Hot reading
Enable an agent to recognise, document and assess hot reading by tracing how prior information about a subject becomes an apparently extraordinary personal revelation.
Bundle → Layer → Finding → Questions Filled
6 bundles · 11 layers · 14 findings · 24 questions
Technique boundary Establishes what counts as hot reading and the level at which the classification applies.
Prior knowledge condition
Tests whether subject-specific information existed in an accessible form before its apparent revelation.
Information precedes revelation
Record the candidate fact, the apparent revelation and evidence of their temporal relationship without presuming access.
- What subject-specific information was allegedly known before the reader stated it? definition
- What evidence dates the reader's or assistant's access relative to the statement? provenance
Neighbouring techniques
Separates concealed prior knowledge from live inference and disclosed preparation.
Statement-level classification
Assess individual statements or connected sequences before assigning a classification to an entire reading.
- Could this statement have arisen from visible cues, broad wording or information supplied during the exchange? boundary
- Was prior research openly attributed, concealed or represented as another source of knowledge? boundary
Information origin and subject linkage Tracks where personal facts originated and whether they concern the person addressed.
Source lineage
Records the original information source and any intervening copies or summaries.
Traceable personal fact
Connect each candidate fact to an inspectable source while preserving uncertainty about who accessed it.
- Which record, submission or prior interaction contains the relevant fact? provenance
- Does the available source preserve what was accessible at the time of the reading? provenance
Identity resolution
Examines the association between information records and the reading's recipient.
Recipient match
Record evidence that the candidate information concerns the actual recipient rather than another person.
- What evidence links the source record to the person addressed? provenance
- Could a namesake, shared family detail or incorrect audience identification explain the apparent match? boundary
Reader access and delivery Models the path from acquired information to its availability during the reading.
Access pathway
Identifies documented connections among sources, intermediaries and the reader.
Evidenced transfer
Represent direct access or assisted transfer as an evidence-backed relation, not an assumed mechanism.
- What evidence shows that the reader or an assistant obtained the relevant information? provenance
- Which links in the proposed transfer pathway remain unverified? provenance
Delivery timing
Distinguishes preparation before a session from information supplied during it but before a statement.
Knowledge availability window
Record when information could have been used and distinguish new external input from recipient feedback.
- How long before the corresponding statement was the information demonstrably available to the reader? measurement
- Was information introduced during the session through an external source or through the recipient's own answers? boundary
Revelation and evidence Compares what was said with prior information and with the full interaction.
Statement correspondence
Examines the specificity and completeness of the match between a statement and a candidate source.
Source-to-statement match
Preserve the actual wording and identify which details match, conflict with or go beyond the prior information.
- Which exact details in the statement correspond to the candidate source? measurement
- Which details were incorrect, absent from the source or added by the recipient? measurement
Assessment quality
Evaluates whether the available record supports a mechanism claim.
Supported mechanism assessment
Distinguish documented access and use from an explanation inferred only from accuracy or opportunity.
- Is the assessment based on a complete recording, contemporaneous records, testimony or an edited account? provenance
- What additional evidence would distinguish hot reading from the remaining plausible explanations? action
Disclosure and information handling Records the presentation context and governs handling of personal information gathered during assessment.
Audience understanding
Captures explicit claims, contextual framing and relevant disclosures.
Claimed source of knowledge
Record what the reader represented and what participants were told about research or assistance.
- What source of knowledge did the reader explicitly claim or contextually imply? definition
- What disclosure about prior information was provided, to whom and at what point? provenance
Assessment data handling
Limits unnecessary reproduction of the personal facts used to assess a reading.
Proportionate evidence record
Preserve enough evidence to support the assessment while accounting for permissions and sensitive third-party details.
- Which personal details are necessary to demonstrate the source-to-statement connection, and which can be redacted? action
- What permissions or restrictions govern retaining and sharing the source material and reading record? 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 Hot reading 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 Hot reading 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 Hot reading 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 Hot reading this model covers, and on what evidence? provenance
Classifiers Filled
- Family
- Thing Registry
- Category
- Information and virtual systems
- Entry kind
- thing
- Plane
- INF
- Domain
- INF.KNW
What it is Filled
Hot reading is a technique in which a reader uses previously obtained information about a person while presenting that information as if acquired through psychic, supernatural, or otherwise extraordinary means.
In scope
- Acquisition and availability of subject-specific information before its apparent revelation
- Matching prior information to the person receiving the reading
- Transfer of information through researchers, intermediaries or technical channels
- Transformation of prior information into statements presented during a reading
- Disclosure, consent and evidence needed to assess suspected instances
Out of scope
- Cold reading based solely on general statements, observation and live feedback
- Disclosed biographical research and ordinary preparation for an interview
- The truth or falsity of paranormal abilities in general
- Complete models of performers, audiences or psychic-service organisations
- General surveillance, data brokerage and personal-data security practices
Why it exists Filled
Enable an agent to recognise, document and assess hot reading by tracing how prior information about a subject becomes an apparently extraordinary personal revelation.
