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Small Business Example 

# This software was produced for the U.S. Government under contract FA8702-23-C-0001,
# and is subject to the Rights in Data-General Clause 52.227-14, Alt. IV (DEC 2007)
# ©2023 The MITRE Corporation. Published under the Linux Foundation’s Cyber Domain Ontology project’s Apache 2 license.
# Released under MITRE PRS 18-4297.

After checking out the specific class instantiation tutorial examples such as Honeypot, FluidDeception and Breadcrumb, we believe enumerating through an application example can help our audience understand how AEO can represent and support a deception operation.

Premise

  • You are part of a small business called MineralRUs Inc., which is a small, yet critical mining company in New Hampshire specializing in rare earth elements.
  • Your main clients are from particular sectors of technology and defense industries, and are considered to be critical infrastructure. Therefore, your business and its operation is essential to the integrity of supply chains enabling those critical infrastructure.
  • MineralRUs Inc. maintains paper-based record of their key intellectual property and operational procedures, which are stored in a physical safe. This fact is known by only a select few in the company.
  • Your business has a small, unorganized computer network with only generic security infrastructure, and the company does not have the resources to employ an in-house information security team. Instead, a very small team is tasked with maintaining Operational Technology (OT) systems on the network.

Your company has recently received an advisory from federal authorities, warning businesses in your industry about the rapidly growing threat of cyber espionage by state-sponsored Advanced Persistent Threats (APTs). In response, your company decides to engage an external cybersecurity provider to assist with timely incident response and prevention. The external provider recommends the employment of active adversary engagement plans, and asks you to develop a high-level deception and denial strategy.

Preplanning & Indentifying Assets

To get started with the planning of this adversary engagement operation, we begin with an existing tool, namely the Fact&Fiction/(D&D) matrix . The original matrix uses Deception & Denial (D&D) technique types as the row header (for more details, see Heckman, K. E., et al. (2015), Denial and deception in cyber defense.

The row header outlines two types of methods that concurrently facilitate adversary engagement: misleading-type methods used to reveal specific information to an adversary and ambiguity-type methods for concealing or denying information from an adversary . The ambiguity-type methods for denial can be used to safe-guard assets through confusion and obfuscation, thus impeding an adversary's efforts to obtain a clear view of relevant resources and access paths. On the other hand, the misleading-type methods aim to induce a desired (mis)perception of the cyber ecosystem through the controlled revelation of real or fabricated information to an adversary.

The column header refers to the value of information an adversary gains from some revealed event. In this specific method, fact is used to describe the asset information and fiction specifically implies the intended (mis)perception of such information.

[remove?] Generally speaking, we do not specify actual values, but comparative concepts such as high-value, low-value or no-value in relationship with the deception operation and the expectation of value an adversary justifies for expending resources for. Extension to numerical values can be done, but is not within the scope of this example.

Deception Operation Mislead-type Methods (Revealing) Denial Operation Ambiguity-type Methods (Concealing)
Fact Network in New Hampshire, business runs a mine in New Hampshire Business relationships with a specific strategic partner, types of minerals mined given to the strategic partner, process of mineral mining that is essential to the strategic partner, amounts of mined minerals for the strategic partner, company safe location, passcodes, locations of IP keys
Fiction low-value IP is stored on the network, contained within falsified, obfuscated files Most important IP is located in this specific encrypted volume

  1. The fiction under the Deception Operation column refers to presenting to an adversary that there is low-value intellectual property on the network such as referencing perhaps other types of non-confidential mineral mining processes and outdated contracts with public partners.

  2. The fact under Deception Operation refers to bits of factual but so called friendly information that can help bring realism to the deception operation and allow adversaries to validate some mutual information to minimize inconsistencies in the perception.

  3. The fiction under the Denial Operation refers to giving the adversary the perception that it is in the defender's interest for the network to conceal the location of the IP.

  4. The fact under the Denial Operation refers to the information or assets the strategic partner would like to conceal such as their business relationships and exact details about the mining process and contracted amounts of minerals provided by MineralRUs.

By enumerating the assets of the business such as the intellectual property located in the safe and business operation details, we directly identify what information we would like to deny an adversary. Building on this analysis, we then decide on the appropriate adversary engagement tools and techniques for our deception and denial needs.

At this point, we would like to raise a reminder that the AE ontology specializes in the characterization of deception and denial operations, but asset evaluation and risk profiling are outside the scope of this work. Such concepts and processes fall within the purview of the soon-to-come UCO Risk and Cyber Threat Intelligence (CTI) subontologies.

From the Narrative to a Graph

The Adversary Engagement Ontology provides the structure needed to transform your abstract deception operation plan into graph representation. The degree of how detailed your Narrative depends on how extensively refined do you want your preoperation planning to be.

