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": "API Endpoint", "severity": "Medium", "vulnerability_type": "Path Traversal" }
{ "snapshot_id": "SNAP-041344", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Path Traversal", "impact": "Blocked", "payloads": [ "payload_1d86" ], "steps": [ "target_system.exploit_420cc4" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_fd0516", "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_420cc4 -> target_system.patch_fd0516 -> target_system.patch_420cc4 -> target_system.patch_d8222a
{ "severity": "Medium", "success": true, "time_to_detect": 2.47 }
{ "attack_vector": "Third-Party Library", "severity": "Critical", "vulnerability_type": "SQL Injection" }
{ "snapshot_id": "SNAP-6c4ce7", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SQL Injection", "impact": "Blocked", "payloads": [ "payload_0137" ], "steps": [ "target_system.exploit_fd0516", "target_system.exploit_fd0516", "target_system.exploit_fd0516" ] }
{ "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_fd0516 -> target_system.exploit_fd0516 -> target_system.exploit_fd0516 -> target_system.patch_e28172
{ "severity": "Critical", "success": true, "time_to_detect": 2.35 }
{ "attack_vector": "Web Request", "severity": "High", "vulnerability_type": "Broken Auth" }
{ "snapshot_id": "SNAP-8979de", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Broken Auth", "impact": "Blocked", "payloads": [ "payload_e649" ], "steps": [ "target_system.exploit_9a13ca" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "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.exploit_9a13ca -> target_system.patch_031983 -> target_system.patch_031983 -> target_system.patch_d8222a
{ "severity": "High", "success": true, "time_to_detect": 3.25 }
{ "attack_vector": "Internal Network", "severity": "High", "vulnerability_type": "SSRF" }
{ "snapshot_id": "SNAP-97be3e", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SSRF", "impact": "Blocked", "payloads": [ "payload_6b56" ], "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": 1.64 }
{ "attack_vector": "Web Request", "severity": "High", "vulnerability_type": "SSRF" }
{ "snapshot_id": "SNAP-94bad2", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SSRF", "impact": "Blocked", "payloads": [ "payload_6077" ], "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.patch_e28172 -> target_system.exploit_28b139 -> target_system.patch_28b139
{ "severity": "High", "success": true, "time_to_detect": 4.05 }
{ "attack_vector": "Third-Party Library", "severity": "Medium", "vulnerability_type": "Path Traversal" }
{ "snapshot_id": "SNAP-f638f8", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Path Traversal", "impact": "Blocked", "payloads": [ "payload_1d7a" ], "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": 1.65 }
{ "attack_vector": "Internal Network", "severity": "High", "vulnerability_type": "SSRF" }
{ "snapshot_id": "SNAP-95178f", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SSRF", "impact": "Blocked", "payloads": [ "payload_a23f" ], "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_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.exploit_28b139 -> target_system.patch_d8222a -> target_system.patch_28b139
{ "severity": "High", "success": true, "time_to_detect": 1.43 }
{ "attack_vector": "Third-Party Library", "severity": "Medium", "vulnerability_type": "Path Traversal" }
{ "snapshot_id": "SNAP-d633a0", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Path Traversal", "impact": "Blocked", "payloads": [ "payload_3bbc" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_e28172", "target_system.patch_e28172", "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_e28172 -> target_system.patch_e28172 -> target_system.patch_031983 -> target_system.patch_420cc4 -> target_system.patch_e28172
{ "severity": "Medium", "success": true, "time_to_detect": 1.58 }
{ "attack_vector": "Third-Party Library", "severity": "High", "vulnerability_type": "SSRF" }
{ "snapshot_id": "SNAP-c821ba", "vulnerable_component": "api_gateway/v1/auth.py" }
exploit
{ "attack_vector": "SSRF", "impact": "Data Exfiltration", "payloads": [ "payload_71bb" ], "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_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_031983 -> target_system.exploit_28b139 -> target_system.patch_420cc4 -> target_system.patch_420cc4 -> target_system.exploit_28b139
{ "severity": "High", "success": true, "time_to_detect": 0.49 }
{ "attack_vector": "Phishing", "severity": "Critical", "vulnerability_type": "SQL Injection" }
{ "snapshot_id": "SNAP-2baffa", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SQL Injection", "impact": "Blocked", "payloads": [ "payload_33ef" ], "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": 5 }
{ "attack_vector": "Third-Party Library", "severity": "Critical", "vulnerability_type": "SQL Injection" }
{ "snapshot_id": "SNAP-7db7a5", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SQL Injection", "impact": "Blocked", "payloads": [ "payload_50be" ], "steps": [ "target_system.exploit_fd0516" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_28b139", "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.patch_28b139 -> target_system.patch_9a13ca -> target_system.exploit_fd0516 -> target_system.patch_fd0516
{ "severity": "Critical", "success": true, "time_to_detect": 1.44 }
{ "attack_vector": "Phishing", "severity": "High", "vulnerability_type": "SSRF" }
{ "snapshot_id": "SNAP-932d9f", "vulnerable_component": "api_gateway/v1/auth.py" }
exploit
{ "attack_vector": "SSRF", "impact": "Data Exfiltration", "payloads": [ "payload_40ec" ], "steps": [ "target_system.exploit_28b139" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_e28172", "target_system.patch_9a13ca", "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.patch_e28172 -> target_system.patch_9a13ca -> target_system.patch_9a13ca -> target_system.patch_fd0516 -> target_system.exploit_28b139
{ "severity": "High", "success": true, "time_to_detect": 0.17 }
{ "attack_vector": "API Endpoint", "severity": "High", "vulnerability_type": "SSRF" }
{ "snapshot_id": "SNAP-20e450", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SSRF", "impact": "Blocked", "payloads": [ "payload_ed96" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "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_9a13ca -> target_system.patch_d8222a -> target_system.patch_28b139
