patch_9a13ca"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_e28172 -> target_system.patch_9a13ca | {
"severity": "Critical",
"success": true,
"time_to_detect": 4.36
} |
{
"attack_vector": "Phishing",
"severity": "High",
"vulnerability_type": "Broken Auth"
} | {
"snapshot_id": "SNAP-da8027",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Broken Auth",
"impact": "Blocked",
"payloads": [
"payload_64a2"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_e28172"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_e28172 | {
"severity": "High",
"success": true,
"time_to_detect": 1.09
} |
{
"attack_vector": "Third-Party Library",
"severity": "High",
"vulnerability_type": "SSRF"
} | {
"snapshot_id": "SNAP-80b843",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "SSRF",
"impact": "Blocked",
"payloads": [
"payload_d8a7"
],
"steps": [
"target_system.exploit_28b139"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_e28172",
"target_system.patch_d8222a",
"target_system.patch_d8222a"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_e28172 -> target_system.exploit_28b139 -> target_system.patch_d8222a -> target_system.patch_d8222a | {
"severity": "High",
"success": true,
"time_to_detect": 1.66
} |
{
"attack_vector": "API Endpoint",
"severity": "Critical",
"vulnerability_type": "SQL Injection"
} | {
"snapshot_id": "SNAP-bb049a",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "SQL Injection",
"impact": "Blocked",
"payloads": [
"payload_1365"
],
"steps": [
"target_system.exploit_fd0516"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.scan_99914b",
"target_system.patch_fd0516"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.scan_99914b -> target_system.exploit_fd0516 -> target_system.patch_fd0516 | {
"severity": "Critical",
"success": true,
"time_to_detect": 0.55
} |
{
"attack_vector": "Web Request",
"severity": "High",
"vulnerability_type": "SSRF"
} | {
"snapshot_id": "SNAP-99356f",
"vulnerable_component": "api_gateway/v1/auth.py"
} | exploit | {
"attack_vector": "SSRF",
"impact": "Data Exfiltration",
"payloads": [
"payload_e8c4"
],
"steps": [
"target_system.exploit_28b139"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_e28172",
"target_system.patch_fd0516",
"target_system.patch_e28172",
"target_system.patch_9a13ca"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_e28172 -> target_system.patch_fd0516 -> target_system.patch_e28172 -> target_system.patch_9a13ca -> target_system.exploit_28b139 | {
"severity": "High",
"success": true,
"time_to_detect": 3.91
} |
{
"attack_vector": "Internal Network",
"severity": "Critical",
"vulnerability_type": "Buffer Overflow"
} | {
"snapshot_id": "SNAP-79c7b3",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Buffer Overflow",
"impact": "Blocked",
"payloads": [
"payload_27a9"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_e28172",
"target_system.patch_9a13ca"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_e28172 -> target_system.patch_9a13ca | {
"severity": "Critical",
"success": true,
"time_to_detect": 1.43
} |
{
"attack_vector": "Web Request",
"severity": "High",
"vulnerability_type": "SSRF"
} | {
"snapshot_id": "SNAP-ce8d5f",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "SSRF",
"impact": "Blocked",
"payloads": [
"payload_7968"
],
"steps": [
"target_system.exploit_28b139",
"target_system.exploit_28b139"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_031983",
"target_system.patch_420cc4",
"target_system.patch_9a13ca"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_031983 -> target_system.exploit_28b139 -> target_system.exploit_28b139 -> target_system.patch_420cc4 -> target_system.patch_9a13ca | {
"severity": "High",
"success": true,
"time_to_detect": 4.01
} |
{
"attack_vector": "Third-Party Library",
"severity": "Critical",
"vulnerability_type": "Insecure Deserialization"
} | {
"snapshot_id": "SNAP-d6a80a",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Insecure Deserialization",
"impact": "Blocked",
"payloads": [
"payload_d5b5"
],
"steps": [
"target_system.exploit_031983",
"target_system.exploit_031983"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_28b139",
"target_system.patch_9a13ca",
"target_system.patch_031983"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.exploit_031983 -> target_system.patch_28b139 -> target_system.exploit_031983 -> target_system.patch_9a13ca -> target_system.patch_031983 | {
"severity": "Critical",
"success": true,
"time_to_detect": 1.77
} |
{
"attack_vector": "Web Request",
"severity": "Medium",
"vulnerability_type": "XSS"
} | {
"snapshot_id": "SNAP-35a687",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "XSS",
"impact": "Blocked",
"payloads": [
"payload_025d"
],
"steps": [
"target_system.exploit_420cc4"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.scan_99914b",
"target_system.patch_e28172",
"target_system.patch_28b139",
"target_system.patch_031983"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.scan_99914b -> target_system.patch_e28172 -> target_system.patch_28b139 -> target_system.exploit_420cc4 -> target_system.patch_031983 | {
"severity": "Medium",
"success": true,
"time_to_detect": 2.4
} |
{
"attack_vector": "Phishing",
"severity": "Critical",
"vulnerability_type": "Buffer Overflow"
} | {
"snapshot_id": "SNAP-fd1687",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Buffer Overflow",
"impact": "Blocked",
"payloads": [
"payload_7a20"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.scan_99914b",
"target_system.patch_031983",
"target_system.patch_d8222a",
"target_system.patch_9a13ca"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.scan_99914b -> target_system.patch_031983 -> target_system.patch_d8222a -> target_system.patch_9a13ca | {
"severity": "Critical",
"success": true,
"time_to_detect": 3.37
} |
{
"attack_vector": "API Endpoint",
"severity": "Critical",
"vulnerability_type": "Buffer Overflow"
} | {
"snapshot_id": "SNAP-9d4927",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Buffer Overflow",
"impact": "Blocked",
"payloads": [
"payload_803c"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_9a13ca"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_9a13ca | {
"severity": "Critical",
"success": true,
"time_to_detect": 3.36
} |
{
"attack_vector": "Web Request",
"severity": "Medium",
"vulnerability_type": "Path Traversal"
} | {
"snapshot_id": "SNAP-dcc09d",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Path Traversal",
"impact": "Blocked",
"payloads": [
"payload_5c6d"
],
"steps": [
"target_system.exploit_d8222a",
"target_system.exploit_d8222a"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_e28172",
"target_system.patch_fd0516",
"target_system.patch_d8222a"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.exploit_d8222a -> target_system.patch_e28172 -> target_system.exploit_d8222a -> target_system.patch_fd0516 -> target_system.patch_d8222a | {
"severity": "Medium",
"success": true,
"time_to_detect": 0.75
} |
{
"attack_vector": "Third-Party Library",
"severity": "High",
"vulnerability_type": "Broken Auth"
} | {
"snapshot_id": "SNAP-dea0c3",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Broken Auth",
"impact": "Blocked",
"payloads": [
"payload_da69"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_fd0516",
"target_system.patch_031983",
"target_system.patch_d8222a",
"target_system.patch_e28172"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_fd0516 -> target_system.patch_031983 -> target_system.patch_d8222a -> target_system.patch_e28172 | {
"severity": "High",
"success": true,
"time_to_detect": 1.46
} |
{
"attack_vector": "API Endpoint",
"severity": "Critical",