The Mapping Process

    1. Start with a basic more or less static structure. Outline the sequence of planned events for the deception operation. Then comes the following iterative process:
    • 2.a Select deception techniques and objects according to the intended fiction (cf. Fact&Fiction matrix)
    • 2.b Evaluate the refinements: Does it deliver your desired fiction in the most feasible, effective and efficient manner?
    • 2.c If not, repeat 2.a and 2.b until satisfied.

Diagram representation

SmallBusinessNarrativeExample.drawio.png

In this diagram, the Narrative has very little PlannedEvent(s) within the Storyline. That's okay! Not all deception operations need to consider adversaries with straightforward access to the contents and artifacts of a network. Deception operations typically use just a subset of all the deception tools and tricks, particularly since the employment of each additional component comes with additional cost in terms of resources, risk, and operational integrity. In our example scenario of a small business, extremely complex forms of deception are deemed infeasible within their scope of available resources and risk models.

  • The class engagement:Honeypot in this use case is used with the specific objective objective:Direct to lure an adversary away from the real assets of the network to this fictitious staged location.

  • Staged files are instantiated under the general engagement:LureObject class, though these can be fully real, partially real or completely facticious files. Furthermore, these LureObject(s) are associated with the objective objective:Exfiltrate which implies that these files are intended to be taken by an adversary off the network. (More complex representations may include instances associated with attack patterns for an adversary with the same objective.)

  • The method which we plan to be notified whether these files were removed from the network is through a canary token, however one can have other DataSource(s) such as a network monitor.

Building the JSON-LD:

  1. As with all Narrative(s), we start with instantiating an engagement:Narrative class which is often referred to as a deception campaign and is the collection of all storylines . We also specify a large-scale operational objective to the Narrative object. This instance of an engagement:Narrative only has one instance of a engagement:Storyline attached since we have only developed one plan so far. However, we can model this with multiple Storyline(s) if we wanted to separate each falsified file as its own Storyline.
  2. An objective can be attached to describe large-scale operational objectives. Explicit objectives are considered individual, so please remember that!
{
  "@id": "kb:narrative1",
  "@type": "engagement:Narrative",
  "engagement:hasStoryline": [
    {
      "@id": "kb:storyline1",
      "@type": "engagement:Storyline",
      "uco-core:name": "ProtectTheFilesNarrative"
    }
  ],
  "objective:hasObjective": [
    {
      "@id": "kb:objective1",
      "@type": "objective:Objective",
      "uco-core:name": "ProtectTheFiles"
    }
  ],
  "uco-core:description": "Grand objective is to lure adversaries or insiders on the network away from details of the mining operations, location and passcode of the safe containing intellectual property."
}

{'@id': 'kb:narrative1',
 '@type': 'engagement:Narrative',
 'engagement:hasStoryline': [{'@id': 'kb:storyline1',
   '@type': 'engagement:Storyline',
   'uco-core:name': 'ProtectTheFilesNarrative'}],
 'objective:hasObjective': [{'@id': 'kb:objective1',
   '@type': 'objective:Objective',
   'uco-core:name': 'ProtectTheFiles'}],
 'uco-core:description': 'Grand objective is to lure adversaries or insiders on the network away from details of the mining operations, location and passcode of the safe containing intellectual property.'}
  1. Next, to populate the sequence of PlannedEvent(s)for a our instance of engagement:Storyline, we add an event, let's call it kb:Event1.
  2. Each instance of PlannedEvent is designed to have an action class e.g. engagement:Deploy by the engagement:eventContext property. By design, action concepts like Deploy can support properties such as performers, object, environment etc because of its parent class uco-action:Action.
  3. In this explicit case, the object that is Deploy(ed) is an instance of a engagement:Honeypot with the specific objective of objective:Direct, implying the honeypot is used to direct adversaries to or away from other assets on the network.
{
  "@id": "kb:Event1",
  "@type": "engagement:PlannedEvent",
  "engagement:eventContext": [
    {
      "@id": "kb:deploy1",
      "@type": "engagement:Deploy",
      "uco-action:object": [
        {
          "@id": "kb:honeypot1",
          "@type": "engagement:Honeypot",
          "uco-core:description": "Fake production server to contain the fabricated files.",
          "objective:hasObjective": [
            {
              "@id": "objective:Direct"
            } 
            ]