{ "severity": "High", "success": true, "time_to_detect": 0.22 }
{ "attack_vector": "Internal Network", "severity": "High", "vulnerability_type": "SSRF" }
{ "snapshot_id": "SNAP-d11bc9", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SSRF", "impact": "Blocked", "payloads": [ "payload_6341" ], "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": 4.18 }
{ "attack_vector": "Phishing", "severity": "Critical", "vulnerability_type": "Insecure Deserialization" }
{ "snapshot_id": "SNAP-144efe", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Insecure Deserialization", "impact": "Blocked", "payloads": [ "payload_7184" ], "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": 4.17 }
{ "attack_vector": "Third-Party Library", "severity": "High", "vulnerability_type": "SSRF" }
{ "snapshot_id": "SNAP-123e76", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SSRF", "impact": "Blocked", "payloads": [ "payload_14c2" ], "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": 4.58 }
{ "attack_vector": "Third-Party Library", "severity": "Critical", "vulnerability_type": "Buffer Overflow" }
{ "snapshot_id": "SNAP-4deef7", "vulnerable_component": "api_gateway/v1/auth.py" }
exploit
{ "attack_vector": "Buffer Overflow", "impact": "Data Exfiltration", "payloads": [ "payload_4e8e" ], "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_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.exploit_e28172 -> target_system.patch_e28172 -> target_system.exploit_9a13ca -> target_system.patch_fd0516 -> target_system.exploit_9a13ca
{ "severity": "Critical", "success": true, "time_to_detect": 3.44 }
{ "attack_vector": "Internal Network", "severity": "Medium", "vulnerability_type": "Path Traversal" }
{ "snapshot_id": "SNAP-2e7ad3", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Path Traversal", "impact": "Blocked", "payloads": [ "payload_b3e6" ], "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": 2.24 }
{ "attack_vector": "API Endpoint", "severity": "Critical", "vulnerability_type": "SQL Injection" }
{ "snapshot_id": "SNAP-21edb2", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SQL Injection", "impact": "Blocked", "payloads": [ "payload_b959" ], "steps": [ "target_system.exploit_e28172" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_e28172", "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.exploit_e28172 -> target_system.patch_e28172 -> target_system.patch_9a13ca -> target_system.patch_031983 -> target_system.patch_031983
{ "severity": "Critical", "success": true, "time_to_detect": 4.52 }
{ "attack_vector": "Phishing", "severity": "High", "vulnerability_type": "SSRF" }
{ "snapshot_id": "SNAP-257f1b", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SSRF", "impact": "Blocked", "payloads": [ "payload_f629" ], "steps": [ "target_system.exploit_28b139" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_9a13ca", "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.exploit_28b139 -> target_system.patch_fd0516 -> target_system.patch_28b139
{ "severity": "High", "success": true, "time_to_detect": 3.03 }
{ "attack_vector": "Third-Party Library", "severity": "Medium", "vulnerability_type": "XSS" }
{ "snapshot_id": "SNAP-0f2cce", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "XSS", "impact": "Blocked", "payloads": [ "payload_7ccd" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "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_9a13ca -> target_system.patch_420cc4
{ "severity": "Medium", "success": true, "time_to_detect": 2.52 }
{ "attack_vector": "API Endpoint", "severity": "Critical", "vulnerability_type": "Insecure Deserialization" }
{ "snapshot_id": "SNAP-cc86cc", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Insecure Deserialization", "impact": "Blocked", "payloads": [ "payload_83f3" ], "steps": [ "target_system.exploit_031983", "target_system.exploit_031983" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_d8222a", "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_d8222a -> target_system.exploit_031983 -> target_system.patch_031983
{ "severity": "Critical", "success": true, "time_to_detect": 3.56 }
{ "attack_vector": "Third-Party Library", "severity": "Critical", "vulnerability_type": "SQL Injection" }
{ "snapshot_id": "SNAP-c1f66d", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SQL Injection", "impact": "Blocked", "payloads": [ "payload_db47" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "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_28b139 -> target_system.patch_fd0516
{ "severity": "Critical", "success": true, "time_to_detect": 4.76 }
{ "attack_vector": "API Endpoint", "severity": "Critical", "vulnerability_type": "Buffer Overflow" }
{ "snapshot_id": "SNAP-fc9783", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Buffer Overflow", "impact": "Blocked", "payloads": [ "payload_d1bf" ], "steps": [ "target_system.exploit_9a13ca" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "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_fd0516 -> target_system.exploit_9a13ca -> target_system.patch_fd0516 -> target_system.patch_9a13ca
{ "severity": "Critical", "success": true, "time_to_detect": 4.96 }
{ "attack_vector": "Internal Network", "severity": "High", "vulnerability_type": "Broken Auth" }
{ "snapshot_id": "SNAP-32b351", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Broken Auth", "impact": "Blocked", "payloads": [ "payload_b903" ], "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": 2.99 }
{ "attack_vector": "API Endpoint", "severity": "High", "vulnerability_type": "Broken Auth" }
{ "snapshot_id": "SNAP-849767", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Broken Auth", "impact": "Blocked", "payloads": [ "payload_1ed9" ], "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": 0.85 }
{ "attack_vector": "Third-Party Library", "severity": "Critical", "vulnerability_type": "SQL Injection" }
