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            "e": [
              "AppDomain"
            ],
            "i": "objectives/anti-static/obfuscation/reflection/invoke::appdomain-class-token",
            "l": 1
          },
          {
            "c": 1.0,
            "d": "DEP / NX enabled (NX_COMPAT)",
            "e": [
              "true"
            ],
            "i": "metadata/hardening/mitigation::pe-dep",
            "l": 2
          },
          {
            "a": "T1070.006",
            "c": 0.699999988079071,
            "d": "PE header compile timestamp predates 2025",
            "e": [
              "pe.timestamp = 1528736851.00"
            ],
            "i": "objectives/evasion/indicator-removal/timestamps::header-timestamp-pre-2025",
            "l": 1
          },
          {
            "c": 1.0,
            "d": "Binary has low average complexity",
            "e": [
              "binary.avg_complexity = 0.00"
            ],
            "i": "metadata/binary/metrics/threshold::avg-complexity-15-max",
            "l": 2
          },
          {
            "a": "T1027",
            "c": 0.8399999737739563,
            "d": "VB6 PE with three sections",
            "e": [
              "binary.section_count = 3.00"
            ],
            "i": "objectives/anti-static/obfuscation/payload/string-sparse::three-section-vb6-layout",
            "l": 1,
            "m": "B0032"
          },
          {
            "c": 0.949999988079071,
            "d": "PE FileDescription field is populated",
            "e": [
              "approximation"
            ],
            "i": "metadata/package/versioning::pe-file-description-present",
            "l": 1
          },
          {
            "c": 1.0,
            "d": "PE binary has trailing overlay data",
            "e": [
              "binary.has_overlay = 1.00"
            ],
            "i": "metadata/binary/layout::has-overlay",
            "l": 3
          },
          {
            "c": 0.8999999761581421,
            "d": "PE mapped image under 768 KiB",
            "e": [
              "pe.size_of_image = 122880.00"
            ],
            "i": "metadata/binary/layout::image-under-768kb",
            "l": 1
          },
          {
            "c": 0.8999999761581421,
            "d": "SOCKS5 client greeting bytes",
            "e": [
              "05 01 00"
            ],
            "i": "micro-behaviors/communications/proxy/socks::socks5-version-greeting-bytes",
            "l": 1
          },
          {
            "d": "Few detected functions (stub-like or analysis-limited)",
            "e": [
              "binary.func_count = 0.00"
            ],
            "i": "metadata/binary/metrics/structural::no-functions",
            "l": 2
          },
          {
            "c": 1.0,
            "d": "ASLR enabled (DYNAMIC_BASE)",
            "e": [
              "true"
            ],
            "i": "metadata/hardening/mitigation::pe-aslr",
            "l": 2
          },
          {
            "c": 0.949999988079071,
            "d": "PE version info numeric fields present",
            "e": [
              "1.28.14.52"
            ],
            "i": "metadata/binary/anomaly/format::version-info-file-version-present",
            "l": 1
          },
          {
            "c": 0.699999988079071,
            "d": "PE imports from one DLL",
            "e": [
              "pe.import_dll_count = 1.00"
            ],
            "i": "metadata/binary/symbols/imports::pe-single-import-dll",
            "l": 1
          },
          {
            "a": "T1027.009",
            "c": 0.8600000143051147,
            "d": ".NET ResourceReader payload access",
            "e": [
              "lSystem.Resources.ResourceReader, mscorlib, Version=2.0.…"
            ],
            "i": "micro-behaviors/data/embedded/payload/resource::dotnet-resource-reader",
            "l": 1
          },
          {
            "a": "T1055.012",
            "c": 1.0,
            "d": "Lacks substantial resources",
            "e": [
              "binary.rsrc_to_file_ratio = 0.01"
            ],
            "i": "objectives/evasion/process/injection/hollowing::lacks-substantial-resources",
            "l": 1,
            "m": "E1055.012"
          },
          {
            "c": 1.0,
            "d": "Binary has 4 or fewer sections",
            "e": [
              "binary.section_count = 3.00"
            ],
            "i": "objectives/command-and-control/infrastructure/config::max-sections-4",
            "l": 1
          },
          {
            "c": 0.699999988079071,
            "d": "PE ProductName metadata field",
            "e": [
