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": "Web Request", "severity": "Medium", "vulnerability_type": "XSS" }
{ "snapshot_id": "SNAP-40ef0a", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "XSS", "impact": "Blocked", "payloads": [ "payload_a10a" ], "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": 4.92 }
{ "attack_vector": "Phishing", "severity": "High", "vulnerability_type": "Broken Auth" }
{ "snapshot_id": "SNAP-9baa32", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Broken Auth", "impact": "Blocked", "payloads": [ "payload_1127" ], "steps": [ "target_system.exploit_e28172" ] }
{ "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_e28172 -> target_system.patch_e28172
{ "severity": "High", "success": true, "time_to_detect": 2.49 }
{ "attack_vector": "Web Request", "severity": "High", "vulnerability_type": "SSRF" }
{ "snapshot_id": "SNAP-4cdfb6", "vulnerable_component": "api_gateway/v1/auth.py" }
exploit
{ "attack_vector": "SSRF", "impact": "Data Exfiltration", "payloads": [ "payload_733f" ], "steps": [ "target_system.exploit_28b139" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.scan_99914b", "target_system.patch_031983", "target_system.patch_e28172", "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.scan_99914b -> target_system.patch_031983 -> target_system.patch_e28172 -> target_system.patch_d8222a -> target_system.exploit_28b139
{ "severity": "High", "success": true, "time_to_detect": 1.59 }
{ "attack_vector": "Third-Party Library", "severity": "Critical", "vulnerability_type": "SQL Injection" }
{ "snapshot_id": "SNAP-1bb543", "vulnerable_component": "api_gateway/v1/auth.py" }
exploit
{ "attack_vector": "SQL Injection", "impact": "Data Exfiltration", "payloads": [ "payload_4a28" ], "steps": [ "target_system.exploit_fd0516" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_9a13ca", "target_system.patch_9a13ca", "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_9a13ca -> target_system.patch_9a13ca -> target_system.patch_031983 -> target_system.exploit_fd0516
{ "severity": "Critical", "success": true, "time_to_detect": 3.92 }
{ "attack_vector": "API Endpoint", "severity": "Medium", "vulnerability_type": "XSS" }
{ "snapshot_id": "SNAP-73427a", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "XSS", "impact": "Blocked", "payloads": [ "payload_94ff" ], "steps": [ "target_system.exploit_420cc4", "target_system.exploit_420cc4" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "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.patch_031983 -> target_system.exploit_420cc4 -> target_system.exploit_420cc4 -> target_system.patch_28b139
{ "severity": "Medium", "success": true, "time_to_detect": 3.5 }
{ "attack_vector": "API Endpoint", "severity": "Critical", "vulnerability_type": "Buffer Overflow" }
{ "snapshot_id": "SNAP-6dba32", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Buffer Overflow", "impact": "Blocked", "payloads": [ "payload_b925" ], "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": 2.57 }
{ "attack_vector": "Internal Network", "severity": "High", "vulnerability_type": "Broken Auth" }
{ "snapshot_id": "SNAP-f94af7", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Broken Auth", "impact": "Blocked", "payloads": [ "payload_74f6" ], "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_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.patch_fd0516 -> target_system.patch_d8222a -> target_system.exploit_e28172 -> target_system.patch_9a13ca -> target_system.patch_28b139
{ "severity": "High", "success": true, "time_to_detect": 1.41 }
{ "attack_vector": "API Endpoint", "severity": "High", "vulnerability_type": "Broken Auth" }
{ "snapshot_id": "SNAP-9a1719", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Broken Auth", "impact": "Blocked", "payloads": [ "payload_0e84" ], "steps": [ "target_system.exploit_e28172" ] }
{ "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_e28172 -> target_system.patch_e28172
{ "severity": "High", "success": true, "time_to_detect": 0.64 }
{ "attack_vector": "Phishing", "severity": "Critical", "vulnerability_type": "Insecure Deserialization" }
{ "snapshot_id": "SNAP-357800", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Insecure Deserialization", "impact": "Blocked", "payloads": [ "payload_f583" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_28b139", "target_system.patch_fd0516", "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_fd0516 -> target_system.patch_031983
{ "severity": "Critical", "success": true, "time_to_detect": 3.59 }
{ "attack_vector": "Internal Network", "severity": "Critical", "vulnerability_type": "SQL Injection" }
{ "snapshot_id": "SNAP-dca506", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SQL Injection", "impact": "Blocked", "payloads": [ "payload_9c93" ], "steps": [ "target_system.exploit_fd0516" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "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_fd0516 -> target_system.patch_420cc4 -> target_system.patch_d8222a
{ "severity": "Critical", "success": true, "time_to_detect": 1.81 }
{ "attack_vector": "Third-Party Library", "severity": "High", "vulnerability_type": "Broken Auth" }
{ "snapshot_id": "SNAP-f80df9", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Broken Auth", "impact": "Blocked", "payloads": [ "payload_4830" ], "steps": [ "target_system.exploit_d8222a" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_28b139", "target_system.patch_d8222a", "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.exploit_d8222a -> target_system.patch_28b139 -> target_system.patch_d8222a -> target_system.patch_9a13ca -> target_system.patch_420cc4
{ "severity": "High", "success": true, "time_to_detect": 2.69 }
{ "attack_vector": "Third-Party Library", "severity": "Critical", "vulnerability_type": "Buffer Overflow" }
{ "snapshot_id": "SNAP-c83c99", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Buffer Overflow", "impact": "Blocked", "payloads": [ "payload_8074" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_fd0516", "target_system.patch_28b139", "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_fd0516 -> target_system.patch_28b139 -> target_system.patch_e28172 -> target_system.patch_420cc4
{ "severity": "Critical", "success": true, "time_to_detect": 1.64 }
{ "attack_vector": "API Endpoint", "severity": "Critical", "vulnerability_type": "SQL Injection" }
{ "snapshot_id": "SNAP-aa6219", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SQL Injection", "impact": "Blocked", "payloads": [ "payload_b0c1" ], "steps": [ "target_system.exploit_d8222a" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_28b139", "target_system.patch_28b139", "target_system.patch_28b139", "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_28b139 -> target_system.patch_28b139 -> target_system.patch_28b139 -> target_system.patch_d8222a
