obfuscation
Enable an agent to recognise, describe and assess deliberately confusing wording by identifying its intended audience, the people it is meant to confuse, the meaning it obscures and its consequences.
Bundle → Layer → Finding → Questions Filled
6 bundles · 11 layers · 16 findings · 26 questions
Classification and boundaries Establishes what is being called obfuscation and the evidence supporting that classification.
Obscurity claim
Identifies the information or understanding allegedly made harder to recover.
Recoverable target
Record the specific recovery task rather than describing the whole artifact as obscure.
- What meaning, behaviour, identity or relationship is harder to recover? definition
- What would count as correctly recovering that target? measurement
Intent and neighbouring activities
Separates the observed effect from actor intent and adjacent classifications.
Classification evidence
Record grounds for classifying the activity as obfuscation and any competing interpretation.
- What evidence attributes the obscurity to a deliberate intervention? provenance
- Does the intervention impede interpretation, deny access, assert falsehoods or combine these effects? boundary
Observer and recovery task Defines whose understanding is impeded and what resources they can use.
Observer capabilities
Records the human or automated interpreter against which obscurity is assessed.
Available knowledge
Describe the observer's access to context, reference material, tools and prior examples.
- Which observer is expected to struggle, and what relevant expertise or tooling do they possess? definition
- Can the observer inspect originals, repeated outputs, execution traces or external reference information? boundary
Recovery conditions
Defines the particular task, success threshold and resource constraints.
Bounded recovery
Treat understanding a message, reproducing behaviour and identifying an actor as distinct recovery tasks.
- Must the observer recover an exact original, infer a relevant fact or reproduce observable behaviour? definition
- What time, computation and accuracy limits define success or failure? measurement
Mechanisms and preservation Describes how the intervention creates obscurity and what must remain usable.
Obscuring transformations
Records the changes that interfere with interpretation.
Mechanism to effect
Connect each transformation to the interpretive step it is intended or observed to impede.
- Does the intervention obscure through ambiguity, added noise, indirection, representation change or structural complication? definition
- Which comparison or observation supports the claimed connection between the transformation and interpretive difficulty? provenance
Retained function
Defines the meaning, behaviour or utility that the transformed material must retain.
Preservation contract
Specify preservation in terms appropriate to the medium, including tolerated deviations.
- Which outputs, meanings or user tasks must remain equivalent or sufficiently usable after transformation? boundary
- How will semantic loss, behavioural changes and usability degradation be detected? measurement
Effectiveness and failure Assesses demonstrated resistance to interpretation and conditions that defeat it.
Comparative evaluation
Compares recovery performance with a suitable unobfuscated baseline.
Measured resistance
Record observed changes in effort and accuracy together with evaluation conditions.
- How do recovery time and correctness differ between original and transformed material for comparable observers? measurement
- Who conducted the evaluation, and which artifacts, tools and task definitions were used? provenance
Defeat and decay
Tracks how additional information, repetition or improved analysis changes the obscuring effect.
Failure conditions
Record demonstrated or untested routes by which the target could become easier to recover.
- Which observed disclosures, simplifications or analysis methods reduce the measured obscurity? measurement
- What changes in observer capability or available information require reassessment? action
Purpose and consequences Connects the intended benefit to affected parties and decisions about use or removal.
Benefits and burdens
Records who benefits from obscurity and who bears its costs.
Distribution of understanding
Describe the intended allocation of intelligibility and any unintended barriers.
- Whose interests is the obscurity intended to protect, and what evidence establishes that purpose? provenance
- Which legitimate readers, maintainers, reviewers or accessibility users incur additional effort or errors? measurement
Use and removal decisions
Supports decisions to apply, revise, retain or undo the intervention.
Decision conditions
Record applicable authority, acceptable costs and evidence needed to change the intervention.
- What authority and purpose permit the agent to apply or remove this obfuscation? action
- Which preservation failures, oversight needs or demonstrated weaknesses should trigger revision or removal? action
Evidence and external alignment What the world already says about this thing, gathered so the model can be checked against it.
Reported evidence
Findings from the breadth pass, kept separate from the structural claims.
Check these first
Recalled without web access and unsourced; every item is a lead to verify.
- Which of these check these first hold for the sense of obfuscation this model covers, and on what evidence? provenance
Kinds and varieties
Recalled without web access and unsourced; every item is a lead to verify.
- Which of these kinds and varieties hold for the sense of obfuscation this model covers, and on what evidence? provenance
Real-world use
Recalled without web access and unsourced; every item is a lead to verify.
- Which of these real-world use hold for the sense of obfuscation this model covers, and on what evidence? provenance
Typical measurements
Recalled without web access and unsourced; every item is a lead to verify.
- Which of these typical measurements hold for the sense of obfuscation this model covers, and on what evidence? provenance
Failure modes and hazards
Recalled without web access and unsourced; every item is a lead to verify.
- Which of these failure modes and hazards hold for the sense of obfuscation this model covers, and on what evidence? provenance
Neighbouring kinds and how to tell them apart
Recalled without web access and unsourced; every item is a lead to verify.
- Which of these neighbouring kinds and how to tell them apart hold for the sense of obfuscation this model covers, and on what evidence? provenance
Classifiers Filled
- Family
- Thing Registry
- Category
- Activities and processes
- Entry kind
- thing
- Plane
- ACT
- Domain
- ACT.ACT
- Other names and narrower kinds
- confusopoly
What it is Filled
Obfuscation is the deliberate use of wording intended to confuse people outside an intended audience while remaining intelligible to that audience.