              "ProductName"
            ],
            "i": "metadata/package/versioning::pe-productname-field",
            "l": 2
          },
          {
            "c": 1.0,
            "d": "File is a compiled binary",
            "e": [
              "33a995a9fb0790de7a522da691ab296e6d0e845b8228cb1fde3acddfff4e0584.exe"
            ],
            "i": "metadata/binary/framework::is-binary",
            "l": 1
          },
          {
            "c": 0.949999988079071,
            "d": "PE ProductName field is populated",
            "e": [
              "frozen"
            ],
            "i": "metadata/package/versioning::pe-product-name-present",
            "l": 1
          },
          {
            "a": "T1055.012",
            "c": 1.0,
            "d": "Lacks substantial data section",
            "e": [
              "binary.data_to_file_ratio = 0.00"
            ],
            "i": "objectives/evasion/process/injection/hollowing::lacks-substantial-data",
            "l": 1,
            "m": "E1055.012"
          },
          {
            "c": 0.8999999761581421,
            "d": "PNG image magic in text section",
            "e": [
              "89 50 4E 47 0D 0A 1A 0A"
            ],
            "i": "metadata/binary/resource::png-magic-in-text",
            "l": 1
          },
          {
            "c": 0.9200000166893005,
            "d": "PE FileVersion resembles IPv4",
            "e": [
              "1.28.14.52"
            ],
            "i": "metadata/package/versioning::pe-file-version-ipv4-shape",
            "l": 1
          },
          {
            "a": "T1485",
            "c": 0.8999999761581421,
            "d": "Preserves .exe .gho .bak files",
            "e": [
              ".exe"
            ],
            "i": "objectives/impact/destroy/file-deletion::exe-gho-bak-whitelist",
            "l": 1,
            "m": "C0047"
          },
          {
            "c": 0.9200000166893005,
            "d": "PE ProductVersion resembles IPv4",
            "e": [
              "1.28.14.52"
            ],
            "i": "metadata/package/versioning::pe-product-version-ipv4-shape",
            "l": 1
          },
          {
            "c": 0.699999988079071,
            "d": "PE has few sections",
            "e": [
              "binary.section_count = 3.00"
            ],
            "i": "metadata/binary/layout::legacy-few-sections",
            "l": 2
          },
          {
            "a": "T1105",
            "c": 0.8999999761581421,
            "d": "Dominant high entropy overlay",
            "e": [
              "binary.overlay_entropy = 7.96"
            ],
            "i": "objectives/command-and-control/dropper/execution/installer::dominant-overlay-high-entropy",
            "l": 1,
            "m": "B0022"
          },
          {
            "c": 1.0,
            "d": "Binary has low average string entropy",
            "e": [
              "binary.avg_string_entropy = 3.03"
            ],
            "i": "metadata/binary/metrics/threshold::avg-string-entropy-4-max",
            "l": 2
          },
          {
            "c": 0.6200000047683716,
            "d": "Assembly Load method token",
            "e": [
              "Load"
            ],
            "i": "objectives/anti-static/obfuscation/reflection/invoke::dotnet-assembly-load-token",
            "l": 1
          },
          {
            "c": 0.8500000238418579,
            "d": "PE checksum field not set",
            "e": [
              "pe.has_checksum = 0.00"
            ],
            "i": "metadata/binary/layout::pe-checksum-absent",
            "l": 1
          },
          {
            "a": "T1622",
            "c": 0.949999988079071,
            "d": "Minimal PE import DLL count (\u003c= 3)",
            "e": [
              "pe.import_dll_count = 1.00"
            ],
            "i": "objectives/anti-analysis/debugger-detect/stub::minimal-import-dll-count",
            "l": 1
          },
          {
            "c": 0.8999999761581421,
            "d": "mscorlib reference",
            "e": [
              "lSystem.Resources.ResourceReader, mscorlib, Version=2.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934e089#System.Resources.R",
              "mscorlib",
              "System.Security.Permissions.SecurityPermissionAttribute, mscorlib, Version=2.0.0.0, Culture=neutral, PublicKeyToken=b77a5c561934"
            ],
            "i": "metadata/lang/compiler/managed::mscorlib",
            "l": 2
          },
          {
            "c": 0.699999988079071,
            "d": "PE has many readable strings",
            "e": [
              "binary.string_count = 656.00"
            ],