{ "severity": "Critical", "success": true, "time_to_detect": 2.99 }
{ "attack_vector": "Internal Network", "severity": "Medium", "vulnerability_type": "Path Traversal" }
{ "snapshot_id": "SNAP-092f87", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Path Traversal", "impact": "Blocked", "payloads": [ "payload_a7f9" ], "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": 4.32 }
{ "attack_vector": "Web Request", "severity": "Critical", "vulnerability_type": "Buffer Overflow" }
{ "snapshot_id": "SNAP-4a45ac", "vulnerable_component": "api_gateway/v1/auth.py" }
exploit
{ "attack_vector": "Buffer Overflow", "impact": "Data Exfiltration", "payloads": [ "payload_0299" ], "steps": [ "target_system.exploit_9a13ca", "target_system.exploit_9a13ca" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_d8222a", "target_system.patch_28b139", "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.exploit_9a13ca -> target_system.patch_28b139 -> target_system.patch_e28172 -> target_system.exploit_9a13ca
{ "severity": "Critical", "success": true, "time_to_detect": 2.67 }
{ "attack_vector": "Internal Network", "severity": "Medium", "vulnerability_type": "XSS" }
{ "snapshot_id": "SNAP-19f106", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "XSS", "impact": "Blocked", "payloads": [ "payload_ebb7" ], "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": 1.4 }
{ "attack_vector": "API Endpoint", "severity": "Critical", "vulnerability_type": "SQL Injection" }
{ "snapshot_id": "SNAP-41f677", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SQL Injection", "impact": "Blocked", "payloads": [ "payload_72e6" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_e28172", "target_system.patch_e28172", "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_e28172 -> target_system.patch_fd0516
{ "severity": "Critical", "success": true, "time_to_detect": 3.01 }
{ "attack_vector": "Phishing", "severity": "Critical", "vulnerability_type": "SQL Injection" }
{ "snapshot_id": "SNAP-962e14", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SQL Injection", "impact": "Blocked", "payloads": [ "payload_8a2d" ], "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": 4.34 }
{ "attack_vector": "Phishing", "severity": "Medium", "vulnerability_type": "XSS" }
{ "snapshot_id": "SNAP-67fb16", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "XSS", "impact": "Blocked", "payloads": [ "payload_5ab4" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "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_d8222a -> target_system.patch_420cc4
{ "severity": "Medium", "success": true, "time_to_detect": 2.46 }
{ "attack_vector": "Phishing", "severity": "Critical", "vulnerability_type": "Insecure Deserialization" }
{ "snapshot_id": "SNAP-b219bb", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Insecure Deserialization", "impact": "Blocked", "payloads": [ "payload_62c7" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_28b139", "target_system.patch_28b139", "target_system.patch_28b139", "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_28b139 -> target_system.patch_28b139 -> target_system.patch_28b139 -> target_system.patch_d8222a
{ "severity": "Critical", "success": true, "time_to_detect": 0.56 }
{ "attack_vector": "Third-Party Library", "severity": "Medium", "vulnerability_type": "XSS" }
{ "snapshot_id": "SNAP-527f8e", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "XSS", "impact": "Blocked", "payloads": [ "payload_6f7c" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "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.patch_28b139 -> target_system.patch_420cc4
{ "severity": "Medium", "success": true, "time_to_detect": 2.46 }
{ "attack_vector": "Web Request", "severity": "Critical", "vulnerability_type": "Buffer Overflow" }
{ "snapshot_id": "SNAP-df9f19", "vulnerable_component": "api_gateway/v1/auth.py" }
exploit
{ "attack_vector": "Buffer Overflow", "impact": "Data Exfiltration", "payloads": [ "payload_7a27" ], "steps": [ "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_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_420cc4 -> target_system.patch_d8222a -> target_system.exploit_9a13ca -> target_system.patch_d8222a -> target_system.exploit_9a13ca
{ "severity": "Critical", "success": true, "time_to_detect": 4.94 }
{ "attack_vector": "Phishing", "severity": "Critical", "vulnerability_type": "Buffer Overflow" }
{ "snapshot_id": "SNAP-d417ac", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Buffer Overflow", "impact": "Blocked", "payloads": [ "payload_d9cd" ], "steps": [ "target_system.exploit_9a13ca" ] }
{ "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.patch_fd0516 -> target_system.exploit_9a13ca -> target_system.patch_9a13ca
{ "severity": "Critical", "success": true, "time_to_detect": 1.02 }
{ "attack_vector": "Phishing", "severity": "Medium", "vulnerability_type": "XSS" }
{ "snapshot_id": "SNAP-4293fb", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "XSS", "impact": "Blocked", "payloads": [ "payload_caf7" ], "steps": [] }
{ "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.patch_e28172 -> target_system.patch_420cc4
{ "severity": "Medium", "success": true, "time_to_detect": 1.18 }
{ "attack_vector": "API Endpoint", "severity": "Critical", "vulnerability_type": "SQL Injection" }
{ "snapshot_id": "SNAP-d322d0", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SQL Injection", "impact": "Blocked", "payloads": [ "payload_ad9e" ], "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": 1.38 }
{ "attack_vector": "Web Request", "severity": "Medium", "vulnerability_type": "Path Traversal" }
{ "snapshot_id": "SNAP-f696e0", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Path Traversal", "impact": "Blocked", "payloads": [ "payload_7d83" ], "steps": [ "target_system.exploit_420cc4", "target_system.exploit_d8222a" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "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_420cc4 -> target_system.patch_420cc4 -> target_system.patch_9a13ca -> target_system.exploit_d8222a
{ "severity": "Medium", "success": true, "time_to_detect": 1.51 }
{ "attack_vector": "Internal Network", "severity": "Critical", "vulnerability_type": "Insecure Deserialization" }