"vulnerability_type": "Buffer Overflow"
} | {
"snapshot_id": "SNAP-8820c0",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Buffer Overflow",
"impact": "Blocked",
"payloads": [
"payload_ca1a"
],
"steps": [
"target_system.exploit_d8222a"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_d8222a",
"target_system.patch_9a13ca"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.exploit_d8222a -> target_system.patch_d8222a -> target_system.patch_9a13ca | {
"severity": "Critical",
"success": true,
"time_to_detect": 2.99
} |
{
"attack_vector": "Internal Network",
"severity": "High",
"vulnerability_type": "SSRF"
} | {
"snapshot_id": "SNAP-d6d044",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "SSRF",
"impact": "Blocked",
"payloads": [
"payload_b84f"
],
"steps": [
"target_system.exploit_28b139"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_28b139"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.exploit_28b139 -> target_system.patch_28b139 | {
"severity": "High",
"success": true,
"time_to_detect": 0.47
} |
{
"attack_vector": "Internal Network",
"severity": "High",
"vulnerability_type": "Broken Auth"
} | {
"snapshot_id": "SNAP-3b2044",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Broken Auth",
"impact": "Blocked",
"payloads": [
"payload_8527"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_9a13ca",
"target_system.patch_d8222a",
"target_system.patch_9a13ca",
"target_system.patch_9a13ca",
"target_system.patch_fd0516"
],
"signals": [
"Abnormal SQL pattern",
... | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_9a13ca -> target_system.patch_d8222a -> target_system.patch_9a13ca -> target_system.patch_9a13ca -> target_system.patch_fd0516 | {
"severity": "High",
"success": true,
"time_to_detect": 3.55
} |
{
"attack_vector": "API Endpoint",
"severity": "High",
"vulnerability_type": "SSRF"
} | {
"snapshot_id": "SNAP-ba5a34",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "SSRF",
"impact": "Blocked",
"payloads": [
"payload_f333"
],
"steps": [
"target_system.exploit_28b139",
"target_system.exploit_28b139"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.scan_99914b",
"target_system.patch_9a13ca",
"target_system.patch_fd0516"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.scan_99914b -> target_system.patch_9a13ca -> target_system.exploit_28b139 -> target_system.exploit_28b139 -> target_system.patch_fd0516 | {
"severity": "High",
"success": true,
"time_to_detect": 4.57
} |
{
"attack_vector": "Phishing",
"severity": "Critical",
"vulnerability_type": "Buffer Overflow"
} | {
"snapshot_id": "SNAP-4d532c",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Buffer Overflow",
"impact": "Blocked",
"payloads": [
"payload_0ce1"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_9a13ca"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_9a13ca | {
"severity": "Critical",
"success": true,
"time_to_detect": 0.91
} |
{
"attack_vector": "Web Request",
"severity": "Critical",
"vulnerability_type": "Insecure Deserialization"
} | {
"snapshot_id": "SNAP-35b22e",
"vulnerable_component": "api_gateway/v1/auth.py"
} | exploit | {
"attack_vector": "Insecure Deserialization",
"impact": "Data Exfiltration",
"payloads": [
"payload_dc15"
],
"steps": [
"target_system.exploit_031983",
"target_system.exploit_031983"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_fd0516",
"target_system.patch_fd0516",
"target_system.patch_e28172"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_fd0516 -> target_system.patch_fd0516 -> target_system.exploit_031983 -> target_system.patch_e28172 -> target_system.exploit_031983 | {
"severity": "Critical",
"success": true,
"time_to_detect": 4.73
} |
{
"attack_vector": "API Endpoint",
"severity": "Critical",
"vulnerability_type": "Insecure Deserialization"
} | {
"snapshot_id": "SNAP-9fd93a",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Insecure Deserialization",
"impact": "Blocked",
"payloads": [
"payload_fbfb"
],
"steps": [
"target_system.exploit_031983"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_d8222a",
"target_system.patch_28b139",
"target_system.patch_420cc4"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.exploit_031983 -> target_system.patch_d8222a -> target_system.patch_28b139 -> target_system.patch_420cc4 | {
"severity": "Critical",
"success": true,
"time_to_detect": 4.91
} |
{
"attack_vector": "Web Request",
"severity": "High",
"vulnerability_type": "Broken Auth"
} | {
"snapshot_id": "SNAP-321700",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Broken Auth",
"impact": "Blocked",
"payloads": [
"payload_7982"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_e28172"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_e28172 | {
"severity": "High",
"success": true,
"time_to_detect": 1.51
} |
{
"attack_vector": "API Endpoint",
"severity": "Critical",
"vulnerability_type": "SQL Injection"
} | {
"snapshot_id": "SNAP-fad914",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "SQL Injection",
"impact": "Blocked",
"payloads": [
"payload_1a63"
],
"steps": [
"target_system.exploit_031983"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_420cc4",
"target_system.patch_d8222a",
"target_system.patch_fd0516"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.exploit_031983 -> target_system.patch_420cc4 -> target_system.patch_d8222a -> target_system.patch_fd0516 | {
"severity": "Critical",
"success": true,
"time_to_detect": 4.61
} |
{
"attack_vector": "Internal Network",
"severity": "High",
"vulnerability_type": "SSRF"
} | {
"snapshot_id": "SNAP-c85107",
"vulnerable_component": "api_gateway/v1/auth.py"
} | exploit | {
"attack_vector": "SSRF",
"impact": "Data Exfiltration",
"payloads": [
"payload_5872"
],
"steps": [
"target_system.exploit_9a13ca",
"target_system.exploit_28b139",
"target_system.exploit_28b139"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.scan_99914b",
"target_system.patch_9a13ca"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.exploit_9a13ca -> target_system.exploit_28b139 -> target_system.scan_99914b -> target_system.patch_9a13ca -> target_system.exploit_28b139 | {
"severity": "High",
"success": true,
"time_to_detect": 0.92
} |
{
"attack_vector": "Web Request",
"severity": "High",
"vulnerability_type": "Broken Auth"
} | {
"snapshot_id": "SNAP-b4836b",
"vulnerable_component": "api_gateway/v1/auth.py"
} | exploit | {
"attack_vector": "Broken Auth",
"impact": "Data Exfiltration",
"payloads": [
"payload_8d28"
],
"steps": [
"target_system.exploit_e28172"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_420cc4",
"target_system.patch_fd0516",
"target_system.patch_9a13ca",
"target_system.patch_9a13ca"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_420cc4 -> target_system.patch_fd0516 -> target_system.patch_9a13ca -> target_system.patch_9a13ca -> target_system.exploit_e28172 | {
"severity": "High",
"success": true,
"time_to_detect": 0.68
} |
{
"attack_vector": "API Endpoint",
"severity": "High",
"vulnerability_type": "Broken Auth"
} | {
"snapshot_id": "SNAP-cf89be",
"vulnerable_component": "api_gateway/v1/auth.py"
} | exploit | {
"attack_vector": "Broken Auth",
"impact": "Data Exfiltration",
"payloads": [
"payload_8cab"
],
"steps": [
"target_system.exploit_e28172",
"target_system.exploit_e28172"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_fd0516",
"target_system.patch_420cc4",
"target_system.patch_420cc4"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_fd0516 -> target_system.patch_420cc4 -> target_system.exploit_e28172 -> target_system.patch_420cc4 -> target_system.exploit_e28172 | {
"severity": "High",
"success": true,
"time_to_detect": 2.88
} |
{