            "i": "metadata/binary/layout::many-readable-strings",
            "l": 2
          },
          {
            "c": 0.800000011920929,
            "d": "Small PE resource section",
            "e": [
              "pe.rsrc_size = 1024.00"
            ],
            "i": "metadata/package/versioning::pe-small-rsrc",
            "l": 1
          },
          {
            "a": "T1027",
            "c": 0.800000011920929,
            "d": "Very few functions for code section size",
            "e": [
              "binary.func_count = 0.00"
            ],
            "i": "objectives/anti-static/obfuscation/string/anomaly::low-function-large-code",
            "l": 1,
            "m": "B0032"
          },
          {
            "a": "T1140",
            "c": 0.8399999737739563,
            "d": "CreateInstance activation token",
            "e": [
              "CreateInstance"
            ],
            "i": "objectives/command-and-control/dropper/staging/embedded::createinstance-token",
            "l": 1,
            "m": "B0030"
          },
          {
            "c": 0.800000011920929,
            "d": "Regex component marker",
            "e": [
              "String",
              "Substring",
              "StringFileInfo"
            ],
            "i": "micro-behaviors/communications/http/client/managed::webclient--rx-7",
            "l": 1
          },
          {
            "c": 0.8999999761581421,
            "d": "PE .reloc section presence",
            "e": [
              ".reloc"
            ],
            "i": "metadata/binary/section/names::reloc-section-presence",
            "l": 2
          },
          {
            "a": "T1027",
            "c": 0.9900000095367432,
            "d": "PE version resource text",
            "e": [
              "VS_VERSION_INFO"
            ],
            "i": "objectives/anti-static/obfuscation/payload/section::anydesk-version-info",
            "l": 1,
            "m": "B0032"
          },
          {
            "c": 0.800000011920929,
            "d": "Windows Forms UI framework",
            "e": [
              "System.Windows.Forms"
            ],
            "i": "metadata/lang/compiler/managed::winforms-ui",
            "l": 2
          },
          {
            "c": 0.6000000238418579,
            "d": "AppDomain.CurrentDomain accessor",
            "e": [
              "get_CurrentDomain"
            ],
            "i": "objectives/anti-static/obfuscation/reflection/invoke::appdomain-currentdomain",
            "l": 1
          },
          {
            "c": 0.75,
            "d": "Runtime interop services",
            "e": [
              "System.Runtime.InteropServices"
            ],
            "i": "metadata/lang/compiler/managed::runtime-interop",
            "l": 2
          },
          {
            "c": 0.8199999928474426,
            "d": "Type.InvokeMember reflection token",
            "e": [
              "InvokeMember"
            ],
            "i": "objectives/anti-static/obfuscation/reflection/invoke::invokemember-token",
            "l": 1
          },
          {
            "c": 0.8999999761581421,
            "d": "PE file uses .exe extension",
            "e": [
              "33a995a9fb0790de7a522da691ab296e6d0e845b8228cb1fde3acddfff4e0584.exe"
            ],
            "i": "metadata/binary/framework::exe-extension",
            "l": 1
          },
          {
            "c": 0.9900000095367432,
            "d": "Exactly three sections",
            "e": [
              "binary.section_count = 3.00"
            ],
            "i": "well-known/malware/worm/ludbaruma::metric-section-count-3",
            "l": 1
          },
          {
            "c": 1.0,
            "d": "PE first resource is RT_VERSION",
            "e": [
              "RT_VERSION"
            ],
            "i": "metadata/binary/resource::pe-resource-version-first",
            "l": 2
          },
          {
            "a": "T1620",
            "c": 0.949999988079071,
            "d": "mscoree DLL string reference",
            "e": [
              "mscoree.dll"
            ],
            "i": "objectives/anti-static/obfuscation/payload/loader::mscoree-name-anywhere",
            "l": 1,
            "m": "B0032"
          },
          {
            "c": 1.0,
            "d": "Low function count metric",
            "e": [
              "binary.func_count = 0.00"
            ],
            "i": "metadata/binary/metrics/anomaly::low-function-count-marker",
            "l": 1
          },
          {
            "c": 0.699999988079071,
            "d": "PE CompanyName metadata field",
            "e": [
              "CompanyName"
            ],