{ "snapshot_id": "SNAP-f2ec4e", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SQL Injection", "impact": "Blocked", "payloads": [ "payload_b310" ], "steps": [ "target_system.exploit_fd0516" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_9a13ca", "target_system.patch_d8222a", "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_9a13ca -> target_system.exploit_fd0516 -> target_system.patch_d8222a -> target_system.patch_031983 -> target_system.patch_e28172
{ "severity": "Critical", "success": true, "time_to_detect": 1.12 }
{ "attack_vector": "Third-Party Library", "severity": "Critical", "vulnerability_type": "Buffer Overflow" }
{ "snapshot_id": "SNAP-df1133", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Buffer Overflow", "impact": "Blocked", "payloads": [ "payload_9d7a" ], "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": 0.73 }
{ "attack_vector": "Third-Party Library", "severity": "Critical", "vulnerability_type": "SQL Injection" }
{ "snapshot_id": "SNAP-ba5e1b", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SQL Injection", "impact": "Blocked", "payloads": [ "payload_832a" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_e28172", "target_system.patch_28b139", "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_e28172 -> target_system.patch_28b139 -> target_system.patch_d8222a -> target_system.patch_fd0516
{ "severity": "Critical", "success": true, "time_to_detect": 0.62 }
{ "attack_vector": "Internal Network", "severity": "High", "vulnerability_type": "Broken Auth" }
{ "snapshot_id": "SNAP-cfc48c", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Broken Auth", "impact": "Blocked", "payloads": [ "payload_1ee9" ], "steps": [ "target_system.exploit_fd0516", "target_system.exploit_e28172" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "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_fd0516 -> target_system.exploit_e28172 -> target_system.patch_fd0516 -> target_system.patch_e28172
{ "severity": "High", "success": true, "time_to_detect": 2.28 }
{ "attack_vector": "Internal Network", "severity": "Medium", "vulnerability_type": "XSS" }
{ "snapshot_id": "SNAP-94bae8", "vulnerable_component": "api_gateway/v1/auth.py" }
exploit
{ "attack_vector": "XSS", "impact": "Data Exfiltration", "payloads": [ "payload_d532" ], "steps": [ "target_system.exploit_e28172", "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.exploit_e28172 -> target_system.patch_031983 -> target_system.exploit_420cc4 -> target_system.patch_28b139 -> target_system.exploit_420cc4
{ "severity": "Medium", "success": true, "time_to_detect": 3.51 }
{ "attack_vector": "Third-Party Library", "severity": "Medium", "vulnerability_type": "XSS" }
{ "snapshot_id": "SNAP-c5517c", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "XSS", "impact": "Blocked", "payloads": [ "payload_5ea6" ], "steps": [ "target_system.exploit_fd0516" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.scan_99914b", "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.scan_99914b -> target_system.patch_fd0516 -> target_system.patch_420cc4
{ "severity": "Medium", "success": true, "time_to_detect": 3.98 }
{ "attack_vector": "Phishing", "severity": "High", "vulnerability_type": "SSRF" }
{ "snapshot_id": "SNAP-1bd682", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SSRF", "impact": "Blocked", "payloads": [ "payload_f937" ], "steps": [] }
{ "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.patch_420cc4 -> target_system.patch_28b139
{ "severity": "High", "success": true, "time_to_detect": 1.47 }
{ "attack_vector": "Third-Party Library", "severity": "Medium", "vulnerability_type": "Path Traversal" }
{ "snapshot_id": "SNAP-2f4159", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Path Traversal", "impact": "Blocked", "payloads": [ "payload_1a7e" ], "steps": [ "target_system.exploit_d8222a" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "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_fd0516 -> target_system.patch_d8222a
{ "severity": "Medium", "success": true, "time_to_detect": 2.09 }
{ "attack_vector": "Phishing", "severity": "High", "vulnerability_type": "SSRF" }
{ "snapshot_id": "SNAP-e41a4d", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SSRF", "impact": "Blocked", "payloads": [ "payload_d0cd" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_031983", "target_system.patch_e28172", "target_system.patch_420cc4", "target_system.patch_9a13ca", "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_e28172 -> target_system.patch_420cc4 -> target_system.patch_9a13ca -> target_system.patch_d8222a
{ "severity": "High", "success": true, "time_to_detect": 0.75 }
{ "attack_vector": "Internal Network", "severity": "Medium", "vulnerability_type": "Path Traversal" }
{ "snapshot_id": "SNAP-1c8c4f", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Path Traversal", "impact": "Blocked", "payloads": [ "payload_0b73" ], "steps": [ "target_system.exploit_d8222a", "target_system.exploit_d8222a", "target_system.exploit_d8222a" ] }
{ "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_d8222a -> target_system.exploit_d8222a -> target_system.exploit_d8222a -> target_system.patch_fd0516
{ "severity": "Medium", "success": true, "time_to_detect": 1.26 }
{ "attack_vector": "Third-Party Library", "severity": "Critical", "vulnerability_type": "Insecure Deserialization" }
{ "snapshot_id": "SNAP-572fdf", "vulnerable_component": "api_gateway/v1/auth.py" }
exploit
{ "attack_vector": "Insecure Deserialization", "impact": "Data Exfiltration", "payloads": [ "payload_0707" ], "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_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_420cc4 -> target_system.patch_420cc4 -> target_system.patch_420cc4 -> target_system.exploit_031983
{ "severity": "Critical", "success": true, "time_to_detect": 4.37 }
{ "attack_vector": "Internal Network", "severity": "Critical", "vulnerability_type": "SQL Injection" }
{ "snapshot_id": "SNAP-d9bc05", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SQL Injection", "impact": "Blocked", "payloads": [ "payload_59db" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_28b139", "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_28b139 -> target_system.patch_031983
{ "severity": "Critical", "success": true, "time_to_detect": 0.88 }
{ "attack_vector": "Third-Party Library", "severity": "Medium", "vulnerability_type": "XSS" }
{ "snapshot_id": "SNAP-17ff47", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "XSS", "impact": "Blocked", "payloads": [ "payload_086c" ], "steps": [ "target_system.exploit_420cc4" ] }