{ "snapshot_id": "SNAP-a2f6e8", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Insecure Deserialization", "impact": "Blocked", "payloads": [ "payload_3587" ], "steps": [ "target_system.exploit_031983" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_d8222a", "target_system.patch_9a13ca", "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.exploit_031983 -> target_system.patch_d8222a -> target_system.patch_9a13ca -> target_system.patch_d8222a -> target_system.patch_d8222a
{ "severity": "Critical", "success": true, "time_to_detect": 2.46 }
{ "attack_vector": "API Endpoint", "severity": "High", "vulnerability_type": "Broken Auth" }
{ "snapshot_id": "SNAP-695c0c", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Broken Auth", "impact": "Blocked", "payloads": [ "payload_458c" ], "steps": [ "target_system.exploit_e28172" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_420cc4", "target_system.patch_28b139", "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_420cc4 -> target_system.exploit_e28172 -> target_system.patch_28b139 -> target_system.patch_d8222a -> target_system.patch_e28172
{ "severity": "High", "success": true, "time_to_detect": 3.16 }
{ "attack_vector": "Internal Network", "severity": "Critical", "vulnerability_type": "Insecure Deserialization" }
{ "snapshot_id": "SNAP-b623cb", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Insecure Deserialization", "impact": "Blocked", "payloads": [ "payload_23a2" ], "steps": [ "target_system.exploit_e28172" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_e28172", "target_system.patch_420cc4", "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_e28172 -> target_system.patch_420cc4 -> target_system.patch_031983
{ "severity": "Critical", "success": true, "time_to_detect": 2.96 }
{ "attack_vector": "Web Request", "severity": "Medium", "vulnerability_type": "Path Traversal" }
{ "snapshot_id": "SNAP-80e47f", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Path Traversal", "impact": "Blocked", "payloads": [ "payload_cdf4" ], "steps": [ "target_system.exploit_d8222a" ] }
{ "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.exploit_d8222a -> target_system.patch_9a13ca -> target_system.patch_e28172
{ "severity": "Medium", "success": true, "time_to_detect": 1.5 }
{ "attack_vector": "Third-Party Library", "severity": "Medium", "vulnerability_type": "Path Traversal" }
{ "snapshot_id": "SNAP-c89362", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Path Traversal", "impact": "Blocked", "payloads": [ "payload_b049" ], "steps": [ "target_system.exploit_d8222a" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_9a13ca", "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.patch_9a13ca -> target_system.patch_28b139 -> target_system.exploit_d8222a -> target_system.patch_031983 -> target_system.patch_28b139
{ "severity": "Medium", "success": true, "time_to_detect": 0.28 }
{ "attack_vector": "Phishing", "severity": "Critical", "vulnerability_type": "Buffer Overflow" }
{ "snapshot_id": "SNAP-6eaf51", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Buffer Overflow", "impact": "Blocked", "payloads": [ "payload_7296" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_e28172", "target_system.patch_420cc4", "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_420cc4 -> target_system.patch_031983
{ "severity": "Critical", "success": true, "time_to_detect": 4.89 }
{ "attack_vector": "API Endpoint", "severity": "High", "vulnerability_type": "SSRF" }
{ "snapshot_id": "SNAP-8c3d30", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SSRF", "impact": "Blocked", "payloads": [ "payload_b8f1" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_9a13ca", "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_9a13ca -> target_system.patch_420cc4 -> target_system.patch_420cc4 -> target_system.patch_28b139
{ "severity": "High", "success": true, "time_to_detect": 1.95 }
{ "attack_vector": "Web Request", "severity": "High", "vulnerability_type": "SSRF" }
{ "snapshot_id": "SNAP-b692de", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SSRF", "impact": "Blocked", "payloads": [ "payload_ed4c" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_031983", "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.patch_031983 -> target_system.patch_420cc4 -> target_system.patch_d8222a
{ "severity": "High", "success": true, "time_to_detect": 4.08 }
{ "attack_vector": "Internal Network", "severity": "Critical", "vulnerability_type": "SQL Injection" }
{ "snapshot_id": "SNAP-9d8954", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SQL Injection", "impact": "Blocked", "payloads": [ "payload_4024" ], "steps": [ "target_system.exploit_fd0516", "target_system.exploit_fd0516" ] }
{ "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.exploit_fd0516 -> target_system.exploit_fd0516 -> target_system.patch_fd0516
{ "severity": "Critical", "success": true, "time_to_detect": 2.89 }
{ "attack_vector": "Third-Party Library", "severity": "Critical", "vulnerability_type": "Insecure Deserialization" }
{ "snapshot_id": "SNAP-80ce43", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Insecure Deserialization", "impact": "Blocked", "payloads": [ "payload_25c9" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_d8222a", "target_system.patch_e28172", "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_d8222a -> target_system.patch_e28172 -> target_system.patch_e28172 -> target_system.patch_031983
{ "severity": "Critical", "success": true, "time_to_detect": 4.86 }
{ "attack_vector": "Phishing", "severity": "High", "vulnerability_type": "Broken Auth" }
{ "snapshot_id": "SNAP-87e61f", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Broken Auth", "impact": "Blocked", "payloads": [ "payload_c13d" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_9a13ca", "target_system.patch_420cc4", "target_system.patch_031983", "target_system.patch_420cc4", "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_9a13ca -> target_system.patch_420cc4 -> target_system.patch_031983 -> target_system.patch_420cc4 -> target_system.patch_e28172
{ "severity": "High", "success": true, "time_to_detect": 4.28 }
{ "attack_vector": "Internal Network", "severity": "Critical", "vulnerability_type": "Buffer Overflow" }
{ "snapshot_id": "SNAP-2ad924", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Buffer Overflow", "impact": "Blocked", "payloads": [ "payload_6df9" ], "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": 0.64 }
{ "attack_vector": "API Endpoint", "severity": "Critical", "vulnerability_type": "Insecure Deserialization" }
{ "snapshot_id": "SNAP-168682", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Insecure Deserialization", "impact": "Blocked", "payloads": [ "payload_3f80" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_420cc4", "target_system.patch_420cc4", "target_system.patch_fd0516", "target_system.patch_e28172", "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.patch_420cc4 -> target_system.patch_420cc4 -> target_system.patch_fd0516 -> target_system.patch_e28172 -> target_system.patch_d8222a