            "i": "metadata/package/versioning::pe-companyname-field",
            "l": 2
          },
          {
            "c": 0.75,
            "d": "Binary exports no symbols",
            "e": [
              "binary.export_count = 0.00"
            ],
            "i": "metadata/binary/symbols/exports::no-exports",
            "l": 1
          },
          {
            "c": 0.699999988079071,
            "d": "PE FileDescription metadata field",
            "e": [
              "FileDescription"
            ],
            "i": "metadata/package/versioning::pe-filedescription-field",
            "l": 2
          },
          {
            "c": 0.8999999761581421,
            "d": "PE resource section",
            "e": [
              ".rsrc"
            ],
            "i": "metadata/binary/section/names::pe-resource-section",
            "l": 1
          },
          {
            "a": "T1027",
            "c": 1.0,
            "d": "Binary has normal code entropy (\u003e5.5)",
            "e": [
              "binary.code_entropy = 5.67"
            ],
            "i": "objectives/anti-static/obfuscation/binary-metrics/shape::normal-code-entropy",
            "l": 1,
            "m": "B0032"
          },
          {
            "c": 0.699999988079071,
            "d": "PE import table has exactly one entry",
            "e": [
              "binary.import_count = 1.00"
            ],
            "i": "metadata/binary/symbols/imports::single-import-raw",
            "l": 1
          },
          {
            "a": "T1027",
            "c": 0.949999988079071,
            "d": "Very low recovered function count",
            "e": [
              "binary.func_count = 0.00"
            ],
            "i": "objectives/anti-static/pack/polymorphic::very-low-func-count",
            "l": 1
          },
          {
            "c": 0.949999988079071,
            "d": "PE LegalCopyright field is populated",
            "e": [
              "aluminium © gluttonous"
            ],
            "i": "metadata/package/versioning::pe-legal-copyright-present",
            "l": 1
          },
          {
            "c": 0.699999988079071,
            "d": "PE OriginalFilename metadata field",
            "e": [
              "OriginalFilename"
            ],
            "i": "metadata/package/versioning::pe-originalfilename-field",
            "l": 2
          },
          {
            "a": "T1027",
            "c": 0.699999988079071,
            "d": "Code section dominates file layout",
            "e": [
              "binary.largest_section_ratio = 0.92"
            ],
            "i": "objectives/anti-static/obfuscation/string/anomaly::dominant-text-section",
            "l": 1,
            "m": "B0032"
          },
          {
            "c": 1.0,
            "d": ".NET Metadata Root (BSJB)",
            "e": [
              "BSJB"
            ],
            "i": "metadata/binary/framework::dotnet-metadata",
            "l": 2
          },
          {
            "a": "T1036.005",
            "c": 0.9700000286102295,
            "d": "PE has no Authenticode signature",
            "e": [
              "binary.has_signature = 0.00"
            ],
            "i": "objectives/evasion/masquerade/version-resource/microsoft-utility::dw20-host-unsigned",
            "l": 1,
            "m": "F0004"
          },
          {
            "c": 1.0,
            "d": ".NET binary (PE with BSJB metadata)",
            "e": [
              "pe.is_dotnet = 1.00"
            ],
            "i": "metadata/binary/metrics/threshold::dotnet-binary",
            "l": 1
          },
          {
            "c": 0.800000011920929,
            "d": "System namespace reference",
            "e": [
              "System.Security"
            ],
            "i": "metadata/lang/compiler/managed::system-namespace",
            "l": 2
          },
          {
            "c": 1.0,
            "d": "NO_SEH (SafeSEH not used)",
            "e": [
              "true"
            ],
            "i": "metadata/hardening/mitigation::pe-no-seh",
            "l": 2
          },
          {
            "c": 0.8999999761581421,
            "d": "Binary has low overall entropy",
            "e": [
              "binary.overall_entropy = 2.84"
            ],
            "i": "metadata/binary/metrics/threshold::low-overall-entropy-binary",
            "l": 1
          },
          {
            "c": 0.8999999761581421,
            "d": ".NET WPF namespace reference",
            "e": [
              "System.Windows"
            ],
            "i": "well-known/game/mod::wpf-namespace-ref",
            "l": 1
          },
          {
            "a": "T1027",
            "c": 0.8999999761581421,