"attack_vector": "Web Request",
"severity": "Critical",
"vulnerability_type": "Buffer Overflow"
} | {
"snapshot_id": "SNAP-76fd44",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Buffer Overflow",
"impact": "Blocked",
"payloads": [
"payload_5d85"
],
"steps": [
"target_system.exploit_9a13ca"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_9a13ca"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.exploit_9a13ca -> target_system.patch_9a13ca | {
"severity": "Critical",
"success": true,
"time_to_detect": 3.87
} |
{
"attack_vector": "Phishing",
"severity": "High",
"vulnerability_type": "SSRF"
} | {
"snapshot_id": "SNAP-f951d8",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "SSRF",
"impact": "Blocked",
"payloads": [
"payload_f2b9"
],
"steps": [
"target_system.exploit_031983"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_420cc4",
"target_system.patch_28b139"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.exploit_031983 -> target_system.patch_420cc4 -> target_system.patch_28b139 | {
"severity": "High",
"success": true,
"time_to_detect": 1.92
} |
{
"attack_vector": "Internal Network",
"severity": "Medium",
"vulnerability_type": "Path Traversal"
} | {
"snapshot_id": "SNAP-09f1e5",
"vulnerable_component": "api_gateway/v1/auth.py"
} | exploit | {
"attack_vector": "Path Traversal",
"impact": "Data Exfiltration",
"payloads": [
"payload_c5b3"
],
"steps": [
"target_system.exploit_d8222a",
"target_system.exploit_d8222a"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_e28172",
"target_system.patch_28b139",
"target_system.patch_9a13ca"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_e28172 -> target_system.patch_28b139 -> target_system.exploit_d8222a -> target_system.patch_9a13ca -> target_system.exploit_d8222a | {
"severity": "Medium",
"success": true,
"time_to_detect": 2.24
} |
{
"attack_vector": "Third-Party Library",
"severity": "Medium",
"vulnerability_type": "Path Traversal"
} | {
"snapshot_id": "SNAP-7385f4",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Path Traversal",
"impact": "Blocked",
"payloads": [
"payload_1fc9"
],
"steps": [
"target_system.exploit_9a13ca"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_28b139",
"target_system.patch_420cc4",
"target_system.patch_d8222a"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.exploit_9a13ca -> target_system.patch_28b139 -> target_system.patch_420cc4 -> target_system.patch_d8222a | {
"severity": "Medium",
"success": true,
"time_to_detect": 2.23
} |
{
"attack_vector": "Third-Party Library",
"severity": "Critical",
"vulnerability_type": "Buffer Overflow"
} | {
"snapshot_id": "SNAP-d6a8a9",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Buffer Overflow",
"impact": "Blocked",
"payloads": [
"payload_a973"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.scan_99914b",
"target_system.patch_420cc4",
"target_system.patch_031983",
"target_system.patch_420cc4"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.scan_99914b -> target_system.patch_420cc4 -> target_system.patch_031983 -> target_system.patch_420cc4 | {
"severity": "Critical",
"success": true,
"time_to_detect": 1
} |
{
"attack_vector": "API Endpoint",
"severity": "Medium",
"vulnerability_type": "XSS"
} | {
"snapshot_id": "SNAP-7f6d09",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "XSS",
"impact": "Blocked",
"payloads": [
"payload_cbdc"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_420cc4"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_420cc4 | {
"severity": "Medium",
"success": true,
"time_to_detect": 3.33
} |
{
"attack_vector": "Phishing",
"severity": "Medium",
"vulnerability_type": "XSS"
} | {
"snapshot_id": "SNAP-893eea",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "XSS",
"impact": "Blocked",
"payloads": [
"payload_56c6"
],
"steps": [
"target_system.exploit_420cc4"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_d8222a",
"target_system.patch_e28172",
"target_system.patch_d8222a",
"target_system.patch_d8222a"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_d8222a -> target_system.exploit_420cc4 -> target_system.patch_e28172 -> target_system.patch_d8222a -> target_system.patch_d8222a | {
"severity": "Medium",
"success": true,
"time_to_detect": 1.45
} |
{
"attack_vector": "Internal Network",
"severity": "Critical",
"vulnerability_type": "Insecure Deserialization"
} | {
"snapshot_id": "SNAP-3a3483",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Insecure Deserialization",
"impact": "Blocked",
"payloads": [
"payload_5e03"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_031983"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_031983 | {
"severity": "Critical",
"success": true,
"time_to_detect": 0.79
} |
{
"attack_vector": "Internal Network",
"severity": "Critical",
"vulnerability_type": "Insecure Deserialization"
} | {
"snapshot_id": "SNAP-b68398",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Insecure Deserialization",
"impact": "Blocked",
"payloads": [
"payload_febd"
],
"steps": [
"target_system.exploit_28b139"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_9a13ca",
"target_system.patch_9a13ca",
"target_system.patch_e28172",
"target_system.patch_28b139"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.exploit_28b139 -> target_system.patch_9a13ca -> target_system.patch_9a13ca -> target_system.patch_e28172 -> target_system.patch_28b139 | {
"severity": "Critical",
"success": true,
"time_to_detect": 1.51
} |
{
"attack_vector": "Third-Party Library",
"severity": "Critical",
"vulnerability_type": "Insecure Deserialization"
} | {
"snapshot_id": "SNAP-9870b3",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Insecure Deserialization",
"impact": "Blocked",
"payloads": [
"payload_c001"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_9a13ca",
"target_system.patch_031983"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_9a13ca -> target_system.patch_031983 | {
"severity": "Critical",
"success": true,
"time_to_detect": 4.64
} |
{
"attack_vector": "API Endpoint",
"severity": "Critical",
"vulnerability_type": "Buffer Overflow"
} | {
"snapshot_id": "SNAP-be52f2",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Buffer Overflow",
"impact": "Blocked",
"payloads": [
"payload_0cef"
],
"steps": [
"target_system.exploit_9a13ca",
"target_system.exploit_9a13ca"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_031983",
"target_system.patch_031983"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_031983 -> target_system.patch_031983 -> target_system.exploit_9a13ca -> target_system.exploit_9a13ca | {
"severity": "Critical",
"success": true,
"time_to_detect": 4.08
} |
{
"attack_vector": "Third-Party Library",
"severity": "High",
"vulnerability_type": "Broken Auth"
} | {
"snapshot_id": "SNAP-9b076b",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Broken Auth",
"impact": "Blocked",
"payloads": [
"payload_e138"
],
"steps": [
"target_system.exploit_e28172"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_fd0516",
"target_system.patch_d8222a",
"target_system.patch_031983",
"target_system.patch_d8222a"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_fd0516 -> target_system.patch_d8222a -> target_system.patch_031983 -> target_system.exploit_e28172 -> target_system.patch_d8222a | {
"severity": "High",
"success": true,
"time_to_detect": 3.14
} |
{
"attack_vector": "Third-Party Library",
"severity": "High",
"vulnerability_type": "Broken Auth"
} | {
"snapshot_id": "SNAP-f17103",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Broken Auth",
"impact": "Blocked",
"payloads": [
"payload_76fa"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_d8222a",