{ "severity": "Critical", "success": true, "time_to_detect": 1.88 }
{ "attack_vector": "Web Request", "severity": "Medium", "vulnerability_type": "Path Traversal" }
{ "snapshot_id": "SNAP-448844", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Path Traversal", "impact": "Blocked", "payloads": [ "payload_649c" ], "steps": [ "target_system.exploit_9a13ca" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.scan_99914b", "target_system.patch_fd0516", "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_9a13ca -> target_system.scan_99914b -> target_system.patch_fd0516 -> target_system.patch_9a13ca -> target_system.patch_031983
{ "severity": "Medium", "success": true, "time_to_detect": 2.71 }
{ "attack_vector": "Internal Network", "severity": "Critical", "vulnerability_type": "Buffer Overflow" }
{ "snapshot_id": "SNAP-7595f9", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Buffer Overflow", "impact": "Blocked", "payloads": [ "payload_1a98" ], "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": 1.73 }
{ "attack_vector": "Internal Network", "severity": "Critical", "vulnerability_type": "Buffer Overflow" }
{ "snapshot_id": "SNAP-36fdcf", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Buffer Overflow", "impact": "Blocked", "payloads": [ "payload_0bdf" ], "steps": [ "target_system.exploit_9a13ca" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_e28172", "target_system.patch_031983", "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_e28172 -> target_system.exploit_9a13ca -> target_system.patch_031983 -> target_system.patch_031983 -> target_system.patch_d8222a
{ "severity": "Critical", "success": true, "time_to_detect": 3.7 }
{ "attack_vector": "Internal Network", "severity": "Medium", "vulnerability_type": "XSS" }
{ "snapshot_id": "SNAP-0a34b2", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "XSS", "impact": "Blocked", "payloads": [ "payload_9c12" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_e28172", "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_e28172 -> target_system.patch_e28172 -> target_system.patch_420cc4
{ "severity": "Medium", "success": true, "time_to_detect": 0.13 }
{ "attack_vector": "Internal Network", "severity": "High", "vulnerability_type": "SSRF" }
{ "snapshot_id": "SNAP-1d3a03", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SSRF", "impact": "Blocked", "payloads": [ "payload_bd44" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_9a13ca", "target_system.patch_e28172", "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_9a13ca -> target_system.patch_e28172 -> target_system.patch_fd0516 -> target_system.patch_28b139
{ "severity": "High", "success": true, "time_to_detect": 3.15 }
{ "attack_vector": "Third-Party Library", "severity": "Medium", "vulnerability_type": "Path Traversal" }
{ "snapshot_id": "SNAP-3fe649", "vulnerable_component": "api_gateway/v1/auth.py" }
exploit
{ "attack_vector": "Path Traversal", "impact": "Data Exfiltration", "payloads": [ "payload_70a8" ], "steps": [ "target_system.exploit_d8222a", "target_system.exploit_d8222a" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_031983", "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_031983 -> target_system.patch_e28172 -> target_system.patch_e28172 -> target_system.exploit_d8222a
{ "severity": "Medium", "success": true, "time_to_detect": 3.09 }
{ "attack_vector": "Web Request", "severity": "Critical", "vulnerability_type": "Buffer Overflow" }
{ "snapshot_id": "SNAP-25dbad", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Buffer Overflow", "impact": "Blocked", "payloads": [ "payload_f030" ], "steps": [] }
{ "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.scan_99914b -> target_system.patch_9a13ca
{ "severity": "Critical", "success": true, "time_to_detect": 1.29 }
{ "attack_vector": "API Endpoint", "severity": "Critical", "vulnerability_type": "Buffer Overflow" }
{ "snapshot_id": "SNAP-9f3648", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Buffer Overflow", "impact": "Blocked", "payloads": [ "payload_1233" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_28b139", "target_system.patch_d8222a", "target_system.patch_d8222a", "target_system.patch_fd0516", "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_28b139 -> target_system.patch_d8222a -> target_system.patch_d8222a -> target_system.patch_fd0516 -> target_system.patch_28b139
{ "severity": "Critical", "success": true, "time_to_detect": 0.59 }
{ "attack_vector": "Web Request", "severity": "Medium", "vulnerability_type": "Path Traversal" }
{ "snapshot_id": "SNAP-1d074b", "vulnerable_component": "api_gateway/v1/auth.py" }
exploit
{ "attack_vector": "Path Traversal", "impact": "Data Exfiltration", "payloads": [ "payload_7236" ], "steps": [ "target_system.exploit_fd0516", "target_system.exploit_d8222a", "target_system.exploit_d8222a" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_fd0516", "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_fd0516 -> target_system.exploit_d8222a -> target_system.patch_fd0516 -> target_system.patch_fd0516 -> target_system.exploit_d8222a
{ "severity": "Medium", "success": true, "time_to_detect": 4.8 }
{ "attack_vector": "Third-Party Library", "severity": "Critical", "vulnerability_type": "Insecure Deserialization" }
{ "snapshot_id": "SNAP-f557cf", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Insecure Deserialization", "impact": "Blocked", "payloads": [ "payload_8d76" ], "steps": [ "target_system.exploit_fd0516" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_fd0516", "target_system.patch_420cc4", "target_system.patch_fd0516", "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_fd0516 -> target_system.patch_420cc4 -> target_system.patch_fd0516 -> target_system.patch_420cc4
{ "severity": "Critical", "success": true, "time_to_detect": 2.52 }
{ "attack_vector": "Phishing", "severity": "Critical", "vulnerability_type": "SQL Injection" }
{ "snapshot_id": "SNAP-1e8654", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SQL Injection", "impact": "Blocked", "payloads": [ "payload_6a01" ], "steps": [ "target_system.exploit_fd0516" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_28b139", "target_system.patch_031983", "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.patch_28b139 -> target_system.exploit_fd0516 -> target_system.patch_031983 -> target_system.patch_031983 -> target_system.patch_420cc4
{ "severity": "Critical", "success": true, "time_to_detect": 2.54 }