        }]
}]
}

{'@id': 'kb:Event1',
 '@type': 'engagement:PlannedEvent',
 'engagement:eventContext': [{'@id': 'kb:deploy1',
   '@type': 'engagement:Deploy',
   'uco-action:object': [{'@id': 'kb:honeypot1',
     '@type': 'engagement:Honeypot',
     'uco-core:description': 'Fake production server to contain the fabricated files.',
     'objective:hasObjective': [{'@id': 'objective:Direct'}]}]}]}
  1. Besides an instance of a engagement:Honeypot and the CanaryTokenAlert dataSource, two deception objects namely the obfuscated, falsified files were deployed during the first PlannedEvent. Both files kb:obffile1 and kb:obffile2 are an instances of a engagement:LureObject with the explicit objective objective:Exfiltrate of being exfilitrated from the network by adversaries. The first file being false information on the mining procedures used by the business and the second file refers to false passcodes in case the adversary happens to be an insider.
{
  "@id": "kb:obffile1",
  "@type": "engagement:LureObject",
  "uco-core:name": "mining-procedure.pdf",
  "uco-core:description": "Fake file of mining procedures.",
  "objective:hasObjective": [
    {
      "@id": "objective:Exfilitrate"
    } 
    ]
},
{
  "@id": "kb:obffile2",
  "@type": "engagement:LureObject",
  "uco-core:name": "backup-safe-passcode.pdf",
  "uco-core:description": "Fake file of safe passcode and physical location of the safe.",
  "objective:hasObjective": [
    {
      "@id": "objective:Exfiltrate"
    } 
    ]
}

{'@id': 'kb:obffile2',
 '@type': 'engagement:LureObject',
 'uco-core:name': 'backup-safe-passcode.pdf',
 'uco-core:description': 'Fake file of safe passcode and physical location of the safe.',
 'objective:hasObjective': [{'@id': 'objective:Exfiltrate'}]}
  1. We also know who is going to Deploy the deception objects so we should also include that through the performer property.
  2. We also attach an objective the Deploy action.
{"uco-action:performer": [
{
  "@id": "kb:person1",
  "@type": "uco-identity:Person",
  "uco-core:hasFacet": [
    {
      "@id": "kb:RichardRocky",
      "@type": "identity:SimpleNameFacet",
      "uco-identity:familyName": "Richard",
      "uco-identity:givenName": "Rocky"
    }
  ]
}
],
"objective:hasObjective": [
{
  "@id": "objective:Deploy"
}
]
}

{'uco-action:performer': [{'@id': 'kb:person1',
   '@type': 'uco-identity:Person',
   'uco-core:hasFacet': [{'@id': 'kb:RichardRocky',
     '@type': 'identity:SimpleNameFacet',
     'uco-identity:familyName': 'Richard',
     'uco-identity:givenName': 'Rocky'}]}],
 'objective:hasObjective': [{'@id': 'objective:Deploy'}]}
  1. The first instance of PlannedEvent describes the deployment of the deception objects onto the network. Now we continue to what we expect to happen in the next PlannedEvent called kb:Event2. We left the property eventContext with ... because this needs to be expanded, but we will get to that in the next step.
{
      "@id": "kb:Event2",
      "@type": "engagement:PlannedEvent",
      "engagement:eventContext": [...],
      "uco-core:name": "adv-exfiltrates-Obfuscated-files"
    }
  1. The first thing we expect is an action that is partially-observable, but not entirely. In this case, we do not actually know if a file is exfiltrated until we are alerted by our dataSource that it recieved a signal from the obfuscated file through the canarytoken. We include an instance of Alert to represent the relationship between the CanaryTokenAlert system and the obfuscated files which we are able to deduce.
 {
          "@id": "kb:alert0",
          "@type": "engagement:Alert",
          "uco-action:performer": [            
                {
                  "@id": "kb:obffile1"
                },
                {
                  "@id": "kb:obffile2"
                },
                {
                  "@id": "kb:file1",
                  "@type": "uco-observable:File",
                  "uco-core:name": "backup-safe-passcode.pdf",
                  "uco-core:hasFacet": [
                    {
                      "@id": "kb:filefacet1",
                      "@type": "uco-observable:FileFacet",
                      "observable:filename": "backup-safe-passcode.pdf"
                    }
                  ]
                },
                {
                  "@id": "kb:file2",
                  "@type": "uco-observable:File",
                  "uco-core:name": "mining-procedure.pdf",
                  "uco-core:hasFacet": [
                    {
                      "@id": "kb:filefacet1",
                      "@type": "uco-observable:FileFacet",
                      "observable:filename": "mining-procedure.pdf"
                    }
                  ]
                }
          ],
          "uco-action:object": [            
            {
              "@id": "kb:DataSource1",
              "@type": "engagement:DataSource",
              "uco-core:name": "CanaryTokenAlert"
            }
          ]
 }
  1. The second thing we expect is to be alerted by some data source. Then, the action class we will use to describe this is an instance of Alert. The performer for this instance of Alert is not going to be a person or identity, but rather an engagement:DataSource we call CanaryTokenAlert.
  2. The object property of Alert would be an identity such as a person such as our deployer, Richard Rocky.
  3. The attached objective to this action is objective:Detect because the usage of an alert is to inform a defender or identity of an event.
{
  "@id": "kb:alert1",
  "@type": "engagement:Alert",
  "engagement:alertContext": [...],
  "uco-action:object": [
    {
      "@id": "kb:person1"
    }
  ],
  "uco-action:performer": [
    {
      "@id": "kb:DataSource1",
      "@type": "engagement:DataSource",
      "uco-core:name": "CanaryTokenAlert"
    }
  ]
}
  1. We now expand the property alertContext to describe what this explicit alert implies about an occurence. By design, we expect to see another action such as Access since the alert informed us that one of the falsified files were accessed.
  2. Unified Cyber Ontology (UCO) explicitly has a class called uco-observable:File which we use to instantiate the UCO object itself with an attached facet uco-observable:FileFacet. We reference the kb:obffile1 instance with the property object.