"target_system.patch_e28172"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_d8222a -> target_system.patch_e28172 | {
"severity": "High",
"success": true,
"time_to_detect": 0.49
} |
{
"attack_vector": "Web Request",
"severity": "Critical",
"vulnerability_type": "Buffer Overflow"
} | {
"snapshot_id": "SNAP-adca85",
"vulnerable_component": "api_gateway/v1/auth.py"
} | exploit | {
"attack_vector": "Buffer Overflow",
"impact": "Data Exfiltration",
"payloads": [
"payload_fd27"
],
"steps": [
"target_system.exploit_9a13ca",
"target_system.exploit_9a13ca"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_fd0516",
"target_system.patch_28b139",
"target_system.patch_fd0516"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_fd0516 -> target_system.exploit_9a13ca -> target_system.patch_28b139 -> target_system.patch_fd0516 -> target_system.exploit_9a13ca | {
"severity": "Critical",
"success": true,
"time_to_detect": 0.7
} |
{
"attack_vector": "Phishing",
"severity": "Medium",
"vulnerability_type": "XSS"
} | {
"snapshot_id": "SNAP-a3da5b",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "XSS",
"impact": "Blocked",
"payloads": [
"payload_dc81"
],
"steps": [
"target_system.exploit_e28172",
"target_system.exploit_420cc4"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_031983"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.exploit_e28172 -> target_system.patch_031983 -> target_system.exploit_420cc4 | {
"severity": "Medium",
"success": true,
"time_to_detect": 0.99
} |
{
"attack_vector": "Phishing",
"severity": "Medium",
"vulnerability_type": "XSS"
} | {
"snapshot_id": "SNAP-d284a9",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "XSS",
"impact": "Blocked",
"payloads": [
"payload_cd8e"
],
"steps": [
"target_system.exploit_e28172",
"target_system.exploit_420cc4"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_9a13ca",
"target_system.patch_d8222a",
"target_system.patch_e28172"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.exploit_e28172 -> target_system.exploit_420cc4 -> target_system.patch_9a13ca -> target_system.patch_d8222a -> target_system.patch_e28172 | {
"severity": "Medium",
"success": true,
"time_to_detect": 1.22
} |
{
"attack_vector": "Internal Network",
"severity": "Critical",
"vulnerability_type": "Buffer Overflow"
} | {
"snapshot_id": "SNAP-a705f2",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Buffer Overflow",
"impact": "Blocked",
"payloads": [
"payload_5957"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_9a13ca"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_9a13ca | {
"severity": "Critical",
"success": true,
"time_to_detect": 3.57
} |
{
"attack_vector": "API Endpoint",
"severity": "Medium",
"vulnerability_type": "Path Traversal"
} | {
"snapshot_id": "SNAP-b7cdc3",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Path Traversal",
"impact": "Blocked",
"payloads": [
"payload_857d"
],
"steps": [
"target_system.exploit_d8222a"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_d8222a"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.exploit_d8222a -> target_system.patch_d8222a | {
"severity": "Medium",
"success": true,
"time_to_detect": 2.54
} |
{
"attack_vector": "Internal Network",
"severity": "High",
"vulnerability_type": "Broken Auth"
} | {
"snapshot_id": "SNAP-d7fb10",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Broken Auth",
"impact": "Blocked",
"payloads": [
"payload_ae35"
],
"steps": [
"target_system.exploit_28b139"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_fd0516",
"target_system.patch_420cc4",
"target_system.patch_420cc4",
"target_system.patch_9a13ca"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.exploit_28b139 -> target_system.patch_fd0516 -> target_system.patch_420cc4 -> target_system.patch_420cc4 -> target_system.patch_9a13ca | {
"severity": "High",
"success": true,
"time_to_detect": 1.43
} |
{
"attack_vector": "API Endpoint",
"severity": "High",
"vulnerability_type": "Broken Auth"
} | {
"snapshot_id": "SNAP-d6f107",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Broken Auth",
"impact": "Blocked",
"payloads": [
"payload_ea29"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_9a13ca",
"target_system.patch_e28172"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_9a13ca -> target_system.patch_e28172 | {
"severity": "High",
"success": true,
"time_to_detect": 2.45
} |
{
"attack_vector": "Internal Network",
"severity": "High",
"vulnerability_type": "SSRF"
} | {
"snapshot_id": "SNAP-74b594",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "SSRF",
"impact": "Blocked",
"payloads": [
"payload_9dcb"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.scan_99914b",
"target_system.patch_9a13ca",
"target_system.patch_28b139"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.scan_99914b -> target_system.patch_9a13ca -> target_system.patch_28b139 | {
"severity": "High",
"success": true,
"time_to_detect": 4.86
} |
{
"attack_vector": "Internal Network",
"severity": "Critical",
"vulnerability_type": "SQL Injection"
} | {
"snapshot_id": "SNAP-abe625",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "SQL Injection",
"impact": "Blocked",
"payloads": [
"payload_c22b"
],
"steps": [
"target_system.exploit_fd0516"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_420cc4",
"target_system.patch_e28172"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_420cc4 -> target_system.patch_e28172 -> target_system.exploit_fd0516 | {
"severity": "Critical",
"success": true,
"time_to_detect": 0.62
} |
{
"attack_vector": "Third-Party Library",
"severity": "High",
"vulnerability_type": "SSRF"
} | {
"snapshot_id": "SNAP-14cdd6",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "SSRF",
"impact": "Blocked",
"payloads": [
"payload_3c12"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_fd0516",
"target_system.patch_28b139"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_fd0516 -> target_system.patch_28b139 | {
"severity": "High",
"success": true,
"time_to_detect": 1.05
} |
{
"attack_vector": "Third-Party Library",
"severity": "Medium",
"vulnerability_type": "XSS"
} | {
"snapshot_id": "SNAP-b9a20b",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "XSS",
"impact": "Blocked",
"payloads": [
"payload_41a9"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_420cc4"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_420cc4 | {
"severity": "Medium",
"success": true,
"time_to_detect": 1.56
} |
{
"attack_vector": "Web Request",
"severity": "Critical",
"vulnerability_type": "SQL Injection"
} | {
"snapshot_id": "SNAP-3320f1",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "SQL Injection",
"impact": "Blocked",
"payloads": [
"payload_d869"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_d8222a",
"target_system.patch_d8222a",
"target_system.patch_d8222a",
"target_system.patch_031983",
"target_system.patch_28b139"
],
"signals": [
"Abnormal SQL pattern",
... | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_d8222a -> target_system.patch_d8222a -> target_system.patch_d8222a -> target_system.patch_031983 -> target_system.patch_28b139 | {
"severity": "Critical",
"success": true,
"time_to_detect": 4.1
} |
{
"attack_vector": "API Endpoint",
"severity": "High",
"vulnerability_type": "SSRF"
} | {
"snapshot_id": "SNAP-0dfe81",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "SSRF",
"impact": "Blocked",
"payloads": [
"payload_4300"
],
"steps": [
"target_system.exploit_9a13ca"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_d8222a",
"target_system.patch_fd0516",
"target_system.patch_fd0516",