{ "attack_vector": "Internal Network", "severity": "High", "vulnerability_type": "Broken Auth" }
{ "snapshot_id": "SNAP-b64dbd", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Broken Auth", "impact": "Blocked", "payloads": [ "payload_66af" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_031983", "target_system.patch_28b139", "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_031983 -> target_system.patch_28b139 -> target_system.patch_e28172
{ "severity": "High", "success": true, "time_to_detect": 1.57 }
{ "attack_vector": "Phishing", "severity": "Critical", "vulnerability_type": "SQL Injection" }
{ "snapshot_id": "SNAP-03fe2d", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SQL Injection", "impact": "Blocked", "payloads": [ "payload_8e5b" ], "steps": [ "target_system.exploit_fd0516" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.scan_99914b", "target_system.patch_420cc4", "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.scan_99914b -> target_system.patch_420cc4 -> target_system.patch_e28172 -> target_system.exploit_fd0516 -> target_system.patch_031983
{ "severity": "Critical", "success": true, "time_to_detect": 0.37 }
{ "attack_vector": "Third-Party Library", "severity": "High", "vulnerability_type": "SSRF" }
{ "snapshot_id": "SNAP-631259", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SSRF", "impact": "Blocked", "payloads": [ "payload_18da" ], "steps": [ "target_system.exploit_28b139" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_420cc4", "target_system.patch_420cc4", "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_420cc4 -> target_system.patch_420cc4 -> target_system.patch_fd0516 -> target_system.exploit_28b139 -> target_system.patch_28b139
{ "severity": "High", "success": true, "time_to_detect": 2.68 }
{ "attack_vector": "API Endpoint", "severity": "High", "vulnerability_type": "Broken Auth" }
{ "snapshot_id": "SNAP-d82318", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Broken Auth", "impact": "Blocked", "payloads": [ "payload_d701" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_9a13ca", "target_system.patch_28b139", "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_28b139 -> target_system.patch_e28172
{ "severity": "High", "success": true, "time_to_detect": 0.25 }
{ "attack_vector": "Internal Network", "severity": "Critical", "vulnerability_type": "SQL Injection" }
{ "snapshot_id": "SNAP-ecb15e", "vulnerable_component": "api_gateway/v1/auth.py" }
exploit
{ "attack_vector": "SQL Injection", "impact": "Data Exfiltration", "payloads": [ "payload_1249" ], "steps": [ "target_system.exploit_fd0516" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_031983", "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_031983 -> target_system.patch_9a13ca -> target_system.patch_031983 -> target_system.patch_031983 -> target_system.exploit_fd0516
{ "severity": "Critical", "success": true, "time_to_detect": 4.4 }
{ "attack_vector": "Internal Network", "severity": "Medium", "vulnerability_type": "XSS" }
{ "snapshot_id": "SNAP-78b422", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "XSS", "impact": "Blocked", "payloads": [ "payload_21df" ], "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": 3.71 }
{ "attack_vector": "API Endpoint", "severity": "Critical", "vulnerability_type": "Buffer Overflow" }
{ "snapshot_id": "SNAP-72ceb8", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Buffer Overflow", "impact": "Blocked", "payloads": [ "payload_5b02" ], "steps": [ "target_system.exploit_420cc4" ] }
{ "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.exploit_420cc4 -> target_system.patch_28b139 -> target_system.patch_9a13ca
{ "severity": "Critical", "success": true, "time_to_detect": 2.76 }
{ "attack_vector": "Phishing", "severity": "Critical", "vulnerability_type": "Insecure Deserialization" }
{ "snapshot_id": "SNAP-c81217", "vulnerable_component": "api_gateway/v1/auth.py" }
exploit
{ "attack_vector": "Insecure Deserialization", "impact": "Data Exfiltration", "payloads": [ "payload_88d9" ], "steps": [ "target_system.exploit_e28172", "target_system.exploit_031983" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_28b139", "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_e28172 -> target_system.patch_28b139 -> target_system.patch_e28172 -> target_system.patch_e28172 -> target_system.exploit_031983
{ "severity": "Critical", "success": true, "time_to_detect": 3.45 }
{ "attack_vector": "Phishing", "severity": "Critical", "vulnerability_type": "Buffer Overflow" }
{ "snapshot_id": "SNAP-741756", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Buffer Overflow", "impact": "Blocked", "payloads": [ "payload_c389" ], "steps": [ "target_system.exploit_420cc4" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_420cc4", "target_system.patch_420cc4", "target_system.patch_031983", "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_420cc4 -> target_system.patch_420cc4 -> target_system.patch_420cc4 -> target_system.patch_031983 -> target_system.patch_9a13ca
{ "severity": "Critical", "success": true, "time_to_detect": 3.23 }
{ "attack_vector": "Web Request", "severity": "Critical", "vulnerability_type": "Buffer Overflow" }
{ "snapshot_id": "SNAP-57a968", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Buffer Overflow", "impact": "Blocked", "payloads": [ "payload_040c" ], "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_28b139", "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.scan_99914b -> target_system.patch_420cc4 -> target_system.patch_420cc4 -> target_system.patch_28b139 -> target_system.patch_9a13ca
{ "severity": "Critical", "success": true, "time_to_detect": 3.24 }
{ "attack_vector": "Phishing", "severity": "Critical", "vulnerability_type": "Buffer Overflow" }
{ "snapshot_id": "SNAP-2818ce", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Buffer Overflow", "impact": "Blocked", "payloads": [ "payload_c1aa" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_420cc4", "target_system.patch_031983", "target_system.patch_031983", "target_system.patch_e28172", "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.patch_420cc4 -> target_system.patch_031983 -> target_system.patch_031983 -> target_system.patch_e28172 -> target_system.patch_d8222a
{ "severity": "Critical", "success": true, "time_to_detect": 2.6 }
{ "attack_vector": "Third-Party Library", "severity": "Medium", "vulnerability_type": "XSS" }
{ "snapshot_id": "SNAP-298a40", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "XSS", "impact": "Blocked", "payloads": [ "payload_af62" ], "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": "Medium", "success": true, "time_to_detect": 2.97 }