kb:obffile1

{
"engagement:alertContext": [
{
  "@id": "kb:access1",
  "@type": "engagement:Access",
  "uco-action:object": [
    {
      "@id": "kb:obffile1",
    },
    {
      "@id": "kb:file1",
      "@type": "uco-observable:File",
      "uco-core:name": "backup-safe-passcode.pdf",
      "uco-core:hasFacet": [
        {
          "@id": "kb:filefacet1",
          "@type": "uco-observable:FileFacet",
          "observable:filename": "backup-safe-passcode.pdf"
        }
      ]
    }
  ],
  "uco-action:performer": [...]
}
]
}
  1. We then repeat the process for kb:obffile2. Additionally, we expect the performer of the Access action to be a specific person, namely Mary Moroe. This is because she is the only other person that is aware of the physical safe and has a privilege user account that would have user account access to view this file.

kb:obffile2

{
"engagement:alertContext": [
{
  "@id": "kb:access1",
  "@type": "engagement:Access",
  "uco-action:object": [
    {
      "@id": "kb:obffile2"
    },
    {
      "@id": "kb:file2",
      "@type": "uco-observable:File",
      "uco-core:name": "mining-procedure.pdf",
      "uco-core:hasFacet": [
        {
          "@id": "kb:filefacet1",
          "@type": "uco-observable:FileFacet",
          "observable:filename": "mining-procedure.pdf"
        }
      ]
    }
  ],
  "uco-action:performer": [
        {
          "@id": "kb:person2",
          "@type": "uco-identity:Person",
          "uco-core:hasFacet": [
            {
              "@id": "kb:MaryMoroe",
              "@type": "identity:SimpleNameFacet",
              "uco-identity:familyName": "Mary",
              "uco-identity:givenName": "Moroe"
            }
          ]
        }
  ]
}
]
}

  1. Now that the PlannedEvent is complete, we now need to ensure that the PlannedEvent(s) can be used as a sequence of events tied to the engagement:Storyline. To do this, UCO has a specific class called uco-types:Thread which has the structure for supporting the concepts of sequential relationships.

  2. Our explicit instance of engagement:Storyline uses a property called hasEvent to instantiate an instance of uco-types:Thread. The important properties of uco-types:Thread for our use case are: co:element, co:item, co:size, uco-types:threadOriginItem, uco-types:threadTerminalItem. We outline the necessary properties and will expand them separately.

 {
  "@id": "kb:storyline1",
  "@type": "engagement:Storyline",
      "engagement:hasEvent": [
        {
          "@id": "kb:eventthread1",
          "@type": "uco-types:Thread",
          "co:element": [...],
          "co:item": [...],
          "co:size": {...},
          "uco-types:threadOriginItem": [...],
          "uco-types:threadTerminalItem": [...]
        }
      ]
 }

{'@id': 'kb:storyline1',
 '@type': 'engagement:Storyline',
 'engagement:hasEvent': [Ellipsis]}

co:element refers to the elements of the Thread so in our case, they reference our instantiated PlannedEvent(s): kb:Event1 and kb:Event2

 {"co:element": [
    {
      "@id": "kb:Event1"
    },
    {
      "@id": "kb:Event2"
    }
  ] }

{'co:element': [{'@id': 'kb:Event1'}, {'@id': 'kb:Event2'}]}

co:item refers to the event as a thread item itself.

 {

  "co:item": [
    {
      "@id": "kb:event-thread-item1"
    },
    {
      "@id": "kb:event-thread-item2"
    }
  ]}

{'co:item': [{'@id': 'kb:event-thread-item1'},
  {'@id': 'kb:event-thread-item2'}]}

co:size refers to the number of thread items in the thread.

{  "co:size": {
    "@type": "xsd:nonNegativeInteger",
    "@value": "2"
  }}

{'co:size': {'@type': 'xsd:nonNegativeInteger', '@value': '2'}}

uco-types:threadOriginItem refers to the first thread item or source thread item.

{  "uco-types:threadOriginItem": [
    {
      "@id": "kb:event-thread-item1"
    }
  ]}

{'uco-types:threadOriginItem': [{'@id': 'kb:event-thread-item1'}]}

uco-types:threadTerminalItem refers to the last thread item which terminates the sequence of thread items.