            "d": "Low average string entropy (dictionary text)",
            "e": [
              "binary.avg_string_entropy = 3.03"
            ],
            "i": "objectives/anti-static/pack/polymorphic::low-avg-string-entropy",
            "l": 1
          },
          {
            "c": 0.699999988079071,
            "d": "PE has low overall entropy",
            "e": [
              "binary.overall_entropy = 2.84"
            ],
            "i": "metadata/binary/layout::low-overall-entropy",
            "l": 2
          },
          {
            "a": "T1027.003",
            "c": 0.8199999928474426,
            "d": ".NET Bitmap type reference",
            "e": [
              "System.Drawing.Bitmap"
            ],
            "i": "micro-behaviors/data/embedded/payload/image::dotnet-bitmap-type-token",
            "l": 1,
            "m": "F0001.006"
          },
          {
            "c": 0.699999988079071,
            "d": "PE InternalName metadata field",
            "e": [
              "InternalName"
            ],
            "i": "metadata/package/versioning::pe-internalname-field",
            "l": 2
          },
          {
            "c": 0.699999988079071,
            "d": "PE with six or fewer imports",
            "e": [
              "binary.import_count = 1.00"
            ],
            "i": "metadata/binary/symbols/imports::pe-imports-max-six",
            "l": 1
          },
          {
            "a": "T1027",
            "c": 0.699999988079071,
            "d": "Zero recovered functions",
            "e": [
              "binary.func_count = 0.00"
            ],
            "i": "objectives/anti-static/obfuscation/payload/encrypted::zero-function-count",
            "l": 1,
            "m": "B0032"
          },
          {
            "c": 0.8500000238418579,
            "d": "IPv4-like .NET assembly version",
            "e": [
              "Version=2.0.0.0"
            ],
            "i": "metadata/lang/compiler/managed::dotnet-ipv4-like-version",
            "l": 2
          },
          {
            "c": 0.699999988079071,
            "d": "Reflection method namespace token",
            "e": [
              "System.Reflection"
            ],
            "i": "objectives/anti-static/obfuscation/reflection/invoke::namespace-import",
            "l": 1
          },
          {
            "c": 0.8999999761581421,
            "d": "PE standard runtime section",
            "e": [
              ".reloc"
            ],
            "i": "metadata/binary/section/names::pe-runtime-standard-section",
            "l": 1
          },
          {
            "c": 0.949999988079071,
            "d": "Filename has EXE extension",
            "e": [
              "33a995a9fb0790de7a522da691ab296e6d0e845b8228cb1fde3acddfff4e0584.exe"
            ],
            "i": "objectives/evasion/masquerade/file/double-ext::basename-is-exe",
            "l": 1
          },
          {
            "a": "T1105",
            "c": 0.800000011920929,
            "d": "Compact PE import table",
            "e": [
              "binary.import_count = 1.00"
            ],
            "i": "objectives/command-and-control/dropper/delivery/download-execute::compact-import-table",
            "l": 1,
            "m": "E1105"
          },
          {
            "a": "T1055",
            "c": 0.9200000166893005,
            "d": "Regex component marker",
            "e": [
              "binary.import_count = 1.00"
            ],
            "i": "objectives/evasion/process/injection/vb6::vb6-process-injection-pattern-cond-1--inline-17571",
            "l": 1,
            "m": "C0041"
          },
          {
            "c": 0.7200000286102295,
            "d": "WinForms Button control token",
            "e": [
              "Button"
            ],
            "i": "micro-behaviors/ui/controls/widget::winforms-button",
            "l": 1
          },
          {
            "a": "T1070.006",
            "c": 0.8999999761581421,
            "d": "Export timestamp is absent",
            "e": [
              "pe.has_export_timestamp = 0.00"
            ],
            "i": "objectives/evasion/indicator-removal/timestamps::export-timestamp-absent",
            "l": 2
          },
          {
            "c": 0.7200000286102295,
            "d": "WinForms Label control token",
            "e": [
              "Label"
            ],
            "i": "micro-behaviors/ui/controls/widget::winforms-label",
            "l": 1
          },
          {
            "c": 1.0,
            "d": ".NET BSJB metadata marker",
            "e": [
              "BSJB"
            ],
            "i": "metadata/binary/framework::bsjb-marker",