{ "attack_vector": "Internal Network", "severity": "Critical", "vulnerability_type": "Buffer Overflow" }
{ "snapshot_id": "SNAP-19cec8", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Buffer Overflow", "impact": "Blocked", "payloads": [ "payload_82aa" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_031983", "target_system.patch_fd0516", "target_system.patch_420cc4", "target_system.patch_fd0516", "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.patch_031983 -> target_system.patch_fd0516 -> target_system.patch_420cc4 -> target_system.patch_fd0516 -> target_system.patch_d8222a
{ "severity": "Critical", "success": true, "time_to_detect": 0.69 }
{ "attack_vector": "API Endpoint", "severity": "Critical", "vulnerability_type": "Buffer Overflow" }
{ "snapshot_id": "SNAP-12685c", "vulnerable_component": "api_gateway/v1/auth.py" }
exploit
{ "attack_vector": "Buffer Overflow", "impact": "Data Exfiltration", "payloads": [ "payload_c654" ], "steps": [ "target_system.exploit_9a13ca" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_031983", "target_system.patch_e28172", "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.patch_031983 -> target_system.patch_e28172 -> target_system.patch_e28172 -> target_system.patch_28b139 -> target_system.exploit_9a13ca
{ "severity": "Critical", "success": true, "time_to_detect": 4.28 }
{ "attack_vector": "Third-Party Library", "severity": "Critical", "vulnerability_type": "Buffer Overflow" }
{ "snapshot_id": "SNAP-46292d", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Buffer Overflow", "impact": "Blocked", "payloads": [ "payload_a070" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_e28172", "target_system.patch_031983", "target_system.patch_fd0516", "target_system.patch_fd0516", "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_e28172 -> target_system.patch_031983 -> target_system.patch_fd0516 -> target_system.patch_fd0516 -> target_system.patch_fd0516
{ "severity": "Critical", "success": true, "time_to_detect": 1.91 }
{ "attack_vector": "Third-Party Library", "severity": "High", "vulnerability_type": "SSRF" }
{ "snapshot_id": "SNAP-520bec", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SSRF", "impact": "Blocked", "payloads": [ "payload_6b15" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_9a13ca", "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.patch_9a13ca -> target_system.patch_9a13ca -> target_system.patch_28b139
{ "severity": "High", "success": true, "time_to_detect": 1.43 }
{ "attack_vector": "Internal Network", "severity": "Critical", "vulnerability_type": "Buffer Overflow" }
{ "snapshot_id": "SNAP-ac1a3e", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Buffer Overflow", "impact": "Blocked", "payloads": [ "payload_5908" ], "steps": [ "target_system.exploit_9a13ca" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_fd0516", "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.patch_fd0516 -> target_system.exploit_9a13ca -> target_system.patch_031983 -> target_system.patch_420cc4 -> target_system.patch_28b139
{ "severity": "Critical", "success": true, "time_to_detect": 0.92 }
{ "attack_vector": "Internal Network", "severity": "Medium", "vulnerability_type": "Path Traversal" }
{ "snapshot_id": "SNAP-43cacf", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Path Traversal", "impact": "Blocked", "payloads": [ "payload_4be8" ], "steps": [] }
{ "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.patch_e28172 -> target_system.patch_fd0516 -> target_system.patch_d8222a
{ "severity": "Medium", "success": true, "time_to_detect": 0.86 }
{ "attack_vector": "Web Request", "severity": "High", "vulnerability_type": "Broken Auth" }
{ "snapshot_id": "SNAP-1dc8f6", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Broken Auth", "impact": "Blocked", "payloads": [ "payload_853e" ], "steps": [ "target_system.exploit_420cc4" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_fd0516", "target_system.patch_28b139", "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_420cc4 -> target_system.patch_fd0516 -> target_system.patch_28b139 -> target_system.patch_e28172
{ "severity": "High", "success": true, "time_to_detect": 1.92 }
{ "attack_vector": "Web Request", "severity": "Critical", "vulnerability_type": "Buffer Overflow" }
{ "snapshot_id": "SNAP-5acc51", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Buffer Overflow", "impact": "Blocked", "payloads": [ "payload_c20c" ], "steps": [ "target_system.exploit_fd0516" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_fd0516", "target_system.scan_99914b", "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_fd0516 -> target_system.patch_fd0516 -> target_system.scan_99914b -> target_system.patch_d8222a -> target_system.patch_9a13ca
{ "severity": "Critical", "success": true, "time_to_detect": 2.58 }
{ "attack_vector": "Internal Network", "severity": "Medium", "vulnerability_type": "Path Traversal" }
{ "snapshot_id": "SNAP-056e43", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Path Traversal", "impact": "Blocked", "payloads": [ "payload_8eec" ], "steps": [ "target_system.exploit_d8222a" ] }
{ "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_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_fd0516 -> target_system.patch_28b139 -> target_system.patch_031983 -> target_system.patch_d8222a
{ "severity": "Medium", "success": true, "time_to_detect": 3.93 }
{ "attack_vector": "Phishing", "severity": "Critical", "vulnerability_type": "Buffer Overflow" }
{ "snapshot_id": "SNAP-321efc", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Buffer Overflow", "impact": "Blocked", "payloads": [ "payload_0383" ], "steps": [ "target_system.exploit_9a13ca" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_031983", "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_031983 -> target_system.patch_9a13ca
{ "severity": "Critical", "success": true, "time_to_detect": 4.63 }
{ "attack_vector": "Web Request", "severity": "High", "vulnerability_type": "SSRF" }
{ "snapshot_id": "SNAP-ad3f24", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SSRF", "impact": "Blocked", "payloads": [ "payload_04a1" ], "steps": [] }
{ "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
{ "severity": "High", "success": true, "time_to_detect": 0.9 }
{ "attack_vector": "API Endpoint", "severity": "High", "vulnerability_type": "SSRF" }
{ "snapshot_id": "SNAP-11e1a3", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SSRF", "impact": "Blocked", "payloads": [ "payload_5276" ], "steps": [] }
{ "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.patch_28b139
{ "severity": "High", "success": true, "time_to_detect": 3.38 }