 {
  "uco-types:threadTerminalItem": [
    {
      "@id": "kb:event-thread-item2"
    }
  ]
    }

{'uco-types:threadTerminalItem': [{'@id': 'kb:event-thread-item2'}]}
  1. Finally, in the home stretch, we need to use uco-types:ThreadItem to create the chain of threads using the uco-types:threadNextItem property and uco-types:threadPreviousItem property. kb:Event1 only uses the threadNextItem and kb:Event2 only uses the threadPreviousItem.

kb:Event1

{
      "@id": "kb:event-thread-item1",
      "@type": "uco-types:ThreadItem",
      "co:itemContent": {
        "@id": "kb:Event1"
      },
      "uco-types:threadNextItem": [
        {
          "@id": "kb:event-thread-item2"
        }
      ]
    }

{'@id': 'kb:event-thread-item1',
 '@type': 'uco-types:ThreadItem',
 'co:itemContent': {'@id': 'kb:Event1'},
 'uco-types:threadNextItem': [{'@id': 'kb:event-thread-item2'}]}

kb:Event2

{
  "@id": "kb:event-thread-item2",
  "@type": "uco-types:ThreadItem",
  "co:itemContent": {
    "@id": "kb:Event2"
  },
  "uco-types:threadPreviousItem": [
    {
      "@id": "kb:event-thread-item1"
    }
  ]
}

{'@id': 'kb:event-thread-item2',
 '@type': 'uco-types:ThreadItem',
 'co:itemContent': {'@id': 'kb:Event2'},
 'uco-types:threadPreviousItem': [{'@id': 'kb:event-thread-item1'}]}

And voila! Your adversary engagement plan is now fully represented in a standardized knowledge graph using the AE ontology.

Querying a Graph

Now that we have a fully functional example which we can insert into a graph database, let's test some queries. We'll work with logistics for the narrative which can help in the development of more variance and variety of deception techniques used within the Narrative

import rdflib
g = rdflib.Graph()
narrative_example = "SmallBusinessExample.jsonld"
g.parse(narrative_example)

<Graph identifier=N3f6735a044f846e19ecfecb90e0d2179 (<class 'rdflib.graph.Graph'>)>

[Q] How many deception objects were instantiated with the objective engagement:Exfiltrate?

It may be useful to know how many deception objects were deployed with the objective to be exfiltrated. For our example, it is relatively easy to deploy more obfuscated files on a network than scale up the number of highly functional honeypots on a network, therefore perhaps in a revision of the deception plan, more falsified files are placed on the network for more visibility.

query = """
PREFIX co: <http://purl.org/co/>
PREFIX kb: <http://example.org/kb/>
PREFIX engagement: <https://ontology.adversaryengagement.org/ae/engagement/>
PREFIX objective: <https://ontology.adversaryengagement.org/ae/objective/>


SELECT (COUNT(DISTINCT ?s)  as ?count)

WHERE {
 ?s objective:hasObjective ?o .
 ?s ?p objective:Exfiltrate .
}
"""
for row in g.query(query):
    print(row)

(rdflib.term.Literal('2', datatype=rdflib.term.URIRef('http://www.w3.org/2001/XMLSchema#integer')),)

[Q] What are the distinct objectives used during planned events that deployed objects?

It may also be useful to know whether or not our deception operation uses a wide variety of techniques based on their objective. If we know specific characteristics of an adversary such as their attack pattern preferences, we may wish to diversify our plan or simulate a network environment that caters to their preferences for false sense of security.

query = """
PREFIX co: <http://purl.org/co/>
PREFIX kb: <http://example.org/kb/>
PREFIX engagement: <https://ontology.adversaryengagement.org/ae/engagement/>
PREFIX objective: <https://ontology.adversaryengagement.org/ae/objective/>


SELECT DISTINCT ?obj 

WHERE {
?allevents engagement:eventContext ?action .
?action ?p engagement:Deploy .
?event ?y ?action .
?event engagement:eventContext ?action .
?action ?has ?object .
?object objective:hasObjective ?obj .
}
"""
for row in g.query(query):
    print(row)

(rdflib.term.URIRef('https://ontology.adversaryengagement.org/ae/objective/Direct'),)
(rdflib.term.URIRef('https://ontology.adversaryengagement.org/ae/objective/Exfilitrate'),)