{ "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_420cc4 -> target_system.patch_420cc4
{ "severity": "Medium", "success": true, "time_to_detect": 3.25 }
{ "attack_vector": "Third-Party Library", "severity": "High", "vulnerability_type": "Broken Auth" }
{ "snapshot_id": "SNAP-c41e86", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Broken Auth", "impact": "Blocked", "payloads": [ "payload_1e10" ], "steps": [ "target_system.exploit_e28172" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "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_e28172 -> target_system.patch_fd0516 -> target_system.patch_e28172
{ "severity": "High", "success": true, "time_to_detect": 3.55 }
{ "attack_vector": "Phishing", "severity": "Critical", "vulnerability_type": "Insecure Deserialization" }
{ "snapshot_id": "SNAP-987e01", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Insecure Deserialization", "impact": "Blocked", "payloads": [ "payload_2989" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.scan_99914b", "target_system.patch_e28172", "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.scan_99914b -> target_system.patch_e28172 -> target_system.patch_fd0516 -> target_system.patch_031983
{ "severity": "Critical", "success": true, "time_to_detect": 0.61 }
{ "attack_vector": "Internal Network", "severity": "High", "vulnerability_type": "SSRF" }
{ "snapshot_id": "SNAP-c7f5fa", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SSRF", "impact": "Blocked", "payloads": [ "payload_7179" ], "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": 3.58 }
{ "attack_vector": "Web Request", "severity": "Critical", "vulnerability_type": "SQL Injection" }
{ "snapshot_id": "SNAP-8603ef", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SQL Injection", "impact": "Blocked", "payloads": [ "payload_b4e4" ], "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": "API Endpoint", "severity": "Critical", "vulnerability_type": "Insecure Deserialization" }
{ "snapshot_id": "SNAP-1570b2", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Insecure Deserialization", "impact": "Blocked", "payloads": [ "payload_0b26" ], "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_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_9a13ca -> target_system.exploit_031983 -> target_system.exploit_031983 -> target_system.patch_28b139
{ "severity": "Critical", "success": true, "time_to_detect": 4.34 }
{ "attack_vector": "Internal Network", "severity": "Medium", "vulnerability_type": "Path Traversal" }
{ "snapshot_id": "SNAP-07a8b4", "vulnerable_component": "api_gateway/v1/auth.py" }
exploit
{ "attack_vector": "Path Traversal", "impact": "Data Exfiltration", "payloads": [ "payload_56ea" ], "steps": [ "target_system.exploit_28b139", "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_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_28b139 -> target_system.patch_e28172 -> target_system.patch_fd0516 -> target_system.patch_031983 -> target_system.exploit_d8222a
{ "severity": "Medium", "success": true, "time_to_detect": 3.32 }
{ "attack_vector": "Third-Party Library", "severity": "Medium", "vulnerability_type": "XSS" }
{ "snapshot_id": "SNAP-204f22", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "XSS", "impact": "Blocked", "payloads": [ "payload_0b95" ], "steps": [ "target_system.exploit_420cc4" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "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_28b139 -> target_system.exploit_420cc4 -> target_system.patch_420cc4
{ "severity": "Medium", "success": true, "time_to_detect": 3.38 }
{ "attack_vector": "Phishing", "severity": "Critical", "vulnerability_type": "Insecure Deserialization" }
{ "snapshot_id": "SNAP-09806b", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Insecure Deserialization", "impact": "Blocked", "payloads": [ "payload_13fb" ], "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": 1.17 }
{ "attack_vector": "Internal Network", "severity": "Critical", "vulnerability_type": "Buffer Overflow" }
{ "snapshot_id": "SNAP-508120", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Buffer Overflow", "impact": "Blocked", "payloads": [ "payload_6eff" ], "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": 4.06 }
{ "attack_vector": "Phishing", "severity": "Critical", "vulnerability_type": "SQL Injection" }
{ "snapshot_id": "SNAP-bbb5b4", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SQL Injection", "impact": "Blocked", "payloads": [ "payload_30a0" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_031983", "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_d8222a -> target_system.patch_fd0516
{ "severity": "Critical", "success": true, "time_to_detect": 4.4 }
{ "attack_vector": "Internal Network", "severity": "Medium", "vulnerability_type": "Path Traversal" }
{ "snapshot_id": "SNAP-724b42", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Path Traversal", "impact": "Blocked", "payloads": [ "payload_7d0f" ], "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": 1.19 }
{ "attack_vector": "Phishing", "severity": "High", "vulnerability_type": "Broken Auth" }
{ "snapshot_id": "SNAP-50fe01", "vulnerable_component": "api_gateway/v1/auth.py" }
exploit
{ "attack_vector": "Broken Auth", "impact": "Data Exfiltration", "payloads": [ "payload_a61c" ], "steps": [ "target_system.exploit_e28172" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_031983", "target_system.patch_031983", "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_031983 -> target_system.patch_031983 -> target_system.patch_d8222a -> target_system.patch_d8222a -> target_system.exploit_e28172
{ "severity": "High", "success": true, "time_to_detect": 0.17 }
{ "attack_vector": "Internal Network", "severity": "High", "vulnerability_type": "SSRF" }
{ "snapshot_id": "SNAP-a463f0", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SSRF", "impact": "Blocked", "payloads": [ "payload_7707" ], "steps": [ "target_system.exploit_031983" ] }
{ "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_031983 -> target_system.patch_e28172 -> target_system.patch_28b139
{ "severity": "High", "success": true, "time_to_detect": 3.48 }