{ "attack_vector": "API Endpoint", "severity": "Medium", "vulnerability_type": "Path Traversal" }
{ "snapshot_id": "SNAP-8f5f8d", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Path Traversal", "impact": "Blocked", "payloads": [ "payload_2ea3" ], "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": 0.34 }
{ "attack_vector": "API Endpoint", "severity": "High", "vulnerability_type": "Broken Auth" }
{ "snapshot_id": "SNAP-c3727b", "vulnerable_component": "api_gateway/v1/auth.py" }
exploit
{ "attack_vector": "Broken Auth", "impact": "Data Exfiltration", "payloads": [ "payload_c63c" ], "steps": [ "target_system.exploit_fd0516", "target_system.exploit_e28172", "target_system.exploit_e28172" ] }
{ "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.exploit_fd0516 -> target_system.scan_99914b -> target_system.patch_420cc4 -> target_system.exploit_e28172 -> target_system.exploit_e28172
{ "severity": "High", "success": true, "time_to_detect": 2.75 }
{ "attack_vector": "API Endpoint", "severity": "High", "vulnerability_type": "SSRF" }
{ "snapshot_id": "SNAP-79dc72", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SSRF", "impact": "Blocked", "payloads": [ "payload_d558" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_031983", "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_031983 -> target_system.patch_e28172 -> target_system.patch_d8222a -> target_system.patch_fd0516
{ "severity": "High", "success": true, "time_to_detect": 1.76 }
{ "attack_vector": "Internal Network", "severity": "High", "vulnerability_type": "SSRF" }
{ "snapshot_id": "SNAP-f9effd", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SSRF", "impact": "Blocked", "payloads": [ "payload_e837" ], "steps": [] }
{ "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.patch_28b139
{ "severity": "High", "success": true, "time_to_detect": 1.35 }
{ "attack_vector": "API Endpoint", "severity": "Medium", "vulnerability_type": "XSS" }
{ "snapshot_id": "SNAP-b626af", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "XSS", "impact": "Blocked", "payloads": [ "payload_5f50" ], "steps": [ "target_system.exploit_e28172" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "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_e28172 -> target_system.patch_28b139 -> target_system.patch_420cc4
{ "severity": "Medium", "success": true, "time_to_detect": 0.84 }
{ "attack_vector": "API Endpoint", "severity": "Critical", "vulnerability_type": "SQL Injection" }
{ "snapshot_id": "SNAP-40e473", "vulnerable_component": "api_gateway/v1/auth.py" }
exploit
{ "attack_vector": "SQL Injection", "impact": "Data Exfiltration", "payloads": [ "payload_6903" ], "steps": [ "target_system.exploit_28b139", "target_system.exploit_fd0516" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_e28172", "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.exploit_28b139 -> target_system.patch_e28172 -> target_system.patch_420cc4 -> target_system.patch_e28172 -> target_system.exploit_fd0516
{ "severity": "Critical", "success": true, "time_to_detect": 4.23 }
{ "attack_vector": "Third-Party Library", "severity": "Medium", "vulnerability_type": "XSS" }
{ "snapshot_id": "SNAP-14ae52", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "XSS", "impact": "Blocked", "payloads": [ "payload_2847" ], "steps": [ "target_system.exploit_9a13ca" ] }
{ "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_9a13ca -> target_system.patch_420cc4
{ "severity": "Medium", "success": true, "time_to_detect": 3.66 }
{ "attack_vector": "API Endpoint", "severity": "Critical", "vulnerability_type": "Buffer Overflow" }
{ "snapshot_id": "SNAP-b91cd6", "vulnerable_component": "api_gateway/v1/auth.py" }
exploit
{ "attack_vector": "Buffer Overflow", "impact": "Data Exfiltration", "payloads": [ "payload_e03f" ], "steps": [ "target_system.exploit_9a13ca" ] }
{ "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.patch_28b139 -> target_system.exploit_9a13ca
{ "severity": "Critical", "success": true, "time_to_detect": 3.33 }
{ "attack_vector": "Third-Party Library", "severity": "Critical", "vulnerability_type": "SQL Injection" }
{ "snapshot_id": "SNAP-9155c3", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SQL Injection", "impact": "Blocked", "payloads": [ "payload_c1ec" ], "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_28b139", "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_fd0516 -> target_system.patch_28b139 -> target_system.exploit_fd0516 -> target_system.patch_28b139
{ "severity": "Critical", "success": true, "time_to_detect": 2.9 }
{ "attack_vector": "API Endpoint", "severity": "Medium", "vulnerability_type": "Path Traversal" }
{ "snapshot_id": "SNAP-e257ff", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Path Traversal", "impact": "Blocked", "payloads": [ "payload_adac" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_fd0516", "target_system.patch_28b139", "target_system.patch_fd0516", "target_system.patch_e28172", "target_system.patch_420cc4" ], "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_28b139 -> target_system.patch_fd0516 -> target_system.patch_e28172 -> target_system.patch_420cc4
{ "severity": "Medium", "success": true, "time_to_detect": 2.13 }
{ "attack_vector": "Internal Network", "severity": "High", "vulnerability_type": "Broken Auth" }
{ "snapshot_id": "SNAP-c5f438", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Broken Auth", "impact": "Blocked", "payloads": [ "payload_e1ad" ], "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": 2.46 }
{ "attack_vector": "Web Request", "severity": "High", "vulnerability_type": "Broken Auth" }
{ "snapshot_id": "SNAP-5ca345", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Broken Auth", "impact": "Blocked", "payloads": [ "payload_3b0f" ], "steps": [ "target_system.exploit_031983" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.scan_99914b", "target_system.patch_d8222a", "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.exploit_031983 -> target_system.scan_99914b -> target_system.patch_d8222a -> target_system.patch_9a13ca -> target_system.patch_420cc4
{ "severity": "High", "success": true, "time_to_detect": 1.16 }
{ "attack_vector": "Web Request", "severity": "High", "vulnerability_type": "SSRF" }
{ "snapshot_id": "SNAP-06780e", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SSRF", "impact": "Blocked", "payloads": [ "payload_fd36" ], "steps": [ "target_system.exploit_28b139" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "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_e28172 -> target_system.patch_28b139
{ "severity": "High", "success": true, "time_to_detect": 3.63 }
{ "attack_vector": "Web Request", "severity": "Medium", "vulnerability_type": "Path Traversal" }