Full JSON-LD Format 

{
  "@context": {
    "co": "http://purl.org/co/",
    "engagement": "https://ontology.adversaryengagement.org/ae/engagement/",
    "objective": "https://ontology.adversaryengagement.org/ae/objective/",
    "role": "https://ontology.adversaryengagement.org/ae/role/",
    "kb": "http://example.org/kb/",
    "rdfs": "http://www.w3.org/2000/01/rdf-schema#",
    "uco-action": "https://ontology.unifiedcyberontology.org/uco/action/",
    "uco-core": "https://ontology.unifiedcyberontology.org/uco/core/",
    "uco-identity": "https://ontology.unifiedcyberontology.org/uco/identity/",
    "uco-observable": "https://ontology.unifiedcyberontology.org/uco/observable/",
    "uco-types": "https://ontology.unifiedcyberontology.org/uco/types/",
    "xsd": "http://www.w3.org/2001/XMLSchema#"
  },
  "@graph": [
    {
      "@id": "kb:narrative1",
      "@type": "engagement:Narrative",
      "engagement:hasStoryline": [
        {
          "@id": "kb:storyline1",
          "@type": "engagement:Storyline",
          "uco-core:name": "ProtectTheFilesNarrative"
        }
      ],
      "objective:hasObjective": [
        {
          "@id": "kb:objective1",
          "@type": "objective:Objective",
          "uco-core:name": "ProtectTheFiles"
        }
      ],
      "uco-core:description": "Grand objective is to lure adversaries or insiders on the network away from details of the mining operations, location and passcode of the safe containing intellectual property."
    },
    {
      "@id": "kb:Event1",
      "@type": "engagement:PlannedEvent",
      "engagement:eventContext": [
        {
          "@id": "kb:deploy1",
          "@type": "engagement:Deploy",
          "uco-action:object": [
            {
              "@id": "kb:honeypot1",
              "@type": "engagement:Honeypot",
              "uco-core:description": "Fake production server to contain the fabricated files.",
              "objective:hasObjective": [
                {
                  "@id": "objective:Direct"
                } 
                ]
                
            },
            {
              "@id": "kb:obffile1",
              "@type": "engagement:LureObject",
              "uco-core:name": "mining-procedure.pdf",
              "uco-core:description": "ADO file of mining procedures.",
              "objective:hasObjective": [
                {
                  "@id": "objective:Exfiltrate"
                } 
                ]
            },
            {
              "@id": "kb:obffile2",
              "@type": "engagement:LureObject",
              "uco-core:name": "backup-safe-passcode.pdf",
              "uco-core:description": "ADO file of safe passcode and physical location of the safe.",
              "objective:hasObjective": [
                {
                  "@id": "objective:Exfiltrate"
                } 
                ]
            }
          ],
          "uco-action:performer": [
            {
              "@id": "kb:person1",
              "@type": "uco-identity:Person",
              "uco-core:hasFacet": [
                {
                  "@id": "kb:RichardRocky",
                  "@type": "identity:SimpleNameFacet",
                  "uco-identity:familyName": "Richard",
                  "uco-identity:givenName": "Rocky"
                }
              ]
            }
          ]
        }
      ],
      "objective:hasObjective": [
        {
          "@id": "objective:Deploy"
        }
      ],
      "uco-core:name": "def-deploy-deception-objects"
    },
    {
      "@id": "kb:Event2",
      "@type": "engagement:PlannedEvent",
      "engagement:eventContext": [
 {
          "@id": "kb:alert0",
          "@type": "engagement:Alert",
          "uco-action:performer": [            
                {
                  "@id": "kb:obffile1"
                },
                {
                  "@id": "kb:obffile2"
                },
                {
                  "@id": "kb:file1",
                  "@type": "uco-observable:File",
                  "uco-core:name": "backup-safe-passcode.pdf",
                  "uco-core:hasFacet": [
                    {
                      "@id": "kb:filefacet1",
                      "@type": "uco-observable:FileFacet",
                      "observable:filename": "backup-safe-passcode.pdf"
                    }
                  ]
                },
                {
                  "@id": "kb:file2",
                  "@type": "uco-observable:File",
                  "uco-core:name": "mining-procedure.pdf",
                  "uco-core:hasFacet": [
                    {
                      "@id": "kb:filefacet1",
                      "@type": "uco-observable:FileFacet",
                      "observable:filename": "mining-procedure.pdf"
                    }
                  ]
                }
          ],
          "uco-action:object": [            
            {
              "@id": "kb:DataSource1",
              "@type": "engagement:DataSource",
              "uco-core:name": "CanaryTokenAlert"
            }
          ]
 },
          