"target_system.patch_e28172"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.exploit_9a13ca -> target_system.patch_d8222a -> target_system.patch_fd0516 -> target_system.patch_fd0516 -> target_system.patch_e28172 | {
"severity": "High",
"success": true,
"time_to_detect": 3.82
} |
{
"attack_vector": "Phishing",
"severity": "Critical",
"vulnerability_type": "SQL Injection"
} | {
"snapshot_id": "SNAP-6ae316",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "SQL Injection",
"impact": "Blocked",
"payloads": [
"payload_07e9"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.scan_99914b",
"target_system.scan_99914b",
"target_system.patch_031983",
"target_system.patch_28b139",
"target_system.patch_28b139"
],
"signals": [
"Abnormal SQL pattern",
... | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.scan_99914b -> target_system.scan_99914b -> target_system.patch_031983 -> target_system.patch_28b139 -> target_system.patch_28b139 | {
"severity": "Critical",
"success": true,
"time_to_detect": 3.81
} |
{
"attack_vector": "Phishing",
"severity": "High",
"vulnerability_type": "Broken Auth"
} | {
"snapshot_id": "SNAP-bbf6b6",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Broken Auth",
"impact": "Blocked",
"payloads": [
"payload_11e2"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_fd0516",
"target_system.patch_28b139",
"target_system.patch_031983",
"target_system.patch_e28172"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_fd0516 -> target_system.patch_28b139 -> target_system.patch_031983 -> target_system.patch_e28172 | {
"severity": "High",
"success": true,
"time_to_detect": 1.2
} |
{
"attack_vector": "Phishing",
"severity": "Medium",
"vulnerability_type": "Path Traversal"
} | {
"snapshot_id": "SNAP-44ef2c",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Path Traversal",
"impact": "Blocked",
"payloads": [
"payload_a33d"
],
"steps": [
"target_system.exploit_fd0516",
"target_system.exploit_d8222a"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_e28172",
"target_system.patch_420cc4"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.exploit_fd0516 -> target_system.patch_e28172 -> target_system.exploit_d8222a -> target_system.patch_420cc4 | {
"severity": "Medium",
"success": true,
"time_to_detect": 2.39
} |
{
"attack_vector": "Internal Network",
"severity": "Critical",
"vulnerability_type": "SQL Injection"
} | {
"snapshot_id": "SNAP-4bfa3c",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "SQL Injection",
"impact": "Blocked",
"payloads": [
"payload_ee05"
],
"steps": [
"target_system.exploit_031983",
"target_system.exploit_fd0516"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_031983",
"target_system.patch_420cc4",
"target_system.patch_28b139"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.exploit_031983 -> target_system.patch_031983 -> target_system.patch_420cc4 -> target_system.exploit_fd0516 -> target_system.patch_28b139 | {
"severity": "Critical",
"success": true,
"time_to_detect": 4.15
} |
{
"attack_vector": "API Endpoint",
"severity": "Critical",
"vulnerability_type": "Insecure Deserialization"
} | {
"snapshot_id": "SNAP-d063f4",
"vulnerable_component": "api_gateway/v1/auth.py"
} | exploit | {
"attack_vector": "Insecure Deserialization",
"impact": "Data Exfiltration",
"payloads": [
"payload_3c70"
],
"steps": [
"target_system.exploit_031983"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_9a13ca",
"target_system.patch_d8222a",
"target_system.patch_d8222a",
"target_system.patch_420cc4"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_9a13ca -> target_system.patch_d8222a -> target_system.patch_d8222a -> target_system.patch_420cc4 -> target_system.exploit_031983 | {
"severity": "Critical",
"success": true,
"time_to_detect": 3.46
} |
{
"attack_vector": "Web Request",
"severity": "High",
"vulnerability_type": "Broken Auth"
} | {
"snapshot_id": "SNAP-7e2d51",
"vulnerable_component": "api_gateway/v1/auth.py"
} | exploit | {
"attack_vector": "Broken Auth",
"impact": "Data Exfiltration",
"payloads": [
"payload_a740"
],
"steps": [
"target_system.exploit_e28172"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_fd0516",
"target_system.patch_28b139",
"target_system.patch_28b139",
"target_system.patch_fd0516"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_fd0516 -> target_system.patch_28b139 -> target_system.patch_28b139 -> target_system.patch_fd0516 -> target_system.exploit_e28172 | {
"severity": "High",
"success": true,
"time_to_detect": 1.83
} |
{
"attack_vector": "Web Request",
"severity": "Critical",
"vulnerability_type": "Buffer Overflow"
} | {
"snapshot_id": "SNAP-43c026",
"vulnerable_component": "api_gateway/v1/auth.py"
} | exploit | {
"attack_vector": "Buffer Overflow",
"impact": "Data Exfiltration",
"payloads": [
"payload_628b"
],
"steps": [
"target_system.exploit_e28172",
"target_system.exploit_9a13ca",
"target_system.exploit_9a13ca"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_420cc4",
"target_system.patch_420cc4"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.exploit_e28172 -> target_system.patch_420cc4 -> target_system.exploit_9a13ca -> target_system.patch_420cc4 -> target_system.exploit_9a13ca | {
"severity": "Critical",
"success": true,
"time_to_detect": 0.98
} |
{
"attack_vector": "Phishing",
"severity": "Medium",
"vulnerability_type": "Path Traversal"
} | {
"snapshot_id": "SNAP-a2b8e0",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Path Traversal",
"impact": "Blocked",
"payloads": [
"payload_bad4"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_e28172",
"target_system.patch_420cc4",
"target_system.patch_28b139",
"target_system.patch_031983",
"target_system.patch_e28172"
],
"signals": [
"Abnormal SQL pattern",
... | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_e28172 -> target_system.patch_420cc4 -> target_system.patch_28b139 -> target_system.patch_031983 -> target_system.patch_e28172 | {
"severity": "Medium",
"success": true,
"time_to_detect": 4.31
} |
{
"attack_vector": "Web Request",
"severity": "Critical",
"vulnerability_type": "Buffer Overflow"
} | {
"snapshot_id": "SNAP-4b96cc",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Buffer Overflow",
"impact": "Blocked",
"payloads": [
"payload_47ce"
],
"steps": [
"target_system.exploit_fd0516"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_fd0516",
"target_system.patch_9a13ca"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.exploit_fd0516 -> target_system.patch_fd0516 -> target_system.patch_9a13ca | {
"severity": "Critical",
"success": true,
"time_to_detect": 3.1
} |
{
"attack_vector": "Phishing",
"severity": "Medium",
"vulnerability_type": "XSS"
} | {
"snapshot_id": "SNAP-22af6d",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "XSS",
"impact": "Blocked",
"payloads": [
"payload_d442"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_031983",
"target_system.patch_fd0516",
"target_system.patch_d8222a"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_031983 -> target_system.patch_fd0516 -> target_system.patch_d8222a | {
"severity": "Medium",
"success": true,
"time_to_detect": 4.64
} |
{
"attack_vector": "Web Request",
"severity": "Medium",
"vulnerability_type": "XSS"
} | {
"snapshot_id": "SNAP-e33374",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "XSS",
"impact": "Blocked",
"payloads": [
"payload_719e"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.scan_99914b",
"target_system.patch_420cc4"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.scan_99914b -> target_system.patch_420cc4 | {
"severity": "Medium",
"success": true,
"time_to_detect": 3.03
} |
{
"attack_vector": "Web Request",
"severity": "Critical",
"vulnerability_type": "Insecure Deserialization"
} | {