{ "attack_vector": "Third-Party Library", "severity": "Critical", "vulnerability_type": "Buffer Overflow" }
{ "snapshot_id": "SNAP-264c2d", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Buffer Overflow", "impact": "Blocked", "payloads": [ "payload_b80f" ], "steps": [] }
{ "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.patch_9a13ca
{ "severity": "Critical", "success": true, "time_to_detect": 2.44 }
{ "attack_vector": "Third-Party Library", "severity": "Medium", "vulnerability_type": "XSS" }
{ "snapshot_id": "SNAP-669ffb", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "XSS", "impact": "Blocked", "payloads": [ "payload_8db1" ], "steps": [ "target_system.exploit_420cc4" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "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_9a13ca -> target_system.exploit_420cc4 -> target_system.patch_031983 -> target_system.patch_031983
{ "severity": "Medium", "success": true, "time_to_detect": 1.79 }
{ "attack_vector": "API Endpoint", "severity": "High", "vulnerability_type": "Broken Auth" }
{ "snapshot_id": "SNAP-f2b4d0", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Broken Auth", "impact": "Blocked", "payloads": [ "payload_a2f1" ], "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": 0.75 }
{ "attack_vector": "API Endpoint", "severity": "Medium", "vulnerability_type": "Path Traversal" }
{ "snapshot_id": "SNAP-d487be", "vulnerable_component": "api_gateway/v1/auth.py" }
exploit
{ "attack_vector": "Path Traversal", "impact": "Data Exfiltration", "payloads": [ "payload_d1e8" ], "steps": [ "target_system.exploit_d8222a" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_28b139", "target_system.patch_fd0516", "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_28b139 -> target_system.patch_fd0516 -> target_system.patch_fd0516 -> target_system.patch_28b139 -> target_system.exploit_d8222a
{ "severity": "Medium", "success": true, "time_to_detect": 1.62 }
{ "attack_vector": "Phishing", "severity": "Medium", "vulnerability_type": "Path Traversal" }
{ "snapshot_id": "SNAP-269a89", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Path Traversal", "impact": "Blocked", "payloads": [ "payload_98c0" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_420cc4", "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_420cc4 -> target_system.patch_28b139 -> target_system.patch_d8222a
{ "severity": "Medium", "success": true, "time_to_detect": 1.45 }
{ "attack_vector": "Web Request", "severity": "Medium", "vulnerability_type": "XSS" }
{ "snapshot_id": "SNAP-83d980", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "XSS", "impact": "Blocked", "payloads": [ "payload_c9c0" ], "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_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_031983 -> target_system.patch_28b139
{ "severity": "Medium", "success": true, "time_to_detect": 2.44 }
{ "attack_vector": "Internal Network", "severity": "Critical", "vulnerability_type": "Buffer Overflow" }
{ "snapshot_id": "SNAP-9875f7", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Buffer Overflow", "impact": "Blocked", "payloads": [ "payload_905d" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_031983", "target_system.patch_031983", "target_system.patch_e28172", "target_system.patch_420cc4", "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_031983 -> target_system.patch_031983 -> target_system.patch_e28172 -> target_system.patch_420cc4 -> target_system.patch_420cc4
{ "severity": "Critical", "success": true, "time_to_detect": 1.88 }
{ "attack_vector": "Third-Party Library", "severity": "Medium", "vulnerability_type": "Path Traversal" }
{ "snapshot_id": "SNAP-4c312f", "vulnerable_component": "api_gateway/v1/auth.py" }
exploit
{ "attack_vector": "Path Traversal", "impact": "Data Exfiltration", "payloads": [ "payload_d492" ], "steps": [ "target_system.exploit_d8222a" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_fd0516", "target_system.patch_fd0516", "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_fd0516 -> target_system.patch_fd0516 -> target_system.patch_28b139 -> target_system.patch_031983 -> target_system.exploit_d8222a
{ "severity": "Medium", "success": true, "time_to_detect": 1.88 }
{ "attack_vector": "Internal Network", "severity": "Critical", "vulnerability_type": "Insecure Deserialization" }
{ "snapshot_id": "SNAP-2aed80", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Insecure Deserialization", "impact": "Blocked", "payloads": [ "payload_50f9" ], "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": 4.46 }
{ "attack_vector": "API Endpoint", "severity": "Critical", "vulnerability_type": "Buffer Overflow" }
{ "snapshot_id": "SNAP-e923ac", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Buffer Overflow", "impact": "Blocked", "payloads": [ "payload_6477" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_28b139", "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_28b139 -> target_system.patch_fd0516 -> target_system.patch_9a13ca
{ "severity": "Critical", "success": true, "time_to_detect": 1.6 }
{ "attack_vector": "Phishing", "severity": "Critical", "vulnerability_type": "Insecure Deserialization" }
{ "snapshot_id": "SNAP-689192", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Insecure Deserialization", "impact": "Blocked", "payloads": [ "payload_fef9" ], "steps": [ "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_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_e28172 -> target_system.patch_fd0516 -> target_system.patch_420cc4 -> target_system.patch_fd0516
{ "severity": "Critical", "success": true, "time_to_detect": 1.34 }
{ "attack_vector": "API Endpoint", "severity": "Medium", "vulnerability_type": "Path Traversal" }
{ "snapshot_id": "SNAP-b0a4d9", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Path Traversal", "impact": "Blocked", "payloads": [ "payload_89c5" ], "steps": [ "target_system.exploit_d8222a", "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_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_d8222a -> target_system.exploit_d8222a -> target_system.exploit_d8222a -> target_system.patch_28b139
{ "severity": "Medium", "success": true, "time_to_detect": 0.94 }
{ "attack_vector": "Internal Network", "severity": "Critical", "vulnerability_type": "Insecure Deserialization" }