          
        {
          "@id": "kb:alert1",
          "@type": "engagement:Alert",
          "engagement:alertContext": [
            {
              "@id": "kb:access1",
              "@type": "engagement:Access",
              "uco-action:object": [
                {
                  "@id": "kb:obffile1"
                },
                {
                  "@id": "kb:obffile2"
                },
                {
                  "@id": "kb:file1",
                  "@type": "uco-observable:File",
                  "uco-core:name": "backup-safe-passcode.pdf",
                  "uco-core:hasFacet": [
                    {
                      "@id": "kb:filefacet1",
                      "@type": "uco-observable:FileFacet",
                      "observable:filename": "backup-safe-passcode.pdf"
                    }
                  ]
                },
                {
                  "@id": "kb:file2",
                  "@type": "uco-observable:File",
                  "uco-core:name": "mining-procedure.pdf",
                  "uco-core:hasFacet": [
                    {
                      "@id": "kb:filefacet1",
                      "@type": "uco-observable:FileFacet",
                      "observable:filename": "mining-procedure.pdf"
                    }
                  ]
                }
              ],
              "uco-action:performer": [
                    {
                      "@id": "kb:person2",
                      "@type": "uco-identity:Person",
                      "uco-core:hasFacet": [
                        {
                          "@id": "kb:MaryMoroe",
                          "@type": "identity:SimpleNameFacet",
                          "uco-identity:familyName": "Mary",
                          "uco-identity:givenName": "Moroe"
                        }
                      ]
                    }
              ]
            }
          ],
          "uco-action:object": [
            {
              "@id": "kb:person1"
            }
          ],
          "uco-action:performer": [
            {
              "@id": "kb:DataSource1",
              "@type": "engagement:DataSource",
              "uco-core:name": "CanaryTokenAlert"
            }
          ]
        }
      ],
      "objective:hasObjective": [
        {
          "@id": "objective:Detect"
        }
      ],
      "uco-core:name": "adv-exfiltrates-Obfuscated-files"
    },
    
    {
      "@id": "kb:storyline1",
      "@type": "engagement:Storyline",
      "engagement:hasEvent": [
        {
          "@id": "kb:eventthread1",
          "@type": "uco-types:Thread",
          "co:element": [
            {
              "@id": "kb:Event1"
            },
            {
              "@id": "kb:Event2"
            }
          ],
          "co:item": [
            {
              "@id": "kb:event-thread-item1"
            },
            {
              "@id": "kb:event-thread-item2"
            }
          ],
          "co:size": {
            "@type": "xsd:nonNegativeInteger",
            "@value": "2"
          },
          "uco-types:threadOriginItem": [
            {
              "@id": "kb:event-thread-item1"
            }
          ],
          "uco-types:threadTerminalItem": [
            {
              "@id": "kb:event-thread-item2"
            }
          ]
        }
      ]
    },
    {
      "@id": "kb:event-thread-item1",
      "@type": "uco-types:ThreadItem",
      "co:itemContent": {
        "@id": "kb:Event1"
      },
      "uco-types:threadNextItem": [
        {
          "@id": "kb:event-thread-item2"
        }
      ]
    },
    {
      "@id": "kb:event-thread-item2",
      "@type": "uco-types:ThreadItem",
      "co:itemContent": {
        "@id": "kb:Event2"
      },
      "uco-types:threadPreviousItem": [
        {
          "@id": "kb:event-thread-item1"
        }
      ]
    }
  ]
}