"snapshot_id": "SNAP-a7348d",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Insecure Deserialization",
"impact": "Blocked",
"payloads": [
"payload_8962"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_031983"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_031983 | {
"severity": "Critical",
"success": true,
"time_to_detect": 4.95
} |
{
"attack_vector": "Third-Party Library",
"severity": "High",
"vulnerability_type": "SSRF"
} | {
"snapshot_id": "SNAP-169267",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "SSRF",
"impact": "Blocked",
"payloads": [
"payload_69ca"
],
"steps": [
"target_system.exploit_28b139"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_420cc4",
"target_system.patch_031983",
"target_system.patch_d8222a",
"target_system.patch_9a13ca"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_420cc4 -> target_system.exploit_28b139 -> target_system.patch_031983 -> target_system.patch_d8222a -> target_system.patch_9a13ca | {
"severity": "High",
"success": true,
"time_to_detect": 3.01
} |
{
"attack_vector": "Third-Party Library",
"severity": "High",
"vulnerability_type": "SSRF"
} | {
"snapshot_id": "SNAP-533c19",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "SSRF",
"impact": "Blocked",
"payloads": [
"payload_2850"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_420cc4",
"target_system.patch_9a13ca",
"target_system.patch_420cc4"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_420cc4 -> target_system.patch_9a13ca -> target_system.patch_420cc4 | {
"severity": "High",
"success": true,
"time_to_detect": 0.85
} |
{
"attack_vector": "Third-Party Library",
"severity": "Critical",
"vulnerability_type": "Insecure Deserialization"
} | {
"snapshot_id": "SNAP-cde7b9",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Insecure Deserialization",
"impact": "Blocked",
"payloads": [
"payload_60b0"
],
"steps": [
"target_system.exploit_031983"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_420cc4",
"target_system.patch_420cc4",
"target_system.patch_420cc4",
"target_system.patch_28b139"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_420cc4 -> target_system.exploit_031983 -> target_system.patch_420cc4 -> target_system.patch_420cc4 -> target_system.patch_28b139 | {
"severity": "Critical",
"success": true,
"time_to_detect": 4.17
} |
{
"attack_vector": "API Endpoint",
"severity": "High",
"vulnerability_type": "SSRF"
} | {
"snapshot_id": "SNAP-2968ab",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "SSRF",
"impact": "Blocked",
"payloads": [
"payload_811d"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_d8222a",
"target_system.patch_fd0516",
"target_system.patch_fd0516",
"target_system.patch_9a13ca"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_d8222a -> target_system.patch_fd0516 -> target_system.patch_fd0516 -> target_system.patch_9a13ca | {
"severity": "High",
"success": true,
"time_to_detect": 2.94
} |
{
"attack_vector": "API Endpoint",
"severity": "Medium",
"vulnerability_type": "XSS"
} | {
"snapshot_id": "SNAP-ba1c82",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "XSS",
"impact": "Blocked",
"payloads": [
"payload_d593"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_28b139",
"target_system.patch_031983"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_28b139 -> target_system.patch_031983 | {
"severity": "Medium",
"success": true,
"time_to_detect": 3.67
} |
{
"attack_vector": "Web Request",
"severity": "Medium",
"vulnerability_type": "Path Traversal"
} | {
"snapshot_id": "SNAP-dee691",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Path Traversal",
"impact": "Blocked",
"payloads": [
"payload_37d7"
],
"steps": [
"target_system.exploit_e28172",
"target_system.exploit_d8222a"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_420cc4",
"target_system.patch_e28172",
"target_system.patch_420cc4"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.exploit_e28172 -> target_system.patch_420cc4 -> target_system.exploit_d8222a -> target_system.patch_e28172 -> target_system.patch_420cc4 | {
"severity": "Medium",
"success": true,
"time_to_detect": 2.34
} |
{
"attack_vector": "Internal Network",
"severity": "Critical",
"vulnerability_type": "Insecure Deserialization"
} | {
"snapshot_id": "SNAP-dacf4f",
"vulnerable_component": "api_gateway/v1/auth.py"
} | exploit | {
"attack_vector": "Insecure Deserialization",
"impact": "Data Exfiltration",
"payloads": [
"payload_c0d8"
],
"steps": [
"target_system.exploit_031983"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_9a13ca",
"target_system.patch_9a13ca",
"target_system.patch_420cc4",
"target_system.patch_fd0516"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_9a13ca -> target_system.patch_9a13ca -> target_system.patch_420cc4 -> target_system.patch_fd0516 -> target_system.exploit_031983 | {
"severity": "Critical",
"success": true,
"time_to_detect": 4.13
} |
{
"attack_vector": "API Endpoint",
"severity": "Critical",
"vulnerability_type": "Buffer Overflow"
} | {
"snapshot_id": "SNAP-c293e1",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Buffer Overflow",
"impact": "Blocked",
"payloads": [
"payload_12b4"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_9a13ca"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_9a13ca | {
"severity": "Critical",
"success": true,
"time_to_detect": 4.11
} |
{
"attack_vector": "Web Request",
"severity": "Critical",
"vulnerability_type": "SQL Injection"
} | {
"snapshot_id": "SNAP-6459d8",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "SQL Injection",
"impact": "Blocked",
"payloads": [
"payload_0293"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.scan_99914b",
"target_system.patch_9a13ca",
"target_system.patch_fd0516"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.scan_99914b -> target_system.patch_9a13ca -> target_system.patch_fd0516 | {
"severity": "Critical",
"success": true,
"time_to_detect": 2.05
} |
{
"attack_vector": "Third-Party Library",
"severity": "Medium",
"vulnerability_type": "Path Traversal"
} | {
"snapshot_id": "SNAP-8fba9a",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Path Traversal",
"impact": "Blocked",
"payloads": [
"payload_548d"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_d8222a"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_d8222a | {
"severity": "Medium",
"success": true,
"time_to_detect": 0.89
} |
{
"attack_vector": "API Endpoint",
"severity": "High",
"vulnerability_type": "SSRF"
} | {
"snapshot_id": "SNAP-24da3f",
"vulnerable_component": "api_gateway/v1/auth.py"
} | exploit | {
"attack_vector": "SSRF",
"impact": "Data Exfiltration",
"payloads": [
"payload_72a3"
],
"steps": [
"target_system.exploit_28b139",
"target_system.exploit_28b139"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_fd0516",
"target_system.patch_9a13ca",
"target_system.patch_d8222a"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_fd0516 -> target_system.patch_9a13ca -> target_system.patch_d8222a -> target_system.exploit_28b139 -> target_system.exploit_28b139 | {
"severity": "High",
"success": true,
"time_to_detect": 0.59
} |
{
"attack_vector": "Web Request",
"severity": "High",
"vulnerability_type": "SSRF"
} | {
"snapshot_id": "SNAP-57d9e7",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "SSRF",
"impact": "Blocked",
"payloads": [
"payload_18e2"
],
"steps": [
"target_system.exploit_d8222a"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_d8222a",
"target_system.patch_420cc4",
"target_system.patch_e28172",
"target_system.patch_e28172"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.exploit_d8222a -> target_system.patch_d8222a -> target_system.patch_420cc4 -> target_system.patch_e28172 -> target_system.patch_e28172 | {