{ "snapshot_id": "SNAP-1b95ab", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Path Traversal", "impact": "Blocked", "payloads": [ "payload_d64a" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_28b139", "target_system.patch_fd0516", "target_system.patch_420cc4", "target_system.patch_e28172", "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.patch_28b139 -> target_system.patch_fd0516 -> target_system.patch_420cc4 -> target_system.patch_e28172 -> target_system.patch_d8222a
{ "severity": "Medium", "success": true, "time_to_detect": 2.64 }
{ "attack_vector": "API Endpoint", "severity": "Critical", "vulnerability_type": "Buffer Overflow" }
{ "snapshot_id": "SNAP-8d5103", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Buffer Overflow", "impact": "Blocked", "payloads": [ "payload_fb4a" ], "steps": [] }
{ "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
{ "severity": "Critical", "success": true, "time_to_detect": 1.91 }
{ "attack_vector": "Web Request", "severity": "Medium", "vulnerability_type": "XSS" }
{ "snapshot_id": "SNAP-70c6d7", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "XSS", "impact": "Blocked", "payloads": [ "payload_a17e" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_e28172", "target_system.patch_e28172", "target_system.patch_fd0516", "target_system.patch_fd0516", "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_e28172 -> target_system.patch_fd0516 -> target_system.patch_fd0516 -> target_system.patch_e28172
{ "severity": "Medium", "success": true, "time_to_detect": 1.07 }
{ "attack_vector": "Third-Party Library", "severity": "Critical", "vulnerability_type": "Buffer Overflow" }
{ "snapshot_id": "SNAP-25c62d", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Buffer Overflow", "impact": "Blocked", "payloads": [ "payload_79a3" ], "steps": [ "target_system.exploit_9a13ca" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_e28172", "target_system.patch_e28172", "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.patch_e28172 -> target_system.patch_e28172 -> target_system.patch_28b139 -> target_system.exploit_9a13ca -> target_system.patch_420cc4
{ "severity": "Critical", "success": true, "time_to_detect": 1.41 }
{ "attack_vector": "Phishing", "severity": "High", "vulnerability_type": "SSRF" }
{ "snapshot_id": "SNAP-fc143f", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SSRF", "impact": "Blocked", "payloads": [ "payload_a78b" ], "steps": [] }
{ "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.patch_28b139
{ "severity": "High", "success": true, "time_to_detect": 1.36 }
{ "attack_vector": "API Endpoint", "severity": "High", "vulnerability_type": "Broken Auth" }
{ "snapshot_id": "SNAP-c5c9c7", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Broken Auth", "impact": "Blocked", "payloads": [ "payload_9f68" ], "steps": [ "target_system.exploit_e28172" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_28b139", "target_system.patch_fd0516", "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.patch_28b139 -> target_system.patch_fd0516 -> target_system.patch_031983 -> target_system.exploit_e28172 -> target_system.patch_28b139
{ "severity": "High", "success": true, "time_to_detect": 4.08 }
{ "attack_vector": "Web Request", "severity": "Critical", "vulnerability_type": "Insecure Deserialization" }
{ "snapshot_id": "SNAP-093d73", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Insecure Deserialization", "impact": "Blocked", "payloads": [ "payload_44b4" ], "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": 3.65 }
{ "attack_vector": "Internal Network", "severity": "High", "vulnerability_type": "SSRF" }
{ "snapshot_id": "SNAP-5c2a3a", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SSRF", "impact": "Blocked", "payloads": [ "payload_a9a6" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_fd0516", "target_system.patch_d8222a", "target_system.patch_420cc4", "target_system.patch_d8222a", "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_d8222a -> target_system.patch_420cc4 -> target_system.patch_d8222a -> target_system.patch_031983
{ "severity": "High", "success": true, "time_to_detect": 4.36 }
{ "attack_vector": "Web Request", "severity": "Medium", "vulnerability_type": "Path Traversal" }
{ "snapshot_id": "SNAP-d49c0e", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Path Traversal", "impact": "Blocked", "payloads": [ "payload_d1f4" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_e28172", "target_system.patch_9a13ca", "target_system.patch_28b139", "target_system.patch_e28172", "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_e28172 -> target_system.patch_9a13ca -> target_system.patch_28b139 -> target_system.patch_e28172 -> target_system.patch_031983
{ "severity": "Medium", "success": true, "time_to_detect": 3.08 }
{ "attack_vector": "Web Request", "severity": "Critical", "vulnerability_type": "SQL Injection" }
{ "snapshot_id": "SNAP-763dfc", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SQL Injection", "impact": "Blocked", "payloads": [ "payload_244d" ], "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": 2.91 }
{ "attack_vector": "Internal Network", "severity": "High", "vulnerability_type": "Broken Auth" }
{ "snapshot_id": "SNAP-e21a4f", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Broken Auth", "impact": "Blocked", "payloads": [ "payload_b4f1" ], "steps": [ "target_system.exploit_e28172" ] }
{ "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.exploit_e28172 -> target_system.patch_9a13ca -> target_system.patch_e28172
{ "severity": "High", "success": true, "time_to_detect": 0.65 }
{ "attack_vector": "Internal Network", "severity": "Critical", "vulnerability_type": "SQL Injection" }
{ "snapshot_id": "SNAP-d31bf2", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SQL Injection", "impact": "Blocked", "payloads": [ "payload_ba65" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.scan_99914b", "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.scan_99914b -> target_system.patch_d8222a -> target_system.patch_fd0516
{ "severity": "Critical", "success": true, "time_to_detect": 1.73 }
{ "attack_vector": "Internal Network", "severity": "High", "vulnerability_type": "SSRF" }
{ "snapshot_id": "SNAP-110b3c", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SSRF", "impact": "Blocked", "payloads": [ "payload_2662" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_e28172", "target_system.scan_99914b", "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_e28172 -> target_system.scan_99914b -> target_system.patch_28b139
{ "severity": "High", "success": true, "time_to_detect": 4.76 }