{ "snapshot_id": "SNAP-d2ffea", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Insecure Deserialization", "impact": "Blocked", "payloads": [ "payload_2618" ], "steps": [ "target_system.exploit_d8222a" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_fd0516", "target_system.patch_e28172", "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.exploit_d8222a -> target_system.patch_fd0516 -> target_system.patch_e28172 -> target_system.patch_9a13ca -> target_system.patch_9a13ca
{ "severity": "Critical", "success": true, "time_to_detect": 3.73 }
{ "attack_vector": "API Endpoint", "severity": "Medium", "vulnerability_type": "XSS" }
{ "snapshot_id": "SNAP-4dd050", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "XSS", "impact": "Blocked", "payloads": [ "payload_c897" ], "steps": [ "target_system.exploit_420cc4" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "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_420cc4 -> target_system.patch_9a13ca -> target_system.patch_420cc4
{ "severity": "Medium", "success": true, "time_to_detect": 1.28 }
{ "attack_vector": "Third-Party Library", "severity": "Medium", "vulnerability_type": "Path Traversal" }
{ "snapshot_id": "SNAP-e5d50f", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Path Traversal", "impact": "Blocked", "payloads": [ "payload_d059" ], "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": 1.17 }
{ "attack_vector": "Internal Network", "severity": "Critical", "vulnerability_type": "SQL Injection" }
{ "snapshot_id": "SNAP-00398f", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SQL Injection", "impact": "Blocked", "payloads": [ "payload_68b2" ], "steps": [ "target_system.exploit_fd0516" ] }
{ "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.exploit_fd0516 -> target_system.patch_28b139 -> target_system.patch_9a13ca
{ "severity": "Critical", "success": true, "time_to_detect": 1.93 }
{ "attack_vector": "API Endpoint", "severity": "High", "vulnerability_type": "Broken Auth" }
{ "snapshot_id": "SNAP-f6b4bd", "vulnerable_component": "api_gateway/v1/auth.py" }
exploit
{ "attack_vector": "Broken Auth", "impact": "Data Exfiltration", "payloads": [ "payload_1f64" ], "steps": [ "target_system.exploit_e28172", "target_system.exploit_e28172" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_031983", "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_031983 -> target_system.patch_d8222a -> target_system.exploit_e28172 -> target_system.patch_28b139 -> target_system.exploit_e28172
{ "severity": "High", "success": true, "time_to_detect": 0.98 }
{ "attack_vector": "Third-Party Library", "severity": "Critical", "vulnerability_type": "Buffer Overflow" }
{ "snapshot_id": "SNAP-f58fa7", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Buffer Overflow", "impact": "Blocked", "payloads": [ "payload_2a19" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_d8222a", "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.patch_d8222a -> target_system.patch_031983 -> target_system.patch_9a13ca
{ "severity": "Critical", "success": true, "time_to_detect": 3.18 }
{ "attack_vector": "Third-Party Library", "severity": "Critical", "vulnerability_type": "SQL Injection" }
{ "snapshot_id": "SNAP-55266b", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SQL Injection", "impact": "Blocked", "payloads": [ "payload_2f11" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_031983", "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_031983 -> target_system.patch_420cc4 -> target_system.patch_fd0516
{ "severity": "Critical", "success": true, "time_to_detect": 3.5 }
{ "attack_vector": "Web Request", "severity": "Critical", "vulnerability_type": "Buffer Overflow" }
{ "snapshot_id": "SNAP-cd8a5e", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Buffer Overflow", "impact": "Blocked", "payloads": [ "payload_aff6" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "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.patch_420cc4 -> target_system.patch_420cc4 -> target_system.patch_9a13ca
{ "severity": "Critical", "success": true, "time_to_detect": 2.5 }
{ "attack_vector": "API Endpoint", "severity": "High", "vulnerability_type": "Broken Auth" }
{ "snapshot_id": "SNAP-aaa64d", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Broken Auth", "impact": "Blocked", "payloads": [ "payload_0fc7" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "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_28b139 -> target_system.patch_e28172
{ "severity": "High", "success": true, "time_to_detect": 2.63 }
{ "attack_vector": "Phishing", "severity": "Critical", "vulnerability_type": "Insecure Deserialization" }
{ "snapshot_id": "SNAP-707ae5", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Insecure Deserialization", "impact": "Blocked", "payloads": [ "payload_86a8" ], "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_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_fd0516 -> target_system.patch_d8222a -> target_system.patch_420cc4 -> target_system.patch_031983
{ "severity": "Critical", "success": true, "time_to_detect": 2.74 }
{ "attack_vector": "Third-Party Library", "severity": "High", "vulnerability_type": "Broken Auth" }
{ "snapshot_id": "SNAP-1c3e63", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Broken Auth", "impact": "Blocked", "payloads": [ "payload_18ab" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_420cc4", "target_system.patch_9a13ca", "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_420cc4 -> target_system.patch_9a13ca -> target_system.patch_fd0516 -> target_system.patch_e28172
{ "severity": "High", "success": true, "time_to_detect": 1.44 }
{ "attack_vector": "Phishing", "severity": "Medium", "vulnerability_type": "Path Traversal" }
{ "snapshot_id": "SNAP-abb1d4", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Path Traversal", "impact": "Blocked", "payloads": [ "payload_c188" ], "steps": [ "target_system.exploit_9a13ca" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "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_9a13ca -> target_system.patch_28b139 -> target_system.patch_d8222a
{ "severity": "Medium", "success": true, "time_to_detect": 2.12 }
{ "attack_vector": "Third-Party Library", "severity": "High", "vulnerability_type": "SSRF" }