            "l": 1
          },
          {
            "a": "T1027",
            "c": 0.800000011920929,
            "d": "Few PE resource entries (no DIALOG/MENU/STRINGTABLE)",
            "e": [
              "pe.resource_count = 1.00"
            ],
            "i": "objectives/evasion/anti-av/heuristic::minimal-pe-resources",
            "l": 1
          },
          {
            "c": 1.0,
            "d": "Binary is not digitally signed",
            "e": [
              "binary.has_signature = 0.00"
            ],
            "i": "metadata/signed/trust-level::unsigned",
            "l": 3
          },
          {
            "c": 0.8500000238418579,
            "d": "Low function count metric",
            "e": [
              "binary.func_count = 0.00"
            ],
            "i": "metadata/binary/anomaly/format::low-function-count-marker",
            "l": 1
          },
          {
            "a": "T1053.005",
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              "_getPath"
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            "i": "objectives/persistence/login/scheduled-task/com::task-action-principal-properties--rx-5",
            "l": 1,
            "m": "F0012"
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          {
            "c": 0.800000011920929,
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            "e": [
              ".rsrc (size: 1024)"
            ],
            "i": "metadata/binary/resource::minimal-resources",
            "l": 2
          },
          {
            "a": "T1612",
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            "e": [
              "pe.icon_count = 0.00"
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            "i": "objectives/anti-static/obfuscation/payload/resource::icon-count-under-six",
            "l": 1,
            "m": "B0023"
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          {
            "a": "T1027.007",
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            "d": "WININET.DLL absent from PE import table",
            "e": [
              "pe.import_dll_count = 1.00"
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            "i": "objectives/anti-static/obfuscation/imports::wininet-import-absent",
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          {
            "a": "T1027",
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            "e": [
              "binary.largest_section_ratio = 0.92"
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            "i": "objectives/anti-static/obfuscation/payload/section::packed-loader-data-geometry-cond-1--inline-29188",
            "l": 1,
            "m": "B0032"
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          {
            "c": 0.949999988079071,
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            "e": [
              "mscoree.dll"
            ],
            "i": "metadata/dylib::mscoree/dll",
            "l": 2
          },
          {
            "a": "T1036.005",
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            "d": "Two dotted-quad version strings",
            "e": [
              "1.28.14.52"
            ],
            "i": "objectives/evasion/masquerade/identity/fabricated::dotted-quad-version-pair",
            "l": 1
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          {
            "c": 0.949999988079071,
            "d": "PE version numbers look like IPv4",
            "e": [
              "1.28.14.52"
            ],
            "i": "metadata/package/versioning::version-number-ipv4-metadata",
            "l": 1
          },
          {
            "c": 1.0,
            "d": ".NET Assembly (mscoree.dll)",
            "e": [
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              "BSJB"
            ],
            "i": "metadata/binary/framework::dotnet-assembly",
            "l": 2
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          {
            "c": 0.8999999761581421,
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            "e": [
              "binary.has_overlay = 1.00",
              "binary.has_signature = 0.00"
            ],
            "i": "objectives/supply-chain/trojanized/app/monitor::low-integrity-installer-packaging",
            "l": 1
          }
        ],
        "sha": "33a995a9fb0790de7a522da691ab296e6d0e845b8228cb1fde3acddfff4e0584",
        "path": "/data/samples/bad/datasets/various/datalake.abuse.ch/2025-10/33a995a9fb0790de7a522da691ab296e6d0e845b8228cb1fde3acddfff4e0584.exe",
        "type": "pe"
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    ],
    "tv": "012f9"
  }
}