"severity": "High",
"success": true,
"time_to_detect": 2.24
} |
{
"attack_vector": "Internal Network",
"severity": "Critical",
"vulnerability_type": "Buffer Overflow"
} | {
"snapshot_id": "SNAP-d78a88",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Buffer Overflow",
"impact": "Blocked",
"payloads": [
"payload_39c7"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_9a13ca"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_9a13ca | {
"severity": "Critical",
"success": true,
"time_to_detect": 1.48
} |
{
"attack_vector": "Phishing",
"severity": "Medium",
"vulnerability_type": "Path Traversal"
} | {
"snapshot_id": "SNAP-befbd2",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Path Traversal",
"impact": "Blocked",
"payloads": [
"payload_5e76"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.scan_99914b",
"target_system.patch_420cc4",
"target_system.patch_420cc4",
"target_system.patch_031983",
"target_system.patch_28b139"
],
"signals": [
"Abnormal SQL pattern",
... | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.scan_99914b -> target_system.patch_420cc4 -> target_system.patch_420cc4 -> target_system.patch_031983 -> target_system.patch_28b139 | {
"severity": "Medium",
"success": true,
"time_to_detect": 4.64
} |
{
"attack_vector": "Web Request",
"severity": "High",
"vulnerability_type": "SSRF"
} | {
"snapshot_id": "SNAP-ddeb1d",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "SSRF",
"impact": "Blocked",
"payloads": [
"payload_3f8a"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_fd0516",
"target_system.patch_e28172",
"target_system.patch_d8222a",
"target_system.patch_031983",
"target_system.patch_031983"
],
"signals": [
"Abnormal SQL pattern",
... | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_fd0516 -> target_system.patch_e28172 -> target_system.patch_d8222a -> target_system.patch_031983 -> target_system.patch_031983 | {
"severity": "High",
"success": true,
"time_to_detect": 0.39
} |
{
"attack_vector": "API Endpoint",
"severity": "Medium",
"vulnerability_type": "XSS"
} | {
"snapshot_id": "SNAP-25872b",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "XSS",
"impact": "Blocked",
"payloads": [
"payload_15fd"
],
"steps": [
"target_system.exploit_28b139"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_e28172",
"target_system.patch_420cc4"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.exploit_28b139 -> target_system.patch_e28172 -> target_system.patch_420cc4 | {
"severity": "Medium",
"success": true,
"time_to_detect": 3.83
} |
{
"attack_vector": "API Endpoint",
"severity": "Critical",
"vulnerability_type": "Buffer Overflow"
} | {
"snapshot_id": "SNAP-e01a29",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Buffer Overflow",
"impact": "Blocked",
"payloads": [
"payload_89d9"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_e28172",
"target_system.patch_031983"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_e28172 -> target_system.patch_031983 | {
"severity": "Critical",
"success": true,
"time_to_detect": 3
} |
{
"attack_vector": "Internal Network",
"severity": "Critical",
"vulnerability_type": "Insecure Deserialization"
} | {
"snapshot_id": "SNAP-759671",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Insecure Deserialization",
"impact": "Blocked",
"payloads": [
"payload_bf80"
],
"steps": [
"target_system.exploit_031983"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_d8222a",
"target_system.patch_9a13ca"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_d8222a -> target_system.patch_9a13ca -> target_system.exploit_031983 | {
"severity": "Critical",
"success": true,
"time_to_detect": 4.89
} |
{
"attack_vector": "Web Request",
"severity": "High",
"vulnerability_type": "Broken Auth"
} | {
"snapshot_id": "SNAP-3d334c",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Broken Auth",
"impact": "Blocked",
"payloads": [
"payload_4e82"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_d8222a",
"target_system.patch_9a13ca",
"target_system.patch_fd0516",
"target_system.patch_9a13ca",
"target_system.patch_9a13ca"
],
"signals": [
"Abnormal SQL pattern",
... | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_d8222a -> target_system.patch_9a13ca -> target_system.patch_fd0516 -> target_system.patch_9a13ca -> target_system.patch_9a13ca | {
"severity": "High",
"success": true,
"time_to_detect": 0.46
} |
{
"attack_vector": "API Endpoint",
"severity": "High",
"vulnerability_type": "Broken Auth"
} | {
"snapshot_id": "SNAP-4b7121",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Broken Auth",
"impact": "Blocked",
"payloads": [
"payload_247c"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_fd0516",
"target_system.patch_031983",
"target_system.patch_e28172"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_fd0516 -> target_system.patch_031983 -> target_system.patch_e28172 | {
"severity": "High",
"success": true,
"time_to_detect": 3.06
} |
{
"attack_vector": "Web Request",
"severity": "Medium",
"vulnerability_type": "Path Traversal"
} | {
"snapshot_id": "SNAP-6aae1c",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Path Traversal",
"impact": "Blocked",
"payloads": [
"payload_c407"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_e28172",
"target_system.patch_420cc4",
"target_system.patch_031983",
"target_system.patch_fd0516"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_e28172 -> target_system.patch_420cc4 -> target_system.patch_031983 -> target_system.patch_fd0516 | {
"severity": "Medium",
"success": true,
"time_to_detect": 0.45
} |
{
"attack_vector": "Internal Network",
"severity": "Medium",
"vulnerability_type": "Path Traversal"
} | {
"snapshot_id": "SNAP-05d3b8",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Path Traversal",
"impact": "Blocked",
"payloads": [
"payload_3911"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_d8222a"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_d8222a | {
"severity": "Medium",
"success": true,
"time_to_detect": 0.31
} |
{
"attack_vector": "Third-Party Library",
"severity": "Critical",
"vulnerability_type": "SQL Injection"
} | {
"snapshot_id": "SNAP-700fac",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "SQL Injection",
"impact": "Blocked",
"payloads": [
"payload_71ec"
],
"steps": [
"target_system.exploit_fd0516"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_420cc4",
"target_system.patch_9a13ca",
"target_system.patch_031983",
"target_system.patch_031983"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_420cc4 -> target_system.patch_9a13ca -> target_system.exploit_fd0516 -> target_system.patch_031983 -> target_system.patch_031983 | {
"severity": "Critical",
"success": true,
"time_to_detect": 1.33
} |
{
"attack_vector": "API Endpoint",
"severity": "High",
"vulnerability_type": "SSRF"
} | {
"snapshot_id": "SNAP-b42c87",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "SSRF",
"impact": "Blocked",
"payloads": [
"payload_de25"
],
"steps": [
"target_system.exploit_28b139"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_9a13ca",
"target_system.patch_28b139"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.exploit_28b139 -> target_system.patch_9a13ca -> target_system.patch_28b139 | {
"severity": "High",
"success": true,
"time_to_detect": 4.98
} |
{
"attack_vector": "API Endpoint",
"severity": "Critical",
"vulnerability_type": "Insecure Deserialization"
} | {
"snapshot_id": "SNAP-b0f787",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Insecure Deserialization",
"impact": "Blocked",
"payloads": [
"payload_1054"
],
"steps": [
"target_system.exploit_031983"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_420cc4",