{ "snapshot_id": "SNAP-f3b43c", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SSRF", "impact": "Blocked", "payloads": [ "payload_a856" ], "steps": [ "target_system.exploit_fd0516" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_9a13ca", "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.exploit_fd0516 -> target_system.patch_9a13ca -> target_system.patch_e28172 -> target_system.patch_d8222a -> target_system.patch_d8222a
{ "severity": "High", "success": true, "time_to_detect": 4.2 }
{ "attack_vector": "Third-Party Library", "severity": "Critical", "vulnerability_type": "Insecure Deserialization" }
{ "snapshot_id": "SNAP-faedc9", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Insecure Deserialization", "impact": "Blocked", "payloads": [ "payload_19ed" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "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_fd0516 -> target_system.patch_031983
{ "severity": "Critical", "success": true, "time_to_detect": 4.67 }
{ "attack_vector": "Internal Network", "severity": "Medium", "vulnerability_type": "Path Traversal" }
{ "snapshot_id": "SNAP-8f3bdd", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Path Traversal", "impact": "Blocked", "payloads": [ "payload_a1af" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "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_9a13ca -> target_system.patch_d8222a
{ "severity": "Medium", "success": true, "time_to_detect": 4.85 }
{ "attack_vector": "Phishing", "severity": "Medium", "vulnerability_type": "Path Traversal" }
{ "snapshot_id": "SNAP-50ca91", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Path Traversal", "impact": "Blocked", "payloads": [ "payload_c438" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "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_d8222a
{ "severity": "Medium", "success": true, "time_to_detect": 4.93 }
{ "attack_vector": "Third-Party Library", "severity": "Medium", "vulnerability_type": "XSS" }
{ "snapshot_id": "SNAP-2b925a", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "XSS", "impact": "Blocked", "payloads": [ "payload_75d1" ], "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_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_031983 -> target_system.patch_fd0516 -> target_system.patch_420cc4
{ "severity": "Medium", "success": true, "time_to_detect": 0.18 }
{ "attack_vector": "API Endpoint", "severity": "High", "vulnerability_type": "Broken Auth" }
{ "snapshot_id": "SNAP-7ec740", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Broken Auth", "impact": "Blocked", "payloads": [ "payload_349c" ], "steps": [ "target_system.exploit_e28172" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_28b139", "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_e28172 -> target_system.patch_28b139 -> target_system.patch_420cc4 -> target_system.patch_e28172
{ "severity": "High", "success": true, "time_to_detect": 0.97 }
{ "attack_vector": "API Endpoint", "severity": "Medium", "vulnerability_type": "Path Traversal" }
{ "snapshot_id": "SNAP-0b5f17", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Path Traversal", "impact": "Blocked", "payloads": [ "payload_e273" ], "steps": [ "target_system.exploit_031983" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_fd0516", "target_system.scan_99914b", "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_fd0516 -> target_system.scan_99914b -> target_system.patch_d8222a
{ "severity": "Medium", "success": true, "time_to_detect": 3.49 }
{ "attack_vector": "Internal Network", "severity": "High", "vulnerability_type": "SSRF" }
{ "snapshot_id": "SNAP-2c35fd", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "SSRF", "impact": "Blocked", "payloads": [ "payload_2e43" ], "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": 2.53 }
{ "attack_vector": "Web Request", "severity": "Critical", "vulnerability_type": "Insecure Deserialization" }
{ "snapshot_id": "SNAP-02ae96", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Insecure Deserialization", "impact": "Blocked", "payloads": [ "payload_aba8" ], "steps": [ "target_system.exploit_031983" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_e28172", "target_system.patch_d8222a", "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_e28172 -> target_system.patch_d8222a -> target_system.exploit_031983 -> target_system.patch_9a13ca -> target_system.patch_9a13ca
{ "severity": "Critical", "success": true, "time_to_detect": 3.96 }
{ "attack_vector": "API Endpoint", "severity": "Medium", "vulnerability_type": "XSS" }
{ "snapshot_id": "SNAP-dfb0ec", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "XSS", "impact": "Blocked", "payloads": [ "payload_7420" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_e28172", "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_e28172 -> target_system.patch_031983 -> target_system.patch_420cc4
{ "severity": "Medium", "success": true, "time_to_detect": 3.55 }
{ "attack_vector": "Phishing", "severity": "Critical", "vulnerability_type": "Insecure Deserialization" }
{ "snapshot_id": "SNAP-b67fbb", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Insecure Deserialization", "impact": "Blocked", "payloads": [ "payload_2326" ], "steps": [ "target_system.exploit_031983" ] }
{ "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.exploit_031983 -> target_system.patch_031983
{ "severity": "Critical", "success": true, "time_to_detect": 3.5 }
{ "attack_vector": "API Endpoint", "severity": "Medium", "vulnerability_type": "XSS" }
{ "snapshot_id": "SNAP-0a0b36", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "XSS", "impact": "Blocked", "payloads": [ "payload_a866" ], "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": 2.78 }
{ "attack_vector": "Web Request", "severity": "Critical", "vulnerability_type": "Buffer Overflow" }
{ "snapshot_id": "SNAP-9eed06", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Buffer Overflow", "impact": "Blocked", "payloads": [ "payload_d40b" ], "steps": [ "target_system.exploit_9a13ca" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_d8222a", "target_system.patch_420cc4", "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_d8222a -> target_system.patch_420cc4 -> target_system.exploit_9a13ca -> target_system.patch_420cc4 -> target_system.patch_e28172