In scope
- The wording and meaning intentionally made difficult for people outside the intended audience to understand.
- The communicator, intended audience and people whom the wording is intended to confuse.
- Linguistic features such as ambiguity, jargon, circumlocution and distracting detail insofar as they serve deliberate obscurity.
- The meaning intended to remain intelligible to the intended audience.
- Evidence of deliberate audience-dependent obscurity and the conditions under which it fails.
- Assessment of privacy, accountability, accessibility and consequences of the wording.
Out of scope
- Software and system obfuscation that does not concern wording intended to confuse human audiences.
- Cryptographic algorithms and security guarantees.
- Access-control systems that directly prevent retrieval or execution.
- The full content model of a document containing obfuscated wording.
- Deception and false assertions beyond their contribution to linguistic obscurity.
- Anonymisation and privacy guarantees as independently established properties.
- Accidental complexity, unfamiliar terminology or poor communication without evidence of intent to confuse people outside the intended audience.
Why it exists Filled
Enable an agent to recognise, describe and assess deliberately confusing wording by identifying its intended audience, the people it is meant to confuse, the meaning it obscures and its consequences.
Distinguishing features Filled
- A classification requires evidence that wording is intended to confuse people outside an intended audience, rather than merely being difficult to understand.
- The intended audience is expected to retain access to meaning that the wording obscures for others.
- Obfuscated wording can remain publicly accessible while being deliberately less intelligible to particular audiences.
- Linguistic obscurity does not require a false assertion, although it can accompany deception.
- Specialist language alone does not establish obfuscation without evidence of the relevant intent.
- Actual comprehension can differ from the communicator's intent, so audience effects and intended effects require separate assessment.
What robots and AI may and may not do Filled
Must not
- Obfuscate its own reasoning, actions or output to hide what it did from its users or overseers.
- Help obscure terms, prices or risks to mislead consumers or regulators.
- Conceal evidence requested in an investigation or legal process.
Only with a human decision
- Applying deliberate linguistic obfuscation to published documents requires human review.
May
- Explain deliberate linguistic obfuscation and its audience-dependent effects in general terms.
- Point out obfuscated wording in contracts or policies to the person reading them.
Moral aspects Filled
- Obfuscation can protect privacy but also hide wrongdoing; purpose decides its ethics.
- Transparency is needed for accountability of organisations and AI systems.
Who is affected
- Consumers can be affected by obscure wording.
- Regulators and auditors can be affected by obscure wording.
- Intended readers and people outside the intended audience can be affected.
Owners Filled
Steward
Nobody owns the practice; whoever obfuscates answers for it.
Links to other meta-models Filled
parent
- Q30301727 - registry parent class
What else AI and robots need to interact with it Filled
Identity and identifiers required Filled
- Vercy registry: vr.tr.obfuscation
- Wikidata: Q2616305 (https://www.wikidata.org/wiki/Q2616305)
Direct properties not applicable Not applicable
- Obscured target: meaning | implementation | attribution | relevant signal | relationship | mixed
- Target observer: Person, audience, organisation or automated analysis system, with stated capabilities
- Evidence of intent: documented | supported by contextual evidence | disputed | unknown
- Obfuscation mechanism: indirection | ambiguity | noise addition | structural complication | representation change | mixed
- Interpretation effort increase: Additional time, analyst-hours or computation relative to a stated baseline and recovery task
- Recovery success: Proportion of specified recovery tasks completed correctly under a stated resource budget
- Preservation requirement: Required relationship between original and transformed meaning, behaviour or utility
- Transformation overhead: Change in execution time, storage size, reading time or error rate against a named baseline
Plane ACT: no invented physical properties.
Recognition not applicable Not applicable
Not applicable
Obfuscation is a communicative act whose deliberate intent cannot be established from visual appearance alone.
Capabilities and actions required Filled
- Identify the obscured target and distinguish obscurity from access denial, falsification and accidental complexity.
- Compare candidate transformations against a specified observer and recovery task.
- Test whether required meaning, behaviour or authorised usability survives transformation.
- Measure recovery difficulty under explicit tools, knowledge and resource limits.
- Simplify or remove obscuring transformations when authorised, recording what becomes recoverable.
- Assess whether the intended protective benefit justifies losses in transparency, accessibility or maintainability.
Hazards and failure modes required Filled
- Deliberately obscure wording can impede scrutiny and conceal responsibility.
- Obscured language leaves people agreeing to terms they do not understand.
Standards and interfaces not applicable Not applicable
Not applicable
No single standard, law or official classification applies universally to intentionally confusing wording independently of its context.
Context of use required Filled
- Verbal obfuscation occurs in communication where wording is deliberately made difficult for some readers or listeners to understand.
- It can use specialised vocabulary, ambiguity or distracting detail to limit understanding to an intended audience or obscure an unwelcome meaning.
Sources Filled
- Wikidata item Q2616305: obfuscation - identity and sense of the item
- Wikipedia: Obfuscation - general description of the item
Open questions
- Does this registry entry cover deliberate obfuscation only, or also effects described as obfuscation when intent is unknown or absent?
- Which disciplinary definitions should distinguish rhetorical, software and information obfuscation within this single entry?
- When should encoding, encryption, concealment or anonymisation be recorded as an obfuscation mechanism rather than solely as a neighbouring activity?
- Which measures permit meaningful comparison across human interpretation tasks and automated analysis without implying a universal obfuscation score?
- What source-supported preservation criteria apply outside software, where retained meaning and usability may be disputed?
Machine files
Provenance
thing registry research (pass 2) · unreviewed
Built from: models/things/publications/thing-q2616305/spec.json