"target_system.patch_9a13ca",
"target_system.patch_d8222a",
"target_system.patch_28b139"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_420cc4 -> target_system.patch_9a13ca -> target_system.patch_d8222a -> target_system.exploit_031983 -> target_system.patch_28b139 | {
"severity": "Critical",
"success": true,
"time_to_detect": 4.92
} |
{
"attack_vector": "Internal Network",
"severity": "High",
"vulnerability_type": "SSRF"
} | {
"snapshot_id": "SNAP-83eec7",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "SSRF",
"impact": "Blocked",
"payloads": [
"payload_ba7c"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_d8222a",
"target_system.patch_420cc4",
"target_system.patch_031983",
"target_system.patch_420cc4",
"target_system.patch_9a13ca"
],
"signals": [
"Abnormal SQL pattern",
... | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_d8222a -> target_system.patch_420cc4 -> target_system.patch_031983 -> target_system.patch_420cc4 -> target_system.patch_9a13ca | {
"severity": "High",
"success": true,
"time_to_detect": 4.91
} |
{
"attack_vector": "Web Request",
"severity": "High",
"vulnerability_type": "Broken Auth"
} | {
"snapshot_id": "SNAP-56769a",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Broken Auth",
"impact": "Blocked",
"payloads": [
"payload_67be"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_e28172"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_e28172 | {
"severity": "High",
"success": true,
"time_to_detect": 0.33
} |
{
"attack_vector": "Phishing",
"severity": "Critical",
"vulnerability_type": "Insecure Deserialization"
} | {
"snapshot_id": "SNAP-be671a",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Insecure Deserialization",
"impact": "Blocked",
"payloads": [
"payload_689c"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_e28172",
"target_system.patch_031983"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_e28172 -> target_system.patch_031983 | {
"severity": "Critical",
"success": true,
"time_to_detect": 0.43
} |
{
"attack_vector": "Internal Network",
"severity": "Critical",
"vulnerability_type": "SQL Injection"
} | {
"snapshot_id": "SNAP-a761bc",
"vulnerable_component": "api_gateway/v1/auth.py"
} | exploit | {
"attack_vector": "SQL Injection",
"impact": "Data Exfiltration",
"payloads": [
"payload_5d8e"
],
"steps": [
"target_system.exploit_fd0516",
"target_system.exploit_fd0516"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_420cc4"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.exploit_fd0516 -> target_system.patch_420cc4 -> target_system.exploit_fd0516 | {
"severity": "Critical",
"success": true,
"time_to_detect": 4.92
} |
{
"attack_vector": "Web Request",
"severity": "Critical",
"vulnerability_type": "SQL Injection"
} | {
"snapshot_id": "SNAP-9c8304",
"vulnerable_component": "api_gateway/v1/auth.py"
} | exploit | {
"attack_vector": "SQL Injection",
"impact": "Data Exfiltration",
"payloads": [
"payload_a72e"
],
"steps": [
"target_system.exploit_fd0516",
"target_system.exploit_fd0516"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_420cc4",
"target_system.patch_e28172",
"target_system.patch_420cc4"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_420cc4 -> target_system.exploit_fd0516 -> target_system.patch_e28172 -> target_system.patch_420cc4 -> target_system.exploit_fd0516 | {
"severity": "Critical",
"success": true,
"time_to_detect": 0.84
} |
{
"attack_vector": "Third-Party Library",
"severity": "Critical",
"vulnerability_type": "SQL Injection"
} | {
"snapshot_id": "SNAP-f5d1a7",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "SQL Injection",
"impact": "Blocked",
"payloads": [
"payload_e907"
],
"steps": [
"target_system.exploit_fd0516"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_d8222a",
"target_system.patch_28b139",
"target_system.patch_031983",
"target_system.patch_28b139"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.exploit_fd0516 -> target_system.patch_d8222a -> target_system.patch_28b139 -> target_system.patch_031983 -> target_system.patch_28b139 | {
"severity": "Critical",
"success": true,
"time_to_detect": 3.88
} |
{
"attack_vector": "Phishing",
"severity": "Medium",
"vulnerability_type": "Path Traversal"
} | {
"snapshot_id": "SNAP-5026df",
"vulnerable_component": "api_gateway/v1/auth.py"
} | exploit | {
"attack_vector": "Path Traversal",
"impact": "Data Exfiltration",
"payloads": [
"payload_1a69"
],
"steps": [
"target_system.exploit_d8222a",
"target_system.exploit_d8222a"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_9a13ca",
"target_system.patch_e28172",
"target_system.patch_e28172"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_9a13ca -> target_system.patch_e28172 -> target_system.exploit_d8222a -> target_system.patch_e28172 -> target_system.exploit_d8222a | {
"severity": "Medium",
"success": true,
"time_to_detect": 0.79
} |
{
"attack_vector": "Phishing",
"severity": "Medium",
"vulnerability_type": "XSS"
} | {
"snapshot_id": "SNAP-f042a3",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "XSS",
"impact": "Blocked",
"payloads": [
"payload_d842"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.scan_99914b",
"target_system.patch_e28172",
"target_system.patch_031983",
"target_system.patch_d8222a",
"target_system.patch_d8222a"
],
"signals": [
"Abnormal SQL pattern",
... | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.scan_99914b -> target_system.patch_e28172 -> target_system.patch_031983 -> target_system.patch_d8222a -> target_system.patch_d8222a | {
"severity": "Medium",
"success": true,
"time_to_detect": 1.4
} |
{
"attack_vector": "Third-Party Library",
"severity": "Critical",
"vulnerability_type": "SQL Injection"
} | {
"snapshot_id": "SNAP-f5038d",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "SQL Injection",
"impact": "Blocked",
"payloads": [
"payload_ee8e"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_d8222a",
"target_system.patch_e28172",
"target_system.patch_d8222a",
"target_system.patch_fd0516"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_d8222a -> target_system.patch_e28172 -> target_system.patch_d8222a -> target_system.patch_fd0516 | {
"severity": "Critical",
"success": true,
"time_to_detect": 4.32
} |
{
"attack_vector": "API Endpoint",
"severity": "Critical",
"vulnerability_type": "SQL Injection"
} | {
"snapshot_id": "SNAP-5a94c7",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "SQL Injection",
"impact": "Blocked",
"payloads": [
"payload_74e2"
],
"steps": []
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_fd0516"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_fd0516 | {
"severity": "Critical",
"success": true,
"time_to_detect": 2.96
} |
{
"attack_vector": "Phishing",
"severity": "Critical",
"vulnerability_type": "Buffer Overflow"
} | {
"snapshot_id": "SNAP-adca40",
"vulnerable_component": "api_gateway/v1/auth.py"
} | defend | {
"attack_vector": "Buffer Overflow",
"impact": "Blocked",
"payloads": [
"payload_1abb"
],
"steps": [
"target_system.exploit_9a13ca"
]
} | {
"detection_method": "WAF Signature Match",
"mitigation": "Code Patching",
"response_steps": [
"target_system.patch_28b139",
"target_system.patch_9a13ca"
],
"signals": [
"Abnormal SQL pattern",
"High latency"
]
} | {
"changes_made": "Parameterized query implementation",
"diff": "- query = \"...\" + input\n+ query = \"...\", (input,)",
"tests_added": [
"test_sql_injection_payload"
]
} | target_system.patch_28b139 -> target_system.exploit_9a13ca -> target_system.patch_9a13ca | {
"severity": "Critical",
"success": true,
"time_to_detect": 0.82
} |
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