{ "severity": "Critical", "success": true, "time_to_detect": 3.71 }
{ "attack_vector": "Third-Party Library", "severity": "High", "vulnerability_type": "Broken Auth" }
{ "snapshot_id": "SNAP-56da19", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Broken Auth", "impact": "Blocked", "payloads": [ "payload_16aa" ], "steps": [ "target_system.exploit_d8222a" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_d8222a", "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_d8222a -> target_system.patch_d8222a -> target_system.patch_fd0516 -> target_system.patch_420cc4
{ "severity": "High", "success": true, "time_to_detect": 2.48 }
{ "attack_vector": "API Endpoint", "severity": "Critical", "vulnerability_type": "Insecure Deserialization" }
{ "snapshot_id": "SNAP-ead106", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Insecure Deserialization", "impact": "Blocked", "payloads": [ "payload_4403" ], "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": 4.74 }
{ "attack_vector": "Internal Network", "severity": "Medium", "vulnerability_type": "XSS" }
{ "snapshot_id": "SNAP-180844", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "XSS", "impact": "Blocked", "payloads": [ "payload_b42b" ], "steps": [ "target_system.exploit_e28172", "target_system.exploit_420cc4" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_e28172", "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_e28172 -> target_system.patch_e28172 -> target_system.patch_28b139 -> target_system.exploit_420cc4 -> target_system.patch_d8222a
{ "severity": "Medium", "success": true, "time_to_detect": 4.95 }
{ "attack_vector": "Third-Party Library", "severity": "Critical", "vulnerability_type": "Insecure Deserialization" }
{ "snapshot_id": "SNAP-faf954", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Insecure Deserialization", "impact": "Blocked", "payloads": [ "payload_2af2" ], "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": "Critical", "success": true, "time_to_detect": 1.52 }
{ "attack_vector": "Web Request", "severity": "Critical", "vulnerability_type": "Insecure Deserialization" }
{ "snapshot_id": "SNAP-968156", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Insecure Deserialization", "impact": "Blocked", "payloads": [ "payload_0fbb" ], "steps": [ "target_system.exploit_d8222a" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_d8222a", "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_d8222a -> target_system.patch_d8222a -> target_system.patch_9a13ca -> target_system.patch_031983
{ "severity": "Critical", "success": true, "time_to_detect": 1.67 }
{ "attack_vector": "Internal Network", "severity": "High", "vulnerability_type": "Broken Auth" }
{ "snapshot_id": "SNAP-ad1beb", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Broken Auth", "impact": "Blocked", "payloads": [ "payload_2ed8" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_420cc4", "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_420cc4 -> target_system.patch_9a13ca -> target_system.patch_e28172
{ "severity": "High", "success": true, "time_to_detect": 0.31 }
{ "attack_vector": "API Endpoint", "severity": "Medium", "vulnerability_type": "XSS" }
{ "snapshot_id": "SNAP-3cf86a", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "XSS", "impact": "Blocked", "payloads": [ "payload_f69e" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_031983", "target_system.patch_9a13ca", "target_system.patch_9a13ca", "target_system.patch_9a13ca", "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_031983 -> target_system.patch_9a13ca -> target_system.patch_9a13ca -> target_system.patch_9a13ca -> target_system.patch_e28172
{ "severity": "Medium", "success": true, "time_to_detect": 0.16 }
{ "attack_vector": "Internal Network", "severity": "Critical", "vulnerability_type": "Buffer Overflow" }
{ "snapshot_id": "SNAP-de0066", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Buffer Overflow", "impact": "Blocked", "payloads": [ "payload_2aee" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_28b139", "target_system.patch_fd0516", "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.patch_fd0516 -> target_system.patch_28b139 -> target_system.patch_9a13ca
{ "severity": "Critical", "success": true, "time_to_detect": 0.96 }
{ "attack_vector": "Phishing", "severity": "Critical", "vulnerability_type": "Buffer Overflow" }
{ "snapshot_id": "SNAP-948f20", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Buffer Overflow", "impact": "Blocked", "payloads": [ "payload_7081" ], "steps": [ "target_system.exploit_28b139" ] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_fd0516", "target_system.patch_28b139", "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_28b139 -> target_system.patch_fd0516 -> target_system.patch_28b139 -> target_system.patch_d8222a -> target_system.patch_9a13ca
{ "severity": "Critical", "success": true, "time_to_detect": 3.26 }
{ "attack_vector": "Internal Network", "severity": "Critical", "vulnerability_type": "Buffer Overflow" }
{ "snapshot_id": "SNAP-21dc97", "vulnerable_component": "api_gateway/v1/auth.py" }
defend
{ "attack_vector": "Buffer Overflow", "impact": "Blocked", "payloads": [ "payload_9961" ], "steps": [] }
{ "detection_method": "WAF Signature Match", "mitigation": "Code Patching", "response_steps": [ "target_system.patch_fd0516", "target_system.patch_031983", "target_system.patch_e28172", "target_system.patch_fd0516", "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_fd0516 -> target_system.patch_031983 -> target_system.patch_e28172 -> target_system.patch_fd0516 -> target_system.patch_9a13ca
{ "severity": "Critical", "success": true, "time_to_detect": 1.84 }
{ "attack_vector": "Internal Network", "severity": "High", "vulnerability_type": "Broken Auth" }
{ "snapshot_id": "SNAP-0e6e08", "vulnerable_component": "api_gateway/v1/auth.py" }
exploit
{ "attack_vector": "Broken Auth", "impact": "Data Exfiltration", "payloads": [ "payload_13ac" ], "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_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_fd0516 -> target_system.patch_9a13ca -> target_system.exploit_e28172 -> target_system.patch_031983 -> target_system.exploit_e28172
{ "severity": "High", "success": true, "time_to_detect": 4.14 }