{'@context': {'co': 'http://purl.org/co/',
  'engagement': 'https://ontology.adversaryengagement.org/ae/engagement/',
  'objective': 'https://ontology.adversaryengagement.org/ae/objective/',
  'role': 'https://ontology.adversaryengagement.org/ae/role/',
  'kb': 'http://example.org/kb/',
  'rdfs': 'http://www.w3.org/2000/01/rdf-schema#',
  'uco-action': 'https://ontology.unifiedcyberontology.org/uco/action/',
  'uco-core': 'https://ontology.unifiedcyberontology.org/uco/core/',
  'uco-identity': 'https://ontology.unifiedcyberontology.org/uco/identity/',
  'uco-observable': 'https://ontology.unifiedcyberontology.org/uco/observable/',
  'uco-types': 'https://ontology.unifiedcyberontology.org/uco/types/',
  'xsd': 'http://www.w3.org/2001/XMLSchema#'},
 '@graph': [{'@id': 'kb:narrative1',
   '@type': 'engagement:Narrative',
   'engagement:hasStoryline': [{'@id': 'kb:storyline1',
     '@type': 'engagement:Storyline',
     'uco-core:name': 'ProtectTheFilesNarrative'}],
   'objective:hasObjective': [{'@id': 'kb:objective1',
     '@type': 'objective:Objective',
     'uco-core:name': 'ProtectTheFiles'}],
   'uco-core:description': 'Grand objective is to lure adversaries or insiders on the network away from details of the mining operations, location and passcode of the safe containing intellectual property.'},
  {'@id': 'kb:Event1',
   '@type': 'engagement:PlannedEvent',
   'engagement:eventContext': [{'@id': 'kb:deploy1',
     '@type': 'engagement:Deploy',
     'uco-action:object': [{'@id': 'kb:honeypot1',
       '@type': 'engagement:Honeypot',
       'uco-core:description': 'Fake production server to contain the fabricated files.',
       'objective:hasObjective': [{'@id': 'objective:Direct'}]},
      {'@id': 'kb:obffile1',
       '@type': 'engagement:LureObject',
       'uco-core:name': 'mining-procedure.pdf',
       'uco-core:description': 'ADO file of mining procedures.',
       'objective:hasObjective': [{'@id': 'objective:exfiltrate'}]},
      {'@id': 'kb:obffile2',
       '@type': 'engagement:LureObject',
       'uco-core:name': 'backup-safe-passcode.pdf',
       'uco-core:description': 'ADO file of safe passcode and physical location of the safe.',
       'objective:hasObjective': [{'@id': 'objective:exfiltrate'}]}],
     'uco-action:performer': [{'@id': 'kb:person1',
       '@type': 'uco-identity:Person',
       'uco-core:hasFacet': [{'@id': 'kb:RichardRocky',
         '@type': 'identity:SimpleNameFacet',
         'uco-identity:familyName': 'Richard',
         'uco-identity:givenName': 'Rocky'}]}]}],
   'objective:hasObjective': [{'@id': 'objective:Deploy'}],
   'uco-core:name': 'def-deploy-deception-objects'},
  {'@id': 'kb:Event2',
   '@type': 'engagement:PlannedEvent',
   'engagement:eventContext': [{'@id': 'kb:alert1',
     '@type': 'engagement:Alert',
     'engagement:alertContext': [{'@id': 'kb:access1',
       '@type': 'engagement:Access',
       'uco-action:object': [{'@id': 'kb:obffile1'},
        {'@id': 'kb:obffile2'},
        {'@id': 'kb:file1',
         '@type': 'uco-observable:File',
         'uco-core:name': 'backup-safe-passcode.pdf',
         'uco-core:hasFacet': [{'@id': 'kb:filefacet1',
           '@type': 'uco-observable:FileFacet',
           'observable:filename': 'backup-safe-passcode.pdf'}]},
        {'@id': 'kb:file2',
         '@type': 'uco-observable:File',
         'uco-core:name': 'mining-procedure.pdf',
         'uco-core:hasFacet': [{'@id': 'kb:filefacet1',
           '@type': 'uco-observable:FileFacet',
           'observable:filename': 'mining-procedure.pdf'}]}],
       'uco-action:performer': [{'@id': 'kb:person2',
         '@type': 'uco-identity:Person',
         'uco-core:hasFacet': [{'@id': 'kb:MaryMoroe',
           '@type': 'identity:SimpleNameFacet',
           'uco-identity:familyName': 'Mary',
           'uco-identity:givenName': 'Moroe'}]}]}],
     'uco-action:object': [{'@id': 'kb:person1'}],
     'uco-action:performer': [{'@id': 'kb:DataSource1',
       '@type': 'engagement:DataSource',
       'uco-core:name': 'CanaryTokenAlert'}]}],
   'objective:hasObjective': [{'@id': 'objective:Detect'}],
   'uco-core:name': 'adv-exfiltrates-Obfuscated-files'},
  {'@id': 'kb:storyline1',
   '@type': 'engagement:Storyline',
   'engagement:hasEvent': [{'@id': 'kb:eventthread1',
     '@type': 'uco-types:Thread',
     'co:element': [{'@id': 'kb:Event1'}, {'@id': 'kb:Event2'}],
     'co:item': [{'@id': 'kb:event-thread-item1'},
      {'@id': 'kb:event-thread-item2'}],
     'co:size': {'@type': 'xsd:nonNegativeInteger', '@value': '2'},
     'uco-types:threadOriginItem': [{'@id': 'kb:event-thread-item1'}],
     'uco-types:threadTerminalItem': [{'@id': 'kb:event-thread-item2'}]}]},
  {'@id': 'kb:event-thread-item1',
   '@type': 'uco-types:ThreadItem',
   'co:itemContent': {'@id': 'kb:Event1'},
   'uco-types:threadNextItem': [{'@id': 'kb:event-thread-item2'}]},
  {'@id': 'kb:event-thread-item2',
   '@type': 'uco-types:ThreadItem',
   'co:itemContent': {'@id': 'kb:Event2'},
   'uco-types:threadPreviousItem': [{'@id': 'kb:event-thread-item1'}]}]}

Note: Objectives are considered individual and, as such, will not be found under any classes in the documentation. For more details on the AE Ontology Documentation, please click here. The UCO Documentation can be accessed from this link.

The aforementioned examples are based on the latest release of AE Ontology version 0.1.8. It should be noted that the AE Ontology will continue to incorporate additive improvements, which may involve the inclusion of new classes and the removal of old concepts, potentially affecting the existing examples. We recommend checking the latest release news on AE ontology website to ensure you have access to the most up-to-date information. Additionally, supplementary examples can be found in the GitHub examples directory. Lastly, if you have any inquiries, please do not hesitate to contact us through this contact form.