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 }