Distinguishing features Filled
- Subject-specific information is available before the statement that appears to reveal it; an accurate statement alone does not establish hot reading.
- There is evidence connecting the prior information to the reader or an assisting information channel, rather than merely showing that the information existed somewhere.
- The ordinary source of the information is concealed or misrepresented in the presentation; openly attributed research does not meet this model's core definition.
- The apparent revelation depends on prior information, distinguishing it from a statement derived only from observation, broad guessing or feedback during the reading.
- A single reading may combine hot reading with other techniques, so classification applies to supported statements or sequences rather than automatically to the whole performance.
What robots and AI may and may not do Filled
Must not
- Gather private information about a person to deceive them about psychic powers.
- Help anyone run readings that exploit grieving or vulnerable people.
- Accuse a named person of hot reading without evidence.
- Use private data obtained through monitoring to impress or manipulate a user.
Only with a human decision
- Reporting a suspected fraud to authorities.
May
- Explain hot reading and help people recognize it in claimed psychic performances.
- Support consumer protection or research into deceptive practices.
Moral aspects Filled
- Hot reading exploits trust, often of grieving people, for money or influence.
- Collecting information about people for deception violates their privacy.
Who is affected
- Grieving people
- Audience members
- People whose data is collected
Owners Filled
Steward
Nobody owns it; it is a deceptive practice.
Links to other meta-models Filled
parent
- Q7256278 - registry parent class
What else AI and robots need to interact with it Filled
Identity and identifiers required Filled
- Vercy registry: vr.tr.hot-reading
- Wikidata: Q2607648 (https://www.wikidata.org/wiki/Q2607648)
Direct properties not applicable Not applicable
- Assessment status: unassessed | suspected | supported | contradicted | unresolved
- Prior-information source: public record | public online material | subject submission | prior interaction | intermediary | other documented source | unknown
- Information lead time: seconds, minutes or days between documented information access and the corresponding statement; unknown if timing is unestablished
- Subject linkage: evidenced association between a prior-information record and the person addressed
- Reader access: demonstrated | plausible but unverified | evidence against access | unknown
- Source presentation: ordinary source disclosed | source omitted | extraordinary source implied | extraordinary source explicitly claimed | unclear
- Statement derivation: prior information | live elicitation | observation | general statement | mixed | unresolved
- Participant understanding: documented informed agreement | partial disclosure | documented misunderstanding | unknown
Plane INF: no invented physical properties.
Recognition not applicable Not applicable
Not applicable
This information-use technique cannot be identified reliably from visible performance cues because recognition requires evidence of prior information access.
Capabilities and actions required Filled
- Assess whether a reported revelation has a documented prior-information pathway.
- Map statements in a reading to candidate sources and their access times.
- Separate supported hot-reading elements from cold-reading elements and unresolved statements.
- Identify missing evidence that would change an assessment.
- Review disclosure and personal-information handling before retaining or sharing an analysis.
Hazards and failure modes required Filled
- Victims can lose money and make harmful decisions based on fake readings.
- False hope or fear from readings can cause emotional harm.
Standards and interfaces required Filled
- The General Data Protection Regulation, adopted by the European Parliament and the Council of the European Union, applies when gathering or using personal information falls within its scope.
- The Unfair Commercial Practices Directive, adopted by the European Parliament and the Council of the European Union, applies to misleading commercial readings offered to consumers within its scope.
Context of use required Filled
- This technique is encountered in mentalism and staged psychic readings where prior knowledge supports an apparently extraordinary revelation.
- It is also examined in investigations of deceptive readings by comparing the information presented with information available before the encounter.
Sources Filled
- Wikidata item Q2607648: Hot reading - identity and sense of the item
- Wikipedia: Hot reading - general description of the item
Open questions
- Which authoritative accounts should establish the working definition, particularly whether concealed prior research without an extraordinary claim qualifies as hot reading?
- Does established usage include information obtained during a session but before its apparent revelation, or should that mechanism receive a narrower classification?
- What evidence threshold should distinguish suspected hot reading from a supported finding when access is documented but use is not directly observed?
- How should general entertainment disclaimers affect classification when the source of specific personal information remains undisclosed?
- Does the existing Vercy catalogue already contain a model covering this technique to which vr.tr.hot-reading should link?
Machine files
Provenance
thing registry research (pass 2) · unreviewed
Built from: models/things/publications/thing-q2607